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Protein tyrosine kinase inhibitor resistance in malignant tumors: molecular mechanisms and future perspective
Yang Yang, Shuo Li, Yujiao Wang and 2 more
Signal Transduction and Targeted Therapy · 2022 · Review · CC BY
doi:10.1038/s41392-022-01168-8
Abstract
Protein tyrosine kinases (PTKs) are a class of proteins with tyrosine kinase activity that phosphorylate tyrosine residues of critical molecules in signaling pathways. Their basal function is essential for maintaining normal cell growth and differentiation. However, aberrant activation of PTKs caused by various factors can deviate cell function from the expected trajectory to an abnormal growth state, leading to carcinogenesis. Inhibiting the aberrant PTK function could inhibit tumor growth. Therefore, tyrosine kinase inhibitors (TKIs), target-specific inhibitors of PTKs, have been used in treating malignant tumors and play a significant role in targeted therapy of cancer. Currently, drug resistance is the main reason for limiting TKIs efficacy of cancer. The increasing studies indicated that tumor microenvironment, cell death resistance, tumor metabolism, epigenetic modification and abnormal metabolism of TKIs were deeply involved in tumor development and TKI resistance, besides the abnormal activation of PTK-related signaling pathways involved in gene mutations. Accordingly, it is of great significance to study the underlying mechanisms of TKIs resistance and find solutions to reverse TKIs resistance for improving TKIs efficacy of cancer. Herein, we reviewed the drug resistance mechanisms of TKIs and the potential approaches to overcome TKI resistance, aiming to provide a theoretical basis for improving the efficacy of TKIs.
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From PubMed Central, U.S. National Library of Medicine, as current on Oct 19, 2026. Paragraph numbers are ours, so an answer can point at one.
Introduction
Malignant tumors are the second leading cause of death and a public health concern worldwide. Anti-tumor therapy is the core means of reducing tumor mortality, and related research mainly focuses on molecular level. Oncogenic mutations of cell signaling molecules lead to abnormal clonal proliferation, as the main characteristic of tumor cells. Some signaling proteins and pathways are susceptible to oncogenic mutations in normal cells, particularly molecules that control cell growth, differentiation, and developmental signals, one of which is protein tyrosine kinases (PTKs). PTKs are a class of proteins with tyrosine kinase activity whose function is tightly regulated in normal cells. Perturbation of PTKs function by mutations and other genetic alterations can lead to malignant transformation,. Previous studies have shown that more than 80% of oncogenes and proto-oncogenes finally increase PTKs expression. Therefore, inhibition of PTK overactivity is a major strategy for treating cancer.
Tyrosine kinase inhibitors (TKIs) are target-specific inhibitors of abnormal PTKs. As homologs of adenosine triphosphate (ATP), TKIs competitively occupy the ATPs-binding site of PTKs and block PTK-mediated signaling pathways in cancer cells, thereby inhibiting their growth and proliferation. TKIs have significant advantages over traditional chemotherapeutic agents, including high efficiency, low toxicity, and high specificity. Presently, TKIs are widely used for treating leukemia, non-small-cell lung cancer (NSCLC), renal cell carcinoma (RCC), gastrointestinal stromal tumor (GIST), breast cancer, and hepatocellular carcinoma (HCC), and their clinical application is rapidly growing.–
Tumor cells gradually develop resistance during TKIs therapy; however, the time frame for developing acquired drug resistance is not long. For instance, the effective time frame for treating NSCLC with first-generation epidermal growth factor receptor (EGFR) TKIs does not exceed one year. In addition, a small proportion of tumor cells are primarily resistant to TKIs. NSCLCs with Bcl-2-interacting mediator of cell death (BIM) deletion polymorphisms are primarily resistant to osimertinib. TKI resistance is a leading cause of recurrence, progression, treatment failure, low compliance and mortality among cancer patients. The mechanisms of TKIs resistance are complex. Previous studies have affirmed the relationship between TKI resistance and target-gene mutations. A growing body of evidence suggests that other factors, such as tumor microenvironment (TME) and epigenetics, are also involved in TKI resistance.
Despite the remarkable effectiveness of TKIs in targeted therapy, TKIs resistance is increasingly growing. Here, we summarize the underlying mechanisms of TKIs resistance and discuss the potential approaches to overcome it. We aim to provide a theoretical basis for future research and management of TKIs resistance.
PTK and cancer
PTK activity is critical for the proper function of signal transduction pathways associated with cell proliferation, differentiation, and survival. Based on PTK location in the cell, PTKs are classified into receptor tyrosine kinases (RTKs) and non-receptor tyrosine kinases (NRTKs). Located in the cell membrane, RTKs are divided into subfamilies based on the molecular characteristics of their extracellular structural domains. Previous studies classified 58 known human RTKs into 20 subfamilies. However, based on an in-depth functional analysis, three RTKs of the lemur tail kinase (LMTK) family were found to phosphorylate serine/threonine residues instead of tyrosine residues, resulting in the classification of 55 RTKs into 19 subfamilies. In addition to RTKs, there are a large number of NRTKs in cells, including ABL Proto-Oncogene (Abl), FES Proto-Oncogene (Fes), Janus Kinase (JAK), Focal adhesion kinase (Fak), and SRC Proto-oncogene (Src). NRTKs regulate various cellular functions, including cell proliferation, differentiation, adhesion, migration, and apoptosis by coupling with RTKs or other membrane receptor proteins such as G protein-coupled receptors. Moreover, NRTKs are also involved in T- and B-cell activation signaling pathways, thereby modulating immune response (Fig. 1).,
Some PTKs mutations can keep PTKs in a persistently “active” state, causing overactivation of downstream pathways, and everlasting proliferation, differentiation, angiogenesis, and tumorigenesis. PTKs overactivation is mediated by four major types of mutations: (I) Gain-of-function (GOF) mutations include anaplastic lymphoma receptor tyrosine kinase (ALK), R1275Q, and F1147L mutations in neuroblastoma (NB). Some GOF mutations can increase the sensitivity of TKI and signaling transduction. For instance, deletion of four highly conserved amino acids, LREA, in EGFR exon 19 and the L858R point mutation in exon 21 of lung cancer improves therapeutic response to EGFR-TKIs., (II) Genomic amplification and overexpression is the second major type of mutation. For example, overexpression of EGFR and vascular endothelial growth factor receptor 2 (VEGFR2) is associated with medullary thyroid carcinoma. (III) Chromosomal rearrangements (gene fusions). The Philadelphia chromosome (BCR-ABL fusion) is a well-known example of gene fusion causing chronic myeloid leukemia (CML). MASC (Mammary analog secretory carcinoma) has an ETS variant transcription factor 6 (ETV6)-neurotrophic receptor tyrosine kinase 3 (NTRK3) gene translocation. In addition, partial duplications within genes are also a type of chromosomal rearrangement, and kinase domain duplication (KDD) of RTKs may be a novel mechanism for constitutive activation of RTKs., In a genomic analysis of 114,200 solid tumors, KDD was found in 0.62% of tumors, particularly brain tumors, predominantly in EGFR, platelet-derived growth factor receptor alpha (PDGFRA), and fibroblast growth factor receptor 3 (FGFR3). (IV) Ligand autocrine/paracrine loop. For example, fibroblasts can release hepatocyte growth factor (HGF), which binds to MET proto-oncogene (MET) in cancer cells and provokes a continuous survival benefits.
Protein tyrosine phosphatases (PTPs) are the physiological antagonists of PTKs. PTPs are responsible for attenuating the effects of PTKs by dephosphorylating target proteins. The subtle antagonistic function of PTKs and PTPs strictly regulates the phosphorylation level of intracellular proteins and is pivotal for maintaining normal signaling. However, antagonistic function of PTPs cannot completely attenuate PTKs overactivity caused by the above mechanisms. As endogenous PTPs cannot inhibit the sustained activation of PTKs, exogenous PTK inhibition is necessary.
TKI and cancer
The kinase structural domains of PTKs are responsible for transferring the phosphate group of ATP to the tyrosine residue of downstream signaling molecules. Regarding the structural similarity of TKIs and ATPs, TKIs can competitively bind to the kinase structural domains to prevent downstream pathway activation and inhibit tumor growth. Kinase inhibitors, including TKIs, are often classified into six types based on the mechanism of action, but there is no uniformity.– Type I kinase inhibitors, including cabozantinib, crizotinib, and gefitinib, compete with substrates and bind to the ATP-binding pocket of the active conformation. Type II kinase inhibitors such as imatinib, sorafenib, and nilotinib, bind to the inactive conformation of protein kinases. The binding sites of types III and IV are not in the ATP pocket and function through allosteric mechanisms. However, due to the complexity of the allosteric mechanisms, there are few approved TKIs except for asciminib approved for CML. Types IV and V kinase inhibitors can form covalent bonds with kinase sites, thus irreversibly altering target activity. These kinase inhibitors such as osimertinib, afatinib, ibrutinib, and acalabrutinib possess better pharmacokinetic properties than reversible inhibitors.
TKIs bind to abnormal PTKs to inhibit downstream pathways. The PI3K/AKT and RAS/MAPK signaling pathways are two major PTKs-related pathways that can induce proliferation, inhibit apoptosis, promote angiogenesis, and regulate various cellular functions. Consistently, TKIs can reverse these alterations. Additionally, some TKIs can also modulate the immunosuppressive microenvironment of tumors,, alter the molecules expression level of immune cell surface through the TME and promote the antitumor immune response. Interestingly, a clinical trial (NCT0301333) demonstrated that TKIs and antibiotics influenced the therapeutic response of RCC to immunotherapy by affecting the composition of the gut microbiota. A recent study in glioblastoma (GBM) cell lines provided new insights into the function of TKIs, other than the PTKs inhibitory role. The study revealed that some TKIs can activate general control nonderepressible 2 (GCN2), which activated integrated stress response (ISR), resulting in cell death.
Although different TKIs have similar mechanisms of action, they differ in terms of targeting kinase profiles, pharmacokinetics (PK), and side effects. For example, osimertinib is a third-generation TKI targeting EGFR for NSCLC with specific mutations. Imatinib is highly selective for BCR-ABL mutation and is the best choice for CML. However, multiple PTK abnormalities exist in some tumors, and single-target therapy is sometimes inadequate. Multi-target TKIs that cover a broader range of PTK abnormalities can provide more potent inhibitory effects and have a broader range of indications. For instance, sorafenib can target various RTKs, including VEGFR and PDGFR, thereby inhibiting cancer cell proliferation and angiogenesis. Sorafenib is effective in HCC, RCC, and thyroid cancer (TC). As of 2021, 76 TKIs have been administered for treating various types of cancer, and more are in the phase of clinical trials. Entering the human body with a clear target, the small molecule TKIs have only limited nonspecific toxicity. The favorable safety allows TKIs to be easily combined with other treatment modalities, such as chemotherapy, immunotherapy, and radiotherapy. TKIs significantly prolong survival and improve the quality of life among cancer patients.
Although TKIs are highly effective in cancer, some issues such as adverse events and tumor resistance to TKIs still require the vigilance of clinicians. The most common adverse events of TKIs are dermatologic complications (such as folliculitis, paronychia, and periorbital edema) and hematologic side effects (such as neutropenia, gastrointestinal symptoms, and hypothyroidism). Management of TKI-related adverse events is of clinical significance for cancer patients. In addition, some patients weakly respond to TKIs or gradually become insensitive to TKIs as the manifestations of TKIs resistance., TKIs resistance leads to recurrence or rapid tumor progression, which seriously affects the survival of patients. Therefore, finding solutions for TKI resistance is an urgent priority.
Mechanisms of TKI resistance
TKIs resistance mechanisms are highly complex, including abnormal drug metabolism, cell death, epigenetics, etc. Multiple factors lead to resistance to TKIs (Fig. 2). The mechanisms of drug resistance extensively vary among individuals. Identification of drug resistance mechanisms can improve the clinical efficacy of TKIs. Here, we elaborately review the current mechanisms of TKIs resistance.
Reduced PTK-binding capacity of TKI
TKIs can generally enter the cell and bind to abnormally activated PTKs. However, extensive mutations in some PTKs decrease TKI binding capacity as a direct mechanism of TKI resistance (Table 1). On the one hand, intrinsic resistance occurs due to changes in kinase conformation and activity caused by specific mutations in PTK. For example, EGFR exon 20 insertion is observed in 3% of patients with lung adenocarcinoma and 9% of patients with EGFR mutations, leading to third-generation EGFR-TKI resistance. Deletions of exon 16 of human epidermal growth factor receptor 2 (HER2) splice variant (Δ16HER2) lead to primary resistance to lapatinib in breast cancer cell lines. It is also associated with acquired resistance to Src-TKI, saracatinib. In addition, KIT Proto-Oncogene (KIT) exon 9 mutation and PDGFRA D842V substitution are associated with intrinsic resistance to imatinib in GIST. Similarly, ALK L1196 M/G1202R causes primary resistance of NSCLC to lorlatinib. PDGFRB C843G can also lead to Ph-like acute lymphoblastic leukemia (ALL) resistance to all ABL TKIs, which is a classic example of this mechanism.
PTK can develop secondary mutations during treatment with TKI, leading to acquired drug resistance. The gatekeeper mutation is one of the first identified acquired resistance mutations of TKI targeted kinase. The most typical gatekeeper mutation is substituting a smaller amino acid with an amino acid with a larger hydrophobic residue. This mutation results in a spatial blockade that hinders the formation of a hydrogen bond between PTK and TKI. EGFR T790M mutation in exon20 causes spatial blockade to the first- and second-generation EGFR TKIs. In the coincidence of activating mutations like L858R, T790M lowers Km [ATP], the ATP concentration to achieve a half-maximal reaction rate. Consequently, the affinity of ATP increases and the efficacy of TKI decreases., FGFR V564F, KIT T670I, and Ret Proto-Oncogene (RET) V804M are also gatekeeper mutations,, but they are not as common as T790M and still lack of enough studies.
Solvent-front mutation can be observed in RET. The solvent-front refers to the kinase residues exposed to the solvent or the region of the kinase surface to which TKIs bind. L730 lies at the top of the solvent-front of RET and binds to nintedanib by hydrophobic interactions with piperazine, phenylamino, and phenyl groups. Thus, the RET L730V mutation results in nintedanib resistance. Another highly mutated site of RET solvent-front is at G810. The G810A mutation has an additional methyl group, which can form new hydrophobic bonds with the methyl and phenyl rings in nintedanib. Despite vandetanib, nintedanib has these methyl and phenyl rings, so G810 only causes resistance to vandetanib but no effects to nintedanib. Substitution of G810 by a more polar amino acid like serine prevents its TKI binding capacity and improves resistance to vandetanib and nintedanib. Moreover, selpercatinib and pralsetinib are specific RET TKIs that were recently approved. G810S/C/R mutation causes selpercatinib resistance, and L730 V/I mutation leads to pralsetinib resistance., In addition to RET, solvent-front mutations also exist in EGFR, ALK, ROS1, and NTRK and contribute to drug resistance, such as EGFR G796S/R, ALK G1202R, NTRK1-G595R, NTRK2-G639R, NTRK3-G623R, ROS1 G2032R, and ROS1 D2033N.,
Except for classic mutations of the kinase structural domain, some newly identified mutations can also weaken drug-target interactions by a spatial blockade. L792X/F, G796S, L718Q, and S768I, are some of the acquired mutations of EGFR and E565A, L617V, K641R, and K659M are the structural domain mutations of FGFR2 kinase.,, ALK resistance mutations include point mutations such as G1269A, I1171T/N, L1196M, C1156Y, F1245V, and F1174V, and compound mutations like L1196M/G1202R, and L1152V/Q1146K., As for ROS1, G2032R, S1896F, and L2000V lead to lorlatinib resistance,, G2032R, L2086F, G2026M, D2033N, S1986F/Y, and L1174F cause crizotinib resistance. L2086F can cause resistance to lorlatinib, crizotinib, and entrectinib but not cabozantinib. F2004C/I/V contributes to the resistance of entrectinib, crizotinib, and cabozantinib. Among RET kinase mutations, L730I, V738A, V804 L/M, Y806N, and G810S mutations are pan-resistant to cabozantinib, lenvatinib, vandetanib, and nintedanib. Additionally, l730V, E732K, A807V, G810A, V871I, M918T, and F998V mutations cause resistance to one or some of these drugs. Interestingly, the V871I, M918T, and F998V mutations are far from the ATP-binding pocket but can also inhibit TKI binding. In addition, NSCLC patients with positive ALK carrying the EML4-ALK fusion gene can rapidly develop alectinib resistance within three months. The KIT V654A and D820A mutations can cause GIST resistance to imatinib., The NTRK G623R mutation can lead to MASC resistance to entrectinib, but the next-generation NTRK-TKI selitrectinib is still effective in MASC with this mutation.,
Mutation in the drug target site still decreases the efficacy of irreversible inhibitors. Osimertinib, a third-generation EGFR covalent inhibitor, binds to the C797 residue in the ATP-binding site of EGFR and potently inhibits receptor activation, which can be applied to positive T790M EGFR. The missense mutation in exon 20 C797S prevents covalent bond formation with EGFR and leads to osimertinib resistance. Bruton tyrosine kinase (BTK) TKIs like ibrutinib, acalabrutinib, and zanubrutinib, constitute another class of covalent inhibitors. They irreversibly and covalently bind to the C481 site of BTK. Therefore, drug resistance can occur in the presence of C481 mutation.
The resistance mechanisms are not limited to spatial interference. RET S904F mutation increases the affinity of RET to ATP and leads to RET-TKI vandetanib resistance. FGFR2 N550H attenuates the auto-inhibitory mechanism of the kinase hinge region and allows the kinase to activate, preventing dovitinib from binding its target., Studying the role of ABL mutations in imatinib resistance showed that individual resistance mutations do not significantly affect drug binding capacity. Alterations in ABL kinase activity and the affinity for ATP and its kinase substrates can be observed together. The coincidence of these alterations changes the energy landscape of the kinase, which can be observed in imatinib resistance. This “resistance accumulation” mechanism may apply to a broader scope.
There are four possibly effective countermeasures to resistance mutations. For instance, the standard treatment is platinum-based chemotherapy in patients with T790M-negative tumors at the time of acquired resistance. For T790M mutation, irreversible inhibitors are still effective, and osimertinib is recommended by several countries based on clinical trials. Although C797S secondary mutation decreases the efficacy of osimertinib, recent findings from clinical studies show that a combination of first and third-generation EGFR TKI is an effective option if the T790M and T797S mutation loci are on different chromosomes, known as trans mutation. But EGFR with T790M and T797S mutations on the same chromosome, known as cis mutation, is insensitive to all EGFR-TKIs. In addition, in GIST with KIT T670I, cabozantinib can overcome imatinib resistance. As previously discussed, some resistance mutations may cause resistance to only one TKI and have little effect on other TKIs. In this case, changing to a more sensitive TKI may be effective. Second, TKI combined with other treatments will be discussed in the following sections. Third, switching to other treatments by identifying other potentially targetable mechanisms of resistance or participating in clinical trials might be suitable choice.
Finally, developing new TKIs or finding new sites of action is a promising solution for all mutation-related resistance. A Phase I clinical trial showed an unprecedented and durable clinical benefit when treating PDGFRA D842V-mutant GIST with avapritinib. The mice model showed that the next-generation ROS/ALK inhibitor SAF-189S had comparable efficacy to lorlatinib against crizotinib-resistant lung cancer with ROS G2032R-mutation. The next-generation ALK-TKI XMU-MP-5 led to marked cancer regression in mice with EML-ALK mutations. Ripretinib broadly inhibited activating mutations in KIT and PDGFRA and the efficacy was shown in preclinical studies. LY2874455 is a newly discovered pan-FGFR inhibitor overcoming FGFR gatekeeper mutations. Moreover, fourth-generation EGFR-TKIs are assumed to target PTKs with drug-resistance mutation by allosteric mechanisms. Some of them, such as DDC-01-1163, JBJ-04-125-02, and 4-(1-ethylsulfonyl-3-indolyl)-2-phenylaminopyrimidines are currently used in preclinical studies.– Fourth-generation EGFR-TKIs combined with other drugs are promising, but more clinical trials are needed to consolidate the effectiveness.
In addition, most of the previously developed TKIs have tumor-specific indications, but new-generation TKIs have mutation-specific indications. For example, larotrectinib can effectively treat all solid tumors carrying NTRK fusion genes,– and repotrectinib (TPX-0005) is a next-generation broad-spectrum inhibitor of ALK/ROS/NTRK that can treat a variety of solid tumors carrying ALK, ROS1, and NTRK mutations. TPX-0046 is a next-generation RET/SRC TKI with a three-dimensional macrocyclic structure distinct from selpercatinib and pralsetinib. It has potent activity against multiple RET mutations. Repotrectinib is also a next-generation multitarget inhibitor that overcomes resistance in ALK/ROS/NTRK-positive solid tumors with solvent-front mutations. However, repotrectinib can overcome gatekeeper and solvent-front mutations, it remains insensitive to NTRK1 G667C and NTRK3 G696C in DGF motifs.
In general, resistance mutations may overlap and vary between TKIs, which may be related to the types of the kinase. Therefore, if a resistance mutation occurs during TKI therapy, changing the TKI may be helpful. However, it is not a long-term solution. Cancer cells gradually develop resistance mutations even with new-generation TKIs. Moreover, PTK resistance mutations can be associated with abnormal activation of non-target PTKs. Herein, EGFR mutation accompanied by MET amplification attenuates the efficacy of a single TKI to inhibit the proliferation caused by abnormal activation of other PTKs. A combination of other drugs, such as MET-TKIs, can partly overcome the resistance in such cases. Because of irreversible resistance mutations, proper pre-drug resistance administration and regular monitoring of drug-resistant mutations are pivotal to circumventing drug resistance. Studies on different EGFR-TKIs and pazopanib indicated that compared to continuous dosing, a higher dose of TKI or intermittent pulse known as “drug holidays” can increase the efficacy of targeted therapy, delay treatment resistance, and reduce toxicity.–
Early monitoring of drug resistance mutations can determine the best treatment regimen, particularly with the development of high-quality detection methods in recent years. Earlier, the biopsy was an effective method to detect mutations. However, tissue samples are not often enough to systematically represent the mutational status of the entire tumor, and the sample amount is also insufficient for molecular detection. In contrast, cell-free DNA (cf-DNA) and next-generation sequencing (NGS) are now available to detect circulating tumor DNA (ctDNA) for comprehensive detection of molecular alterations., Several studies support the potential of ctDNA-NGS for rapid selection of new drugs after TKI treatment failure and predicting the clinical outcomes., In addition, the Zebrafish patient-derived xenograft (ZTX) platform, which is based on patient-derived xenograft (PDX), is a high-efficacy preclinical model for studying resistance mechanisms for targeted therapies. It estimated the erlotinib treatment outcome and tumor invasion in patients with lung cancer within three days, and found it had high sensitivity (91%) and specificity (62%). It also effectively predicted individualized tumor regression. More importantly, we should understand when TKIs must be used to treat tumors with RTK mutations. There is heterogeneity in the initial response to TKIs for different types of mutation. Taking EGFR as an example, patients with typical L858R and EX19del mutations sufficiently respond to TKIs, while patients with some atypical EGFR mutations inadequately respond to these TKIs. For atypical PTK mutations, some existing TKIs may not be suitable. It is impossible to predict how much a patient will benefit from TKI therapy before TKIs are administered. However, the locus of the mutation can help to predict treatment outcomes. Accordingly, it is necessary to establish a classification system of PTK mutation to predict TKI sensitivity.
Abnormal activation of PTK-related signaling pathways
The function of TKIs is to inhibit the activation of downstream pathways caused by abnormally activating PTKs. The PI3K/AKT, RAS/MAPK/ERK, and JAK/STAT signaling pathways are the most important pathways. However, PTK inhibited by TKI cannot suppress a signaling pathway activated by downstream molecule mutation. Therefore, RTK-independent overactivation of the downstream pathway is unresponsive to TKI. Sometimes several PTKs activate the same downstream pathway, and the inability of a TKI to inhibit all those PTKs leads to persistent activation of the pathway and drug resistance. On the other hand, activation of PTK-related downstream pathways by other signaling pathways can bypass the TKI and cause drug resistance. Downstream signaling pathway activation by other PTKs or other signaling pathways is named bypass resistance. Furthermore, many proteins can move into the nucleus in response to signals that regulate gene expression. Nuclear translocation, as part of the signaling pathway, has also been associated with TKI resistance. Here, we have summarized several types of aberrant activation of PTK-related signaling pathways which can be resist to TKIs.
Abnormal RTK-independent activation of downstream pathways
PI3K/AKT and RAS/MAPK pathways can be activated without upstream stimulation when the downstream signaling molecules are abnormally activated. In addition, each pathway has its specific negative regulators. Without the effective function of these negative regulators, TKIs-mediated inhibition of upstream molecules will be less effective. These two states are defined as abnormal RTK-independent activation of downstream pathways.
Mutations of downstream members of the pathway can activate the pathway, independent of the upstream molecules. Phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha (PIK3CA) encodes the catalytic subunit of PI3K. Mutations of PIK3CA were found in EGFR-TKI-resistant NSCLC cell lines, MET-TKI capmatinib-resistant NSCLC cell lines, regorafenib-resistant CRC cell lines, KIT/PDGFR-TKI-resistant GIST cell lines, imatinib-resistant Ph+ ALL cell lines, and HER-TKI neratinib-resistant HER2+ breast cancer cell lines,– resulted in enhancing PI3K kinase activity. Mechanistic target of rapamycin kinase (mTOR) L1433S mutation activates AKT and leads to EGFR-independent osimertinib resistance. Furthermore, the serum- and glucocorticoid-regulated kinase 1 (SGK1) is functionally and structurally similar with AKT. Despite crenolanib-mediated inhibition of AKT, breast cancer cells could maintain PI3K/SGK1 signal transduction. A similar scenario can be seen in the RAS/RAF/MAPK signaling pathway. Studies have shown that KRAS proto-oncogene (KRAS) mutation, BRAF proto-oncogene (BRAF) V600E mutation, and mitogen-activated protein kinase 1 (MAPK1) gene amplification are involved in EGFR-TKI-resistance., KRAS G12C mutation, KRAS amplification, NRAS proto-oncogene (NRAS) mutations, and MAP2K1 mutations have been detected in lorlatinib-resistant tumors. KRAS mutations are also associated with GIST resistance to KIT/PDGFR-TKIs. Furthermore, MEK1 and MEKK1 in-frame deletions have been detected in ROS-TKI-resistant LUAD (lung adenocarcinoma) patients. A-kinase anchoring protein 9 (AKAP9)-BRAF fusion leads crizotinib resistance. All of these genes encode key signaling molecules of the RAS/MAPK signaling pathway, and their mutations cause continuous ERK activation and transcription of downstream genes, lead to sustained cell proliferation.
A potential therapeutic approach is to inhibit downstream members of pathway. For the PI3K/AKT pathway, everolimus, a specific mTOR inhibitor, can block the PI3K/AKT pathway. Several phase II randomized clinical trials have shown that patients with VEGFR-TKI-resistant RCC can take advantage of lenvatinib in combination with everolimus.– Everolimus also effectively induces CML cell death in monotherapy or combined with imatinib. However, one study showed that everolimus has limited efficacy in combination with EGFR-TKIs. Another clinical study showed no significant clinical benefit of erlotinib in combination with everolimus for neck squamous cell carcinoma (HNSCC). Consequently, the effectiveness of everolimus in other cancers remains to be explored. The next-generation mTOR inhibitor, Rapalink-1, combined with sunitinib, produced a better therapeutic response in RCC. PIK3CA inhibitors can theoretically block the PI3K/AKT pathway, but their clinical effectiveness in combination with TKIs was not assessed yet. In addition, direct inhibition of AKTs is also rational. For example, FGFR-TKIs combined with AKT inhibitors can overcome FGFR1 amplification-mediated EGFR-TKI resistance. AKT inhibitors such as MK2206 and capmatinib can overcome sorafenib resistance in HCC with MET mutations.
For the RAS/MAPK signaling pathway, promising KRAS inhibitors have been introduced in recent years, and some of them, such as sotorasib have shown clinical efficacy. But the efficacy against TKI resistance is yet undetermined, and the clinical trial of their combination with TKI (NCT04185883) is underway. Fortunately, TKIs combined with RAF inhibitors, MEK inhibitors, or ERK inhibitors have been effective. RAF inhibitors combined with asciminib can treat acute myeloid leukemia (AML) with BCR-ABL-TKI resistance. The ERK inhibitor, ulixertinib, combined with dasatinib synergistically expedited NB cell death. Furthermore, the combination of MEK inhibitors and TKIs receives the most attention. MEK inhibitors in combination with TKI is effective in EGFR-TKI-resistant NSCLC cell lines, undifferentiated thyroid cancer (UTC) cell lines, FGFR-TKI-resistant gastric cancer cell lines, NTRK-TKI-resistant multiple tumor cell lines, and EPH receptor A2 (EphA2) TKI-resistant uterine cancer cell lines.– However, the efficacy of combination therapy is not supported by all studies. Clinical trials demonstrated that the MEK inhibitor, trametinib, combined with the multitargeted TKI midostaurin can improve the prognosis of patients with FLT3-TKI-resistant AML. In addition, P21 (RAC1)-activated kinase 2 (PAK), whose overexpression is related to lenvatinib resistance in some types of TC is also a downstream molecule of RAS. PAK-mediated resistance can be reversed by the combination of PAK inhibitors and lenvatinib. In vitro studies have shown that dual inhibition of both pathways is an effective approach., The optimal dose is generally determined in phase I clinical trials by balancing efficacy and safety for clinical use.
As mentioned previously, TKIs cannot suppress the sustained activation of pathways due to the downregulation of negative regulators. Mutated in multiple advanced cancers 1 (MMAC1/PTEN) is a typical negative regulator of PI3K/AKT. Its low expression or loss of function is associated with resistance to EGFR-TKIs in LUAD, lapatinib in gastric cancer, and sunitinib and sorafenib in RCC., Similarly, low expression or loss of dual-specificity phosphatase 6 (DUSP6), a negative regulator of RAS/MAPK, is associated with resistance to FGFR-TKI and EGFR-TKI in lung cancer cell lines., PH domain leucine-rich repeat protein phosphatase (PHLPP), a common negative regulator of PI3K/AKT and MAPK/ERK pathways, is downregulated in EGFR-TKI-resistant NSLCL cell lines. Incomplete dephosphorylation of signaling molecules due to low expression of negative regulators can lead to TKI resistance. Apart from loss-of-function mutations, epigenetic modifications may be the main reason for the downregulation of negative regulators.
OTU deubiquitinase 1 (OTUD1) is a deubiquitinating enzyme that interacts with PTEN and regulates its stability. Downregulation of OTUD1 can lead to VEGFR-TKI resistance in clear cell renal carcinoma (ccRCC) via the OTUD1-PTEN axis. Glutaminase 2 (GT2) is also a posttranslational modifying enzyme that induces PTEN degradation, and its high expression is associated with resistance to erlotinib and gefitinib in NSCLC cell lines. Retinol-binding protein 2 (RBP2) is a histone demethylase that directly downregulates PTEN expression. RBP2 increases CML resistance to TKIs and shifts CML to the acute phase. In addition, the activated AKT pathway can activate testis-specific Y-encoded-like protein 5 (TSPYL5) and prevent its ubiquitination and subsequent degradation. Upregulation of TSPYL5 inhibits PTEN transcription, leading to drug resistance. Consistently, TSPYL5 inhibition improves drug resistance. The reasons for the low expression of DUSP1 and PHLPP have not been found, but it was elucidated that high expression levels of miR-452-5p in CRC can negatively regulate DUSP1 and lead to apoptosis resistance, suggesting a role of epigenetics in its regulation. Thus, low expression of negative regulators can be reversed by epigenetics manipulation.
Additionally, PTPs are physiological antagonists of RTKs, functioning as negative regulators of PTK. Studies have shown that PTPN1 and PTPN2 deficiency in anaplastic large cell lymphoma (ALCL) leads to ALK-TKI resistance in ALCL. PTPN1 is the PTP for ALK and Src homology region 2 containing protein tyrosine phosphatase 2 (SHP2), and oncogenic ALK mutations can inhibit its transcription. Low PTPN1 cannot dephosphorylate SHP2 tyrosine residues, resulting in the overactivation of downstream pathways. Dual blockade of ALK and SHP2 enhances ALK TKI efficacy. In addition, protein tyrosine phosphatase receptor type O (PTPRO) is a PTP for EGFR and Erb-b2 receptor tyrosine kinase 2 (ERBB2). Low expression of PTPRO enhances EGFR function, leading to lapatinib resistance. The lapatinib sensitivity was restored via upregulation of PTPRO by reducing cellular methylation by 5-azacytidine. It suggests that epigenetics is responsible for PTPRO downregulation.
Interestingly, protein phosphatase 2 (PP2A) is a serine/threonine phosphatase and negatively regulates several signaling pathways. Previously it was shown that the expression levels of cellular inhibitors of PP2A (CIP2A) and novel splice variants of CIP2A are associated with sensitivity to imatinib in myeloid leukemia. Another study reported that decreased CIP2A expression restores the sensitivity of RCC to sunitinib, but the mechanism was unclear and may be related to the overactivation of the control pathway. However, CIP2A levels did not affect the sensitivity to second-generation TKIs such as dasatinib and nilotinib., Therefore, CIP2A levels may contribute to TKI selection.
Bypass mechanisms of resistance
As mentioned earlier, several RTKs can activate PI3K/AKT and RAS/MAPK pathways. The efficacy of TKI decreases by simultaneous mutation of several PTKs in tumor cells. For example, PTKs overactivation mutations other than EGFR mutations such as MET amplification, IGF-1R overexpression, HER2 amplification, AXL overexpression, ROS1 rearrangement, ALK rearrangement, and coiled-coil domain containing 6 (CCDC6)-RET fusion gene exist in EGFR-TKI-resistant cell lines.,– IGF-1R and MET also confer resistance to ALK and VEGFR-targeted therapies.– Studying several cancer tissues with ALK-TKI-resistance showed that KIT D820E, MET E1012, EGFR P26_C291del, and MET amplification can lead to crizotinib resistance, and EGFR P753S can lead to alectinib resistance., Moreover, nerve growth factor (NGF)-mediated RAS/MAPK pathway activation can cause resistance to several TKIs in NB. The upregulation of AXL leads to FLT3-TKI quizartinib resistance in CML and imatinib resistance in GIST., The upregulation of KIT ligand SCF causes ErbB-TKI pyrotinib resistance. Moreover, EphA2 upregulation induces ccRCC resistance to VEGFR-TKI sunitinib. Overexpression of EphB family members induces lapatinib resistance in breast cancer cell lines and sorafenib resistance in HCC cell lines., Upregulated receptors or ligands can enhance the signaling, while point mutations and gene rearrangements lead to continuous activation of RTK without ligands, activating the PI3K/AKT and RAS/MAPK pathways and bypassing TKIs. In addition, the crosstalk between different RTKs, such as the crosstalk between MET, EGFR, and HER-3, leads to more complicated abnormal signaling., In addition to co-existing mutation of several PTKs, downstream signaling molecules can conduct compensatory signaling. For instance, upregulation of FOXK2 leads to VEGFA overexpression in UTC. VEGFA binded to VEGFR1 could promote angiogenesis and the transcription of FOXK2, thereby preventing the VEGFR2 inhibition by apatinib.
In addition to RTKs, other receptor signals on the cell membrane or in the cell can activate PI3K/AKT and RAS/MAPK pathways. CD73, a membrane-bound nucleotidase of cancer cells, can activate the AKT pathway and cause lenvatinib resistance in HCC. CD73-related AKT overactivity enhances c-myc function. Subsequently, c-myc promotes SRY-Box transcription factor 9 (SOX9) expression and inhibits glycogen synthase kinase three beta (GSK3β) expression to prevent SOX9 degradation. The role of SOX9 has not been fully understood. SOX9 overexpression may be associated with stem cell features such as self-renewal and high proliferation capacity. SOX9 overexpression may also induce EMT by activating TGF-β/SMAD pathway. Moreover, CD73 increases the production of adenosine, an immunosuppressive metabolite that binds to the G protein-coupled adenosine A2a receptor (A2aR) on immune cells, and inhibits the immune response.
Integrins are involved in cellular recognition and adhesion, and link the extracellular stimulus with the intracellular alterations. Integrin-mediated signal transduction has been implicated in many cellular processes. Integrins rely on some NRTKs, such as Src and FAK, to activate the downstream pathways and maintain signal transduction. Osteopontin (OPN) promotes tumor cell proliferation by binding integrin avβ3 and activating downstream FAK/AKT and ERK signaling pathways. Overexpression of OPN in NSCLC treated with EGFR-TKI compensated for the blockade of proliferation signals, causing EGFR-TKI-resistance. In the Ph+ CML cell lines, integrin β3 activated integrin-linked kinase (ILK) in response to extracellular signals, leading to imatinib resistance.
Numerous cytokines and chemokines in TME can bind to their receptors on the cancer cell membrane and activate their downstream pathways. It was revealed that interleukin 6 (IL-6) leads to osimertinib resistance by binding to its receptors and activating LAMA5/FAK signaling. Tumor necrosis factor (TNF) is a mediator of intrinsic resistance to EGFR-TKIs. TNF binds to TNFR and activates the c-Jun N-terminal kinase (JNK) to increase growth arrest-specific 6 (Gas6) expression, which binds to AXL, activates ERK signaling, and resists EGFR inhibition. Disruption of the TNF-JNK-Axl-ERK axis at any level increases the sensitivity of GB to EGFR-TKIs. In CRC, CCR2 activates PI3K/AKT/GSK3β signaling and maintains β-linked protein stability, leading to regorafenib resistance. Ribonucleotide reductase subunit M2 (RRM2) competes with ubiquitin-protein ligase E3A (UBE3A) in RCC to bind to ANXA1, prevent ANXA1 degradation, and activate the AKT pathway, resulting in sunitinib resistance. In addition, Src, as an NRTK, also activates the PI3K/AKT pathway, leading to ALK-TKIs resistance in NSLCL.
The JAK/STAT pathway is also a downstream of PTKs. It was shown that NGF/ tropomyosin receptor kinase A (TrkA) can alternatively activate the JAK/STAT3 pathway to induce EMT and erlotinib resistance in HNSCC. The Pim-1 proto-oncogene (PIM) is a downstream of JAK/STAT pathway. High PIM expression is associated with ALK-TKIs resistance in NB. Simultaneous inhibition of several signaling molecules in the JAK/STAT pathway could effectively overcome drug resistance.–
The combination of TKIs and inhibitors of downstream molecules or chemotherapeutic agents can effectively mitigate drug resistance. Administration of multitargeted TKIs and combinations of different TKIs are more effective. For instance, cabozantinib is an oral multikinase inhibitor targeting VEGFR1/2/3, MET, and AXL and has an acceptable efficacy in patients with advanced HCC and GIST., Repotrectinib is a next-generation ROS1/TRK/ALK multitarget inhibitor that effectively treats crizotinib-resistant lung cancer with ROS1 rearrangements. It also effectively treats brain metastases of lung cancer, thanks to its ability to cross the blood-brain barrier. Lenvatinib contributes to overcoming sorafenib resistance in HCC with FGFR4 expression. Gilteritinib is an FLT3/AXL-TKI that can treat ALK-TKI-resistant NSCLC and AML with FLT internal tandem duplication (ITD)., Entrectinib is a multitargeted TKI that has been recently approved for multiple solid tumors with ROS fusion genes and NTRK1/2/3 fusion genes.
The combination of TKIs has also been promising. Herein, the combination of gefitinib and apatinib has been more effective in NSCLC cell lines compared with each separately. Gefitinib combined with IGF1R-TKI may be effective against GBM with IGFR activation. Several MET-TKI and EGFR-TKI combinations have been effective in NSCLC patients with MET amplification and drug-resistant mutations., Lenvatinib in combination with gefitinib improves lenvatinib resistance in patients with HCC. FAK-TKI defactinib (VS-6063) could restore gefitinib sensitivity in gefitinib-resistant cell lines by blocking the downstream pathway. The triple combination of repotrectinib, EGFR-TKI, and MEK inhibitor was effective in cancer cells with NTRK1-G595R resistance, aberrant EGFR activation, and ERK reactivation. Some drugs other than TKIs can inhibit PTK. For instance, aspirin inhibits IGF-1R. Regorafenib, in combination with aspirin, had similar efficacy. As an anti-inflammatory agent, aspirin also alleviated inflammation. Berberine is a natural MET inhibitor with similar efficacy to MET-TKIs, which can be used in combination with TKIs.
Interestingly, PTK can be indirectly targeted. Heat shock protein 90 (HSP90) acts as a molecular chaperone, maintaining the stability of RTKs (HER2, KIT, MET, etc.), AKT, ERK, and other signaling proteins. Therefore, HSP90 may indirectly inhibit PTK and other signaling molecules. In GIST cell lines with aberrant KIT activation and imatinib resistance, HSP90 is necessary for proper KIT folding, and HSP90 inhibitor TAS-116 reduces autophosphorylation-activated KIT and inhibits tumor growth. HSP90 inhibition combined with lapatinib has also been effective in breast cancer.
HGF binds to MET after MET has been integrated with GRB2-associated binding protein 1 (Gab1). Metformin prevents MET from integrating with Gab. Studies have shown that metformin combined with alectinib may improve HGF/MET-induced resistance to alectinib in NSCLC cell lines. TKI, in combination with chemotherapy, is also effective. Crizotinib, combined with CHOP chemotherapy regimens, had a strong synergistic effect on ALCL in animal models and prevented drug resistance.
Nuclear translocation
Nuclear translocation is a subcellular process and a part of the signal transduction pathway. Activated cytoplasmic proteins are transported to the nucleus to alter gene expression in response to external stimuli. Membrane EGFR translocation to the cytoplasm/nucleus is involved in resistance to gefitinib and osimertinib. EGFR translocation is associated with inhibition of the Hippo pathway, which may be linked to TKI resistance. Hippo signaling pathway prevents cell growth by sensing upstream stimuli and inhibiting the transcriptional function of YAP. Mechanistically, TKI can stimulate membrane EGFR (mEGFR) to translocate into the cytoplasm. By altering the molecular interaction of the central kinase complex of the hippo pathway, cytoplasmic EGFR (cEGFR) liberates YAP from cytoplasmic sequestration and increases its nuclear translocation. cEGFR can also accompany YAP into the nucleus. Nuclear EGFR (nEGFR) and YAP increase the transcription of downstream target genes, leading to cell proliferation and drug resistance.
TIP30 is a tumor suppressor that negatively regulates both PI3K/AKT and RAS/MAPK pathways in NSCLC and prevents EGFR nuclear translocation from inhibiting nEGFR-mediated c-myc transcription. Low expression of TIP30 is associated with gefitinib resistance in NSCLC cell lines, while upregulation of TIP30 improves drug resistance by attenuating EGFR signaling pathway. In NSCLC cell lines, TKI-bounded EGFR can dimerize with other RTKs like HER and AXL to promote nuclear translocation of protein kinase C δ (PKCδ), a member of the PKC family. Nuclear PKCδ phosphorylates key nuclear proteins to regulate apoptosis. The intranuclear enrichment of PKCδ in gefitinib-resistant NSCLC promotes cell survival due to the transcription of anti-apoptotic molecules. The combination of sotrastaurin, a PKC inhibitor, and gefitinib significantly restored tumor sensitivity to gefitinib. However, the exact mechanism needs to be further investigated.
Although most of the previous studies have focused on typical RTK signaling pathways neighboring the cell membrane, recent findings suggest that at least 12 families of RTKs can be transferred to the nucleus, referred to as “membrane receptors in the nucleus (MRINs)”. High nuclear levels of MRINs are associated with poor prognosis and possess novel noncanonical functions in transcriptional regulation, cell proliferation, and malignant transformation. The nuclear translocation of EGFR family members contributes to drug resistance. Therefore, it is crucial to determine the mechanisms of nuclear translocation to overcome drug resistance.
In general, TKI resistance due to abnormal signaling pathways is not just attributed to abnormal membrane receptors. Abnormal activity and localization of signaling molecules and their regulatory molecules can also lead to sustained activation of the pathway. In addition, epigenetic modifications can affect the expression of signaling molecules, and recognition of these epigenetic alterations contributes to developing new drugs (Table 2).
Tumor microenvironment
TME is enormously complex and includes various cell types, signaling molecules, cytokines, extracellular matrix (ECM), and blood vessels. TME is characterized by hypoxia, immunosuppression, and chronic inflammatory response. TME interacts with tumor cells, supports tumor cell proliferation and survival, and influences therapeutic response by modulating biological behaviors, such as tumor cell growth and proliferation. TKI therapy may induce TME remodeling and improve therapeutic response, but TME alterations can also induce drug resistance and maintain tumor progression. Uncontrolled expression of bioactive substances by cellular components of TME can compensate for suppressed signal transduction in tumor cells, induce immunosuppression, and promote epithelial-mesenchymal transition (EMT) and stemness of tumor cells, all of which are closely related to TKI resistance. In addition, the dysregulated metabolism of cellular components of TME can also affect cancer cells and promote TKI resistance (Fig. 3).
Cellular component
Cellular components of TME include tumor cells and resident components, and recruited host cells known as cancer-associated stromal cells and immune cells. These cells promote tumor progression and induce drug resistance by releasing numerous cytokines and chemokines. Cancer-associated fibroblasts (CAFs), tumor-associated macrophages (TAMs), tumor-associated neutrophils (TANs), regulatory T cells (Tregs), and myeloid-derived suppressor cells (MDSCs) are among these cells, and play important roles in the development of TKI resistance.
CAFs can release various cytokines, suppress immune function, shape a drug-resistant microenvironment, and interact with tumor cells. CAFs are of great importance for developing drug resistance. CAFs-derived HGF and IGF-1 conduct primary resistance to TKIs targeting different oncogenes. CAFs in osimertinib-resistant NSCLC cell lines release higher IL-6, IL-8, and HGF and express more CAF markers like α-smooth muscle agonists-α (α-SMA), fibroblast activation protein (FAP), and PDGFR. The same scenario can be seen in patients with metastatic RCC. HGF can bind to MET on cancer cells to activate MEK/ERK signaling pathway. IL-6 interacts with transforming growth factor-beta (TGF-β) to induce EMT., Through the PI3K/Akt/hypoxia-inducible factor 1 subunit alpha (HIF-1α) signaling pathway, IL-8 upregulates forkhead box C1 (FoxC1) expression to promote the expression of C-X-C motif chemokine receptor 1 (CXCR-1) and C-C motif chemokine ligand 2 (CCL2) to induce TAM infiltration and immunosuppression. In HCC, hepatic stellate cell (HSC)-derived CAFs release more HGF, which activates MET pathway and increases STMN1 expression in HCC cells. STMN1 promotes PDGF-BB expression, inducing HSC to acquire CAF characteristics and further elevate HGF level. On the contrary, HCC cells release B-cell activating factor (BAFF) to bind BAFF receptors on CAFs, activate the NF-κB pathway, and increase the expression of IL-6 and IL-8, causing sorafenib resistance. Apart from HGF, CAFs can also secrete IGF-1, which binds to IGF-1R on cancer cells, thereby promoting Annexin A2 (ANXA2) expression. The exact mechanism underlying ANXA2 effects was not uncovered. The current evidence suggests that ANXA2 plays a role in EMT and ECM degradation.
CAFs-derived cardiotrophin-like cytokine factor 1 (CLCF1) stimulates HCC cancer cells to release TGF-β and C-X-C motif chemokine ligand 6 (CXCL6). TGF-β induces the stem cell characteristics, and CXCL6 induces N2-like polarization of TANs, forming a TME proper for cell stemness and immunosuppression. Meanwhile, CXCL6 induces more CLCF1 secretion, forming a positive feedback loop. Moreover, CAFs in luminal-like HER2+ breast cancer cell lines can release NRG1β, which binds to HER3 and stabilizes the HER2-HER3 dimer to maintain everlasting activation of downstream pathways, resulting in lapatinib resistance. In refractory tumors, CAFs promote tumor angiogenesis and progression despite administrating VEGFR TKIs, suggesting the existence of VEGFR-independent PDGFR-related angiogenesis pathways. Moreover, pericytes may contribute to this observation by increasing pericyte coverage and pericyte-derived VEGF.
TAMs are abundant in the TME and are divided into two subgroups, M1 and M2. Tumor cells can promote TAM M2 polarization during treatment, which provokes drug resistance through multiple mechanisms. By secreting VEGF and IL-6, HNSCC cancer cells recruit macrophages and promote the M2 polarization. M2-polarized TAMs can secret CCL15 to bind C-C motif chemokine receptor 1 (CCR1) on tumor cells and activate the NF-κB pathway, thereby inducing gefitinib resistance. Metformin, an inhibitor of CCL15 expression, maintains gefitinib sensitivity. Moreover, high TAM-derived epiregulin (EREG) induces the formation of EGFR/ERBB2 heterodimers on cancer cells, induces AKT phosphorylation, and attenuates TKI-induced apoptosis, thereby reducing erlotinib therapeutic response in NSCLC patients. However, overexpression or knockdown of cancer cell-derived EREG does not affect the TKI sensitivity, indicating the importance of compensatory signaling pathways in TKI resistance. Upregulation of TAM-derived EREG may attribute to the activation of the JNK pathway by IL-1β in the TME. In erlotinib-resistant HNSCC, EREG/EGFR was found to upregulate the c-myc expression to stimulate cell proliferation. Furthermore, M2 TAMs can release HGF to bind to MET receptors in HCC tumor cells and induce sorafenib resistance. It also helps recruit more TAMs from the circulation to TME, deteriorating the situation.
Similar to TAMs, TANs can also be polarized in response to TME signaling, and N2 TANs contribute to tumorigenesis. In an animal study, a high dose of VEGF-TKI induced γδ T cells to secrete IL-17A. IL-17A contributed to the N2 polarization of TANs and depletion of CD8+ T cells, forming an immunosuppressive microenvironment, resulting in VEGFR-TKI resistance. Similarly, sorafenib treatment for HCC was accompanied by a progressive increase in TAN infiltration, and depletion of TAN reversed sorafenib resistance. Mechanistically, sorafenib-related antiangiogenic therapy-induced hypoxia-activated HIF-1α/NF-κB signaling increases chemokine CXCL5 secretion in HCC cells, thereby recruiting TAN and inhibiting apoptosis. TANs further provoked TAM and Treg cell infiltration by releasing CCL2 and CCL17. These alterations weakened immune response but stimulated angiogenesis, making tumor cells insensitive to VEGFR-TKIs.
Treg cells, which express CD25 and forkhead box P3 (FOXP3), induce immunosuppression, antigen tolerance, and immune evasion. In HCC, CCL22, which can induce CCR4+ Treg cells migration into the TME, was upregulated under sorafenib administration. Its upregulation was mediated by TNFα-related receptor-interacting serine/threonine-protein kinase 1 (RIPK1)/NF-κB pathway, and TGF-β can also upregulate CCL22 through TGF-β-miR-34a-CCL22 axis. Upregulating T-cell factor 1 (TCF1), programmed cell death protein 1 (PD-1), and cytotoxic T-lymphocyte-associated protein 4 (CTLA-4) and releasing immunosuppressive cytokines like IL-10, Treg cells convey sorafenib resistance through an immunosuppressive landscape. Under such conditions, CCL22 or CCR4 blockade reduces the Treg population and improves sorafenib resistance. CCR4 blockade may be more effective because CCL17 also activates CCR4.,
MDSCs proliferation can be induced by cytokines and chemokines, and activated MDSCs enhance angiogenesis and suppress T-cell function by secreting various cytokines, playing a pro-tumorigenic and immunosuppressive role. In RCC, sunitinib can strongly inhibit MDSCs in the peripheral blood and spleen, but MDSCs in TME are highly resistant to sunitinib. Mechanistically, despite the partial inhibition of MDSCs’ proliferation ability through sunitinib-mediated STAT3 inhibition, MDSCs can maintain their proliferation in the presence of proliferative stimuli such as IL-6, granulocyte-macrophage colony-stimulating factor (GM-CSF), and granulocyte colony-stimulating factor (G-CSF), among which disordered GM-CSF can bypass the sunitinib-mediated STAT3 inhibition through STAT5 activation, providing alternative survival signals for MDSCs, exacerbating the immunosuppression, and increasing VEGF expression, leading to VEGFR-TKIs resistance. A novel role of MDSCs was found in EGFR-mutated LUAD. A subset of MDSCs-CD14+S100A9+ monocytic MDSCs differentiated to TAM. S100A9+ MDSCs-derived TAMs, which express S100A9+ and M2 marker CD206, attenuate the cytotoxic effect of EGFR-TKIs. Novel RELB alternative NF-κB pathway activation may be the reason, whose function in cell cycle arrest and death inhibition was shown by previous studies., In HCC, MDSCs-derived IL-6 were found to induce HCC cells to secret FGF-1. FGF-1 can activate CAFs and induce sorafenib resistance, suggesting the crosstalk between cellular components. These findings show the interaction in different cell types.
Cellular components of TME can aggravate immunosuppression, necessitating combination therapy with TKI and immune checkpoint inhibitors (ICIs). Theoretically, ICIs alleviate the immunosuppressive microenvironment and promote antitumor immune responses. TKIs can also activate immune cells, and there is no significant overlap in the toxicity of TKIs and ICIs. A phase III clinical trial showed that axitinib combined with pembrolizumab significantly prolonged the survival of RCC patients, compared with sunitinib alone. Clinical trials of lenvatinib combined with pembrolizumab for endometrial cancer, HCC, and RCC have also shown encouraging safety and efficacy.– Lapatinib combined with camrelizumab, erlotinib combined with nivolumab, and osimertinib combined with bevacizumab have been promising in NSCLC.– But nivolumab combined with EGFR-TKIs had a higher incidence of interstitial pneumonia although effectively treated NSCLC. However, despite improving immune function, lenvatinib combined with anti-PD-1 did not lead to durable tumor regression in TC, and these findings need to be validated with further studies.
To sum up, extensive interactions between various cellular components of TME contribute to tumorigenesis and immunosuppression. TKIs, especially anti-angiogenesis-related TKI (VEGFR-TKI, PDGFR-TKI, etc.), profoundly modulate TME to undermine tumor cell viability, but TME remodeling sometimes promotes drug resistance. The immunosuppressive TME markedly promotes drug resistance and tumor progression. Removing an immunosuppressive TME may attenuate cellular component-mediated TKI resistance.
Histological phenotypic transformation
EMT is a reversible process of the trans-differentiation of polarized epithelial cells to mesenchymal cells mediated by EMT transcription factors (EMT-TFs), such as snail family transcriptional repressor (SNAIL), zinc finger e-box binding homeobox (ZEB), and twist family BHLH transcription factor (TWIST). The process is associated with the removal of epithelial cell markers like E-cadherin and upregulation of mesenchymal cell markers such as N-cadherin and vimentin. In this process, tumor cells gradually lose their epithelial cell phenotype and intercellular adhesion junctions. Then, they obtain stem cell-like characteristics and possess greater mobility and migration ability., TKI-induced TME remodeling can induce abnormal activation of intracellular EMT-TFs, leading to the development of EMT, and promoting tumor progression, metastasis, and resistance to TKIs.
The mechanism of TKI resistance mediated by EMT is complex. Recent findings suggested that EMT may be an independent resistance mechanism. High ZEB1 expression without resistance mutations has been reported in erlotinib-resistant NSCLC cells, and knockdown of ZEB1 may restore the erlotinib sensitivity to the same level as the parental cells. A similar scenario has been observed in NSCLC cell lines resistant to gefitinib or osimertinib. Furthermore, EMT-related molecules such as SNAIL 1/2, ZEB 1/2, Claudin 1 (CLDN1), and CD44 were remarkably upregulated in tumor biopsies from sunitinib-resistant ccRCC patients. Moreover, dovitinib-treated surviving cell count in bladder cancer cell lines positively correlated with EMT level (p = 0.0483)., These findings suggest that EMT can induce tumor cell resistance to TKI-induced apoptosis. Highly expressed EMT-TFs such as ZEB1 and TWIST1 can directly bind to the intron region and promoter of BIM, in mesenchymal NSCLC cancer cells and repress its transcription., In addition, EMT-TFs can also activate the ATR serine/threonine kinase (ATR)- checkpoint kinase 1 (CHK1)-AuroraB signaling cascade, and Aurora B can phosphorylate and degrade BIM. In the absence of BIM, TKIs cannot induce apoptosis despite the effective inhibition of oncogenic pathways.
The precipitating factor of EMT may be also associated with TKI resistance. TGF-β is a typical inducer of EMT, and its level increases with increasing gefitinib concentrations in NSCLC, a feedback regulation that promotes EMT and EGDR-TKI resistance established. Mechanistically, TGF-β binds to TβR (TGFR) to induce EMT-TFs expression to downregulate epithelial-related proteins and initiate EMT via the SMAD pathway or non-SMAD pathways such as PI3K/AKT and RAS/MAPK pathway. In addition, TGF-β can also induce EMT by inducing several EMT-triggering signaling pathways, such as the Notch, Wnt, and integral protein signaling pathways. Moreover, TGFβR/SMAD pathway downregulates phosphohydroxylase 3 (PHD3). PHD3 can be also downregulated by promoter methylation. PHD3 is a negative regulator of EMT, whose depletion stabilizes HIF-1/2 to upregulate the EGFR ligand TGFα. PHD3 downregulation also enhances EMT and spontaneous metastasis. In return, TGFα stimulates EGFR, thereby potentiating SMAD signaling, and reinforcing EMT and metastasis. Besides, studies in GB have shown that TGF-β also promotes YAP nuclear translocation and upregulates SNAIL2.
Hypoxia is also a key trigger of EMT, which relies on HIF to regulate EMT. Hypoxia upregulates FGFR1, thereby increasing ERK phosphorylation, and upregulating ZEB1 to promote EMT and induce erlotinib resistance. Furthermore, HIF-2 targets the hypoxia-response element (HRE) of the Polo-like kinase 1 (Plk1) promoter. Plk1 induces EMT and leads to sunitinib resistance in ccRCC patients. Similarly, HIF-1α directly binds to the HRE of TWIST to regulate its expression and induce EMT. In addition, HIF can also induce overexpression of lncRNA-RP11-390F4.3 to regulate the expression of multiple EMT-TFs. Hypoxia can directly lead to EMT or expedite EMT by interacting with EMT-related pathways such as TGFβ, wnt, notch, and hedgehog through HIF.
Some RTKs can also induce the expression of EMT-TFs through the ERK, JNK, and MAPK pathways. Some PTKs and their ligands, such as FGF/FGFR1, HGF/MET, IGF/IGFR, Gas6/AXL, and NGF/ TrkA have been implicated in EMT and TKI resistance.,– Among them, AXL has received more attention. AXL-mediated EMT is one of the resistance mechanisms of NSCLCs to EGFR-TKIs and ALK-TKIs, and HCCs to sorafenib.–
Since EMT is a reversible process, blocking EMT-related pathways in every stage can improve TKI resistance. Combination therapy with erlotinib and TGF-β type I receptor inhibitors effectively inhibited metastasis in erlotinib-resistant NSCLC cells. However, it is worth noting that dual inhibition of EGFR and TGFβR did not completely prevent acquired gefitinib resistance. Despite the reversal of EMT by TGFβR blockade, EGFR-resistant mutations like T790M became the predominant cause of the resistance after using TKI. These findings suggest that TKI resistance mechanisms may differ based on tumor type and stage of treatment. Replacement of EGFR-TKI is helpful to target the T790M mutation.
Targeting aberrantly activated AXL effectively attenuates TGF-β- and hypoxia-induced EMT., The AXL inhibitor, bemcentinib, and the MEK inhibitor, selumetinib specifically target mesenchymal and epithelial cells respectively, and their combination significantly inhibits the growth of tumors with both EMT and drug-resistant mutations. It successfully restores TKI sensitivity, making AXL a promising target for drug therapy. Since high expression of Aurora kinase family members is associated with EMT and drug resistance, inhibition of these proteins also restores drug sensitivity. TKI with alisertib, an AuroraA inhibitor, partly reverses the EMT and improves EGFR-TKIs resistance. Combining an AuroraB inhibitor with osimertinib can helpfully prevent EMT and improve TKI resistance. Mechanistically, the AuroraB inhibitor stabilizes BIM by reducing its ser87 phosphorylation and activates BIM-mediated mitotic catastrophe. Besides, it can transactivate the p53 upregulated modulator of apoptosis (PUMA), a molecule that binds and inhibits members of Bcl-2 anti-apoptotic protein and induces apoptosis through FOXO1/3.
EMT is a critical biological process through which epithelial-origin malignant tumor cells acquire a high capacity for migration and invasion. EMT also allows tumor cells to escape apoptosis, degrade extracellular matrix, and resist TKIs. TME and EMT are closely related, as TME stimuli such as hypoxia and disordered extracellular signals cause abnormal intracellular EMT signals and induce EMT.
In fact, the underlying mechanism of EMT is markedly complex because of the following reasons. First, EMT inducers are various. It’s worth considering whether some factors dominate the EMT process compared to other factors, which can be called “determinant EMT inducers”. The predominant inducers have the potential to be drug targets. Second, EMT-related pathways are various, and interactions among which are even unclear. Third, epigenetic modifications can also regulate EMT and cause drug resistance. Fourth, EMT can also occur in normal cells, which needs to be distinguished from pathological EMT. Fifth, EMT is a dynamic and reversible process, and EMT-related TKI resistance may be a progressive step. It’s worthwhile to distinguish the cancer features in different EMT stages.
Discovering the molecular mechanisms of EMT and TKI resistance and exploring key molecules in EMT is crucial for understanding EMT-related TKI resistance.
Cellular metabolism
Tumorigenesis and tumor progression require metabolic reprogramming of tumor cells to meet the increased energy and nutrient demands and to reduce oxidative stress. And tumor cells compete with other cell types for nutrients and survival. Recent findings suggest the role of tumor metabolic reprogramming in TKI resistance induction and provide new insight into drug resistance improvement (Fig. 4).
A transcriptomic and proteomic analysis of imatinib-, nilotinib-, and dasatinib-resistant CML cell lines revealed their common metabolic profile. Compared to TKI-sensitive cells, which rely on mitochondrial oxidative phosphorylation (OXPHOS) for ATP production, the resistant cell lines significantly induced hypoxic signaling and had higher levels of the glycolytic pathway pentose phosphate pathway (PPP), and fatty acid metabolic pathway. Increased glycolysis was also observed in sunitinib-resistant RCC cell lines and EGFR-TKIs-resistant NSCLC cell lines., Increased glycolysis may be related to the upregulation of glycolysis-related enzymes and increased glucose uptake. Hexokinase (HK), the first glycolytic pathway enzyme, can be upregulated by hypoxia, which is associated with HCC resistance to regorafenib. Mechanistically, hypoxia stabilizes HIF-1α by ubiquitin-specific peptidase (USP29) and then transcriptionally activates HK. Pyruvate kinase M2 (PKM2), another rate-limiting enzyme of glycolysis, is overexpressed in TKI treatment, accompanied by high levels of lactate production. PKM2 overexpression is associated with imatinib resistance in CML cell lines and gefitinib resistance in colorectal cancer., In addition to inducing lactate production, PKM2 can directly activate the PI3K/AKT pathway and STAT3-related pathway to develop drug resistance. TKIs can induce IL-6 release, thereby upregulating glucose transporter type 1 (GLUT1) and increasing glucose uptake for proliferation. In addition, IL-6 can further increase its own levels by activating the NF-κB pathway and forming a positive feedback loop.
Increased levels of glycolysis are accompanied by a shift from the pyruvate-mediated tricarboxylic acid (TCA) cycle to Warburg metabolism with lactate production increase. Increased lactate levels lead to the upregulation of lactate transporter proteins, glycolytic enzymes, and negative regulators of the TCA cycle in CAFs. High lactate levels induce CAFs to overexpress HGF in an NF-κB-dependent manner, which binds to and activates MET on cancer cells, and leads to gefitinib resistance in NSCLC. Therefore, inhibition of glycolysis may restore drug resistance. Higher lactate concentrations are also accompanied by upregulation of carbonic anhydrase 1 (CA1) and α-synuclein (α-Syn) in some cell lines. Some studies suggest that CA1 may be involved in fatty acid de novo synthesis, while α-Syn alters the metabolite into mitochondrial flux to attenuate oxidative stress and apoptosis. All of which are the manifestation of metabolic reprogramming.
However, it should be noted that elevated levels of glycolysis and downregulated levels of OXPHOS may not apply to all TKI-resistant cells. Metabolic profiling of erlotinib-resistant pancreatic ductal adenocarcinoma (PDAC) cells showed decreased levels of glycolysis and increased levels of PPP enzyme. PPP increases the NADPH/NADP+ ratio to protect cells against reactive oxygen species (ROS). Another study on EGFR-TKI-resistant NSCLC cell lines showed that resistant cell lines reduce glucose uptake and glycolytic capacity but enhance mitochondrial OXPHOS function. Inhibition of mitochondrial respiration by metformin, which targets OXPHOX complex I, may inhibit cell proliferation. Metabolic changes in different drug-resistant cancers are not all the same. Thus, individualized metabolic profiling is necessary.
Metabolomic analysis of sunitinib-resistant RCC cell lines showed a significant increase in glutamine transporter protein (SLC1A5) expression apart from the same increase in glycolytic enzymes and lactate. In addition, ROS1-TKI crizotinib-resistant NSCLC cell lines also showed increased glutamine metabolism and fatty acid synthesis dependence. High levels of intracellular glutamine can be converted into glutamate and then α-ketoglutarate (αKG) into TCA, which not only meets the increased energy demand of tumors but also helps the synthesis of amino acids and lipids through the anaplerotic reaction. Furthermore, glutamine is a precursor of glutathione (GSH), which is a powerful antioxidant that inhibits oxidative stress-induced cell death. Tumor cells initially rely on glutamine metabolism for energy, and the reliance situation even becomes severe in the development of resistance, and its role in antioxidant defense is more important in drug resistance. However, the role of glutamine metabolism in tumor biology goes beyond the two aforementioned aspects, which has the potential to reverse TKI resistance.
Lipid metabolic reprogramming can also confer tumor TKI resistance, among which lipid peroxidation is closely related. Fatty acids are classified into saturated fatty acids, monounsaturated fatty acids (MUFAs), and polyunsaturated fatty acids (PUFAs). Normal cells tend to meet fatty acids demands through exogenous uptake, while tumor cells rely on the de novo synthesis of fatty acids to meet their needs. Tumor cells can also increase membrane lipid saturation to reduce the sensitivity to oxidative stress and resist cell death. Sterol regulatory element-binding protein 1 (SREBP1) is responsible for the de novo synthesis, whose high expression can be seen in gefitinib-resistant cells. Inhibition of SREBP1 elevates ROS and lipid peroxidation levels, suggesting that SREBP1-induced de novo synthesis of fatty acids can prevent cell death. However, in HER2-TKI lapatinib-resistant breast cancer cell lines, lapatinib upregulated CD36 to increase exogenous fatty acid uptake instead of fatty acid de novo synthesis. Mechanistically, fatty acid synthase (FAS), which is responsible for de novo synthesis, can interact with HER2, so HER2 blockade inhibits FAS and fatty acid de novo synthesis. However, tumor cells can develop a compensatory mechanism to maintain fatty acid supply through exogenous fatty acid uptake, which is also a manifestation of metabolic reprogramming.
Cholesterol metabolism is also one of the lipid metabolism pathways. Studies have shown that gefitinib downregulates the expression of peroxisome proliferator-activated receptor alpha (PPARα), LXRα, and ABCA1, leading to dysregulation of cholesterol efflux and induction of drug resistance in NSCLC cell lines. The exact relationship between cholesterol accumulation in cancer cells and drug resistance is unclear, but the combination of fenofibrate, a lipid-lowering drug that can upregulate the PPARα expression, and gefitinib can promote apoptosis in resistant cells. Activation of the PPARα/AMPK/AKT/FoxO1 pathway was involved in this effect. FoxO1 regulates the expression of several molecules involved in the cellular oxidative stress response, suggesting a role for PPARα in lipid peroxidation. Another study on osimertinib-resistant NSCLC cell lines revealed a possible role of cholesterol in drug resistance. Cholesterol accumulation in lipid rafts promotes EGFR-Src interaction, activates ERK/SP1 signaling via Src and enhances estrogen-related receptor alpha (ERRα) expression, which regulates ROS levels and maintains cell proliferation, leading to drug resistance. Phospholipid metabolism is also associated with drug resistance. An elevated level of lysophosphatidylcholine acyltransferase 1 (LPCAT1), an important enzyme of phospholipid metabolism, was observed in LUAD-resistant cell lines. LPCAT1 induced lysophosphatidylcholine to convert to a saturated state from an unsaturated one, remodeling the cell membrane lipids’ constitution. Cell membrane lipids remodeling led to activation of the EGFR/PI3K/AKT pathway, expedited cell proliferation and LPCAT1 expression, forming a positive feedback.,
There are also several amino acid metabolic pathways associated with drug resistance. First, phosphoglycerate dehydrogenase (PHGDH), a key enzyme of the serine synthesis pathway (SSP), is a major driver of sorafenib resistance in HCC. Inhibition of PHGDH can inhibit SSP, reduce the production of αKG, serine, and NADPH II, and induce cell death by increasing ROS production. Sorafenib induces PHGDH expression, leading to tumor cell survival and drug resistance. Second, methionine metabolism, or the whole sulfur amino acid (SAA) metabolism, which is involved in protein synthesis, sulfur metabolism, redox homeostasis, epigenetic modification, and signal transduction. Methionine metabolism is also associated with sorafenib resistance in HCC. Hepatocyte nuclear factor 4 alpha (HNF4α) is a regulator of SAA and is negatively correlated with EMT in HCC. Inhibition of SAA metabolism by downregulating HNF4α enhanced EMT, and exacerbated sorafenib resistance, with an unknown mechanism. Since methionine is an essential amino acid and its bioavailability relies on diet, regulating methionine intake may be beneficial for tumor treatment and reversal of drug resistance.
The metabolites also have non-metabolic modifying functions. Fumarate accumulates in cells lacking fumarate hydratase (FH) and directly reacts with PTEN at cysteine-211 (C211) to form S-(2-succino)-cysteine. Succinated C211 blocks the binding of PTEN to the cell membrane, thereby reducing its inhibitory effect on the PI3K/AKT pathway, leading to sustained activation of the pathway and further sunitinib resistance of type 2 papillary renal cell carcinoma. Simultaneous use of AKT inhibitors or enhancing FH expression may improve drug resistance.
Cancer cells gradually develop metabolic adaptations and resistance during TKI treatment, suggesting that tumor metabolic reprogramming is an effective mechanism for tumor cells to resist TKI. Changes in metabolite levels in the TME offer new insights into TKI resistance. There are studies supporting the use of glycolysis inhibitors to ameliorate sunitinib resistance. Thus, targeting tumor metabolic adaptation and altering metabolites levels and composition of TME may improve cancer treatment. In addition, metabolic changes help diagnose tumors and detect TKI resistance on a macroscopic scale. In other words, identifying specific metabolites or combinations of several metabolites may be helpful to characterize an individual tumor, in which metabolomics has great potential. Metabolomics was used to characterize the metabolic profile of cancer cachexia. A diagnostic model using serum myostatin, leucine, and phenyl acetate levels can reach a diagnostic accuracy of 94.64%, showing potential for practical application. It is worth exploring its application in TKIs resistance to tumors.
Cell death inhibition
Cell death resistance is a hallmark of cancer. Cell death pathways include apoptosis and non-apoptotic forms, such as ferroptosis, autophagy, necroptosis, and pyroptosis. Tumor cells that develop death resistance can survive and proliferate continuously, resulting in tumor survival, recurrence, and treatment resistance.
Apoptosis inhibition
In cancer, dysregulated apoptotic signaling, particularly the activation of the anti-apoptotic pathways, allows cancer cells to escape apoptosis, leading to uncontrolled proliferation and TKI resistance.
The Bcl-2 family plays a vital role in regulating apoptosis and controls the intrinsic mitochondrial apoptosis pathway. The family can be divided into two major groups: one group exerts anti-apoptotic effects, such as bcl2 apoptosis regulator (BCL-2), BCL-X, BCL-W, and MCL1 apoptosis regulator (MCL-1), and the other one plays a pro-apoptotic role, such as BIM, PUMA, and NADPH oxidase activator (NOXA). Family members antagonize each other and regulate cell death. Overexpression of anti-apoptotic members or low expression of pro-apoptotic members can lead to survival and drug resistance.
Studies have shown that BIM knockdown can significantly attenuate or eliminate the therapeutic effects of third-generation EGFR-TKIs, indicating that low BIM expression is a major cause of TKI resistance. BIM downregulation occurs during the overactivity of PI3K/AKT and RAS/MAPK. These pathways phosphorylate the transcription factor FOXO and downregulate BIM expression. For example, hypoxia upregulates FGFR to activate the RAS/MAPK pathway, thereby downregulating BIM expression and inducing osimertinib resistance. EMT-TFS can also downregulate BIM. In addition, epigenetic modification can also change BIM expression. BIM deletion polymorphisms are one of the mechanisms of primary resistance to EGFR-TKIs in approximately 21% of the East Asian population. They express BIM molecules without pro-apoptotic activity, resulting in impaired apoptosis. NSCLC with BIM deletion polymorphism was resistant to all three generations of EGFR-TKIs. But it is still controversial whether BIM deletion polymorphism affects the survival of patients, and further studies are needed.
Apart from BIM, some cell lines also overexpress anti-apoptotic proteins such as BCL-2. Similar to BIM, high BCL-2 expression occurs because of PI3K/AKT and RAS/MAPK pathways overactivity. Epigenetic modifications can also regulate BCL-2 expression. Elongator (ELP) complexes can promote MCL-1 expression through tRNA modification, resulting in triple-negative breast cancer resistance to erlotinib. Other mechanisms, such as gene hypomethylation, gene rearrangements, and silencing mutations in noncoding RNAs that regulate BCL-2, can also upregulate BCL-2. However, some of these factors have not yet been demonstrated to be associated with TKI resistance. BCL-2 leads to TKI resistance partly by downregulating BIM through binding to contemporaneous low expression of BIM.
The induction of apoptosis is a potential solution for drug resistance. Upregulation of pro-apoptotic factors or downregulation of anti-apoptotic factors is effective. The combination of vorinostat, an inducer of BIM expression, and metformin, an inhibitor of anti-apoptotic proteins, enhanced the sensitivity of drug-resistant NSCLC to gefitinib. Inhibition of Mcl-1 and activation of Bax improve acquired resistance to osimertinib and other third-generation EGFR-TKIs in NSCLC. Similarly, inducing the expression of NOXA and bound Mcl-1 by ixazomib, a proteasome inhibitor, attenuated resistance to the ALK-TKI alectinib in ALK-rearranged NSCLC cell lines. The MCL-1 inhibitor, S63845, reversed drug resistance by enhancing apoptosis in regorafenib-resistant CRC cells. In addition, inhibition of DNA damage-induced apoptosis suppressor (DDIAS), an anti-apoptotic protein that binds to and promotes STAT3 signaling to inhibit apoptosis, led to apoptosis in gefitinib-resistant cells. In cancer cells with high expression of anti-apoptotic molecules, simply elevating the expression of pro-apoptotic molecules may not be sufficient to induce apoptosis. Hence, it may be more reasonable to directly target anti-apoptotic proteins instead of upregulating pro-apoptotic proteins. Mitochondria are the junction of apoptosis, and interference with mitochondrial function can induce apoptosis. Piperlongumine, the piper longum extract, can strongly induce ROS production and mitochondrial dysfunction and activate the AMP-activated protein kinase (AMPK) pathway, inhibiting cell growth and survival. Blocking the cell cycle under certain conditions can also induce apoptosis. Cyclin-dependent kinase (CDK) is the key kinase in cell cycle regulation, and CDK inhibitors can attenuate TKI resistance. TKI in combination with CDK7/12 inhibitor THZ1, CDK9 inhibitors alvocidib, and dinaciclib had a greater impact on apoptosis in drug-resistant cells.–
Non-apoptotic cell death inhibition
In addition to apoptosis, there are several forms of programmed cell death, such as ferroptosis, autophagy, necroptosis, and pyroptosis. These non-apoptotic forms of cell death are also closely related to TKI resistance.
Ferroptosis
Ferroptosis is a form of programmed cell death caused by iron-dependent peroxidation of polyunsaturated phospholipids in the cell membrane, and it is activated by two main pathways. The extrinsic pathway refers to the inhibition of cell membranes transport proteins such as cysteine/glutamate transport proteins, also known as the xc- system, or the activation of ferroportin. The former reduces GSH levels by decreasing GSH precursor uptake and increasing peroxides accumulation, while the latter increases intracellular iron and causes PUFA peroxidation by Fenton’s reaction with intracellular ROS. The intrinsic pathway refers to the direct inhibition of intracellular antioxidant enzymes such as glutathione peroxidase 4 (GPX4), leading to peroxides accumulation. The accumulation of oxidants in both pathways finally leads to ferroptosis. Tumor cells develop several mechanisms to escape ferroptosis-induced cell death, causing drug resistance. Inhibition of lipid peroxidation prevents ferroptosis and enhances cell survival and drug resistance.
Nuclear factor erythroid 2-related factor 2 (NRF2) pathway activation prevents ferroptosis and increases TKI resistance. Sorafenib induces p62 expression to block NRF2 ubiquitinated degradation and to enhance its nuclear translocation by inactivating Kelch-like ECH-associated protein 1 (KEAP1). Sirtuin 6 (SIRT6) and inhibitor of apoptosis-stimulating protein of p53 (iASPP) also bind to Keap1 to strengthen NRF2-mediated antioxidant defense. Overexpression of SIRT6 is associated with sorafenib resistance in gastric cancer cell lines, but iASPP need further exploration., In the nuclear, NRF2 binds to the cis-transcriptional regulatory element antioxidant response element (ARE). It interacts with transcriptional coactivators such as MAF-BZIP transcription factor G (MAFG), activating the transcription of NAD(P)H quinone dehydrogenase 1 (NQO1), heme oxygenase 1 (HMOX1), and ferritin heavy chain 1 (FTH1) to increase the expression of antioxidants and inhibit ferroptosis. Metallothionein-1G (MT-1G), ABCC5, GPX4, and superoxide dismutase (SOD) are also transcriptional targets of NRF2. MT-1G is a ROS scavenger that negatively regulates ferroptosis.,– ABCC5 stabilizes SCL7A11 to increase GSH precursor uptake and simultaneously enhance sorafenib efflux, leading to TKI resistance. Apart from NRF2 pathways, the Hippo pathway downstream transcriptional complex YAP/TAZ (Tafazzin)-TEAD (TEA domain transcription factor) is a key factor for sorafenib resistance in HCC. As a transcription factor, YAP/TAZ directly induces xc-system subunit SLC7A11 expression and synergistically induces its expression by increasing activating transcription factor 4 (ATF4) stability. High SLC7A11 expression increases intracellular GSH synthesis, attenuates lipid peroxidation, and inhibits ferroptosis. Additionally, Tumor cells-derived stearoyl-CoA desaturase-1 (SCD1), tumor endothelial cells (TECs)- and adipocytes-derived fatty acid-binding protein 4 (FABP4) induce ferroptosis resistance in breast cancer cells treated with sunitinib or sorafenib. Mechanistically, SCD1 desaturates fatty acids to generate MUFAs, while FABP4 maintains lipid droplet (LD) formation in tumor cells to reduce LD destruction-induced ROS production and inhibit the ferroptosis. Moreover, Sorafenib initially induces ferroptosis inhibiting cysteine uptake, but intracellular cysteine deficiency may lead to mitochondrial membrane potential hyperpolarization and mitochondrial dysfunction, further activating PI3K-RAC1(RAC family small GTPase1)-PAK1 signaling and enhancing micropinocytosis to replenish intracellular depleted cysteine and resist ferroptosis.
GPX4 overexpression is observed in the hyper mesenchymal state caused by EMT and is associated with erlotinib resistance. GPX4 can scavenge peroxides, allowing cells to resist ferroptosis, but the relationship between EMT and GPX4 is not clear, and EMT can also lead to drug resistance through non-ferroptosis mechanisms. Consequently, the relationship between EMT and ferroptosis deserves further studies. The current study shows that GPX4 inhibition strongly induces ferroptosis of mesenchymal-like cancer cells compared with its negligible effect on epithelioid cancer cells, leading to the speculation that highly mesenchymal-like cells are more susceptible to ferroptosis, which may be related to high baseline transcription of ZEB1 in mesenchymal-like cells. ZEB1 induces the upregulation of PPARγ, the primary regulator of hepatic lipid metabolism, to promote lipid oxidative metabolism. In addition, ZEB1 induces plasma membrane remodeling via EMT, which is the site of lipoxygenase-induced PUFA oxidation. Therefore, it may affect peroxide accumulation, but more specific mechanisms remain to be investigated.
Inducing ferroptosis can significantly decrease drug-resistant tumor cell viability. We have reviewed that TKI resistance is linked to ferroptosis inhibition. Therefore, re-activating ferroptosis may reduce the TKI resistance. Inhibition of GPX4 is an effective method to target the intrinsic pathway. Inhibition of GPX4 could overcome the EGFR-TKI resistance by inducing ferroptosis in NSCLC and LUAD cell lines., Reducing GSH precursor uptake, increasing intracellular ferric ion concentration, and increasing ROS levels are helpful for extrinsic pathways. Amiloride inhibited the effect of macropinocytosis, and the combination with sorafenib decreased HCC cells’ drug resistance. The combination of the lysosomal disruptors, Siramesine, and lapatinib upregulated transferrin to increase ferric ion transport into the cancer cells and downregulated ferroportin-1 to decrease ferric ion transport out of the cell, thereby inducing intracellular ferric ion accumulation, ROS production, and ferroptosis. Moreover, disulfiram-copper (DSF/Cu) significantly damaged mitochondria, accelerated ROS accumulation, induced lipid peroxidation, and potentiated the cytotoxic effect of sorafenib in vitro and vivo by simultaneously inhibiting the signal pathway of NRF2. Additionally, cryptotanshinone (CTS) may inhibit the expression of the antioxidants such as catalase (CAT), HMOX1, and SCD and alleviate gefitinib resistance in NSCLC cells. Since lipid peroxidation happens throughout ferroptosis, targeting lipid metabolism to induce ferroptosis or, even more broadly, targeting the tumor metabolic reprogramming may improve drug resistance. For instance, there are certain crosstalks between mannose metabolism and lipid metabolism. Inhibition of high mannose phosphonic isomerase (MPI) can decrease TLT3-TKI resistance in AML with FLT-ITD. Mechanistically, MPI knockdown triggers defective protein glycosylation, which can induce the unfolded protein response (UPR) and drive ATF6 transcriptionally inhibits PPARα, increasing PUFA levels and inducing ferroptosis.
In summary, some TKIs can induce ferroptosis, allowing tumor cells to develop drug resistance. During TKI administration, tumor cells can resist lipid peroxidation-induced ferroptosis by activating antioxidant pathways, enhancing GSH biosynthesis, and upregulating GPX4, leading to drug resistance. In addition, lipid metabolism reprogramming is closely related to ferroptosis, and they can potentiate each other, increasing tumor cells survival. Moreover, numerous factors can influence ferroptosis, such as P53 mutations and hypoxia, and ferroptosis may cause inflammation-related immunosuppression in TME, enhancing tumor growth. Therefore, targeting ferroptosis is rational to reverse TKI resistance.
Autophagy
Autophagy is both a tumor suppressor pathway and a survival mechanism for tumor cells to withstand metabolic stress and resist treatment. mTOR is a critical regulator of autophagy. TKIs can induce autophagy by reducing mTOR phosphorylation through several pathways such as PI3K/AKT, MAPK, and JAK/STAT. There are studies discussing the detrimental role of TKIs-induced autophagy.– However, given the paradoxical role of autophagy, the outcome of TKI-induced autophagy is not definitively determined yet. Here, autophagy-mediated TKI resistance was reviewed.
In FLT-TKIs resistant AML cells with FLT3-ITD, FLT3-ITD-mediated aberrant activation of FLT3 induced autophagy by upregulating the activity of ATF4. High-level autophagy results in cancer cell survival and resistance to FLT-TKIs. In erlotinib-resistant NSCLC, high GATA binding protein 6 (GATA6) and a threefold increase in autophagic activity were observed. In contrast, GATA6 knockdown reduced autophagy and restore drug sensitivity, suggesting the interaction among GATA6, autophagy, and TKI resistance. Furthermore, abnormal AXL activation also increased autophagic flux in NSCLC cell lines. It prevented caspase-mediated apoptosis, leading to resistance to the first- and third-generation EGFR-TKIs erlotinib and rociletinib. The cytoprotective effect leading to drug resistance was independent of AXL-induced EMT. Apart from mTOR-induced autophagy, AMPK could induce autophagy in response to intracellular ATP deficiency caused by nutrient deprivation or mitochondrial function inhibition. It was shown that BCR-ABL TKI nilotinib induces AMPK activation and phosphorylates Unc-51-like autophagy activating kinase 1 (ULK1). ULK1 activates downstream targets such as autophagy-related 13 (ATG13), thereby increasing autophagic flux to maintain CML cell survival. This shows that TKI may alter tumor energy or metabolic status and adaptively activate autophagy to maintain cell survival. Mitochondrial autophagy is a specific type that can be activated by PTEN-induced kinase 1 (PINK1)-Parkin signaling. Hypoxia/HIF-1α can upregulate miR-210-5p in HCC, downregulating ATPase family AAA domain-containing 3 A (ATAD3A) expression and triggers mitochondrial autophagy via the PINK/Parkin pathway and leads to sorafenib resistance. The mechanism may be overactivated mitochondrial autophagy and reduced ROS production, leading to death resistance.
In summary, autophagy can support tumor cell proliferation and contribute to drug resistance in some cases because of its role in energy and nutrient metabolism. However, the detailed mechanism of autophagy-dependent proliferation and apoptosis resistance needs further investigation. In autophagy-induced drug resistance, inhibition of autophagy can restore TKI sensitivity. Afatinib combined with the autophagy inhibitor, CQ, has greater anti-cancer efficacy. Azithromycin combined with gefitinib enhances pancreatic cancer cell death by inhibiting autophagy. Furthermore, a phase II randomized clinical trial (CHOICES) demonstrated that imatinib combined with HCQ for chronic phase CML achieved a higher (20.8%, P = 0.059) cytogenetic remission rate at 24 months compared with imatinib alone.
Paradoxically, some studies have shown that combining TKIs and autophagy inhibitors such as Beclin-1 tyrosine phosphomimetic mutant or BCL-2 enhances tumor growth, dedifferentiation, and TKI resistance. These observations suggest that autophagy inhibition can lead to TKI resistance, but the exact mechanism is unclear. Beclin1-induced autophagy requires Beclin autophosphorylation to be released from BCL2/BCL-XL proteins, showing the link between apoptosis and autophagy. The relationship between apoptosis and autophagy may contribute to the development of drug resistance. Moreover, hypercholesterolemia is associated with sorafenib resistance. High SCAP induced by disordered lipid metabolism can inhibit autophagy by downregulating AMPK activity. However, the effect of decreased autophagic flux on drug resistance is not clear.
In cases where autophagy inhibition is harmful, the induction of autophagy is beneficial for TKI therapy. Serine and arginine-rich splicing factor 1 (SRSF1) is an autophagy suppressor, and its knockdown may activate autophagy and inhibit the proliferation of gefitinib-resistant cancer cells. Cannabidiol promotes mitochondrial autophagy in CML cells by activating transient receptor potential vanilloid type 2 (TRPV2). Cannabidiol exerts a synergistic effect with imatinib in imatinib-resistant CML cells. In AML carrying FLT3-ITD, FLT-3-ITD molecules were detected in the autophagosome after induction of autophagy with the proteasome inhibitor bortezomib. It suggests that autophagy is involved in the posttranslational degradation of aberrant PTKs, and induction of autophagy is undoubtedly beneficial in this case. Bortezomib can sensitize cancer cells to FLT-3 TKI quizartinib in combination therapy.
More interestingly, lapatinib, a dual inhibitor of EGFR and ERBB2, promotes autophagy in cells expressing only EGFR but inhibits autophagy in cells expressing ERBB2. These findings suggest that TKIs may act differently in tumors with different mutation profiles. The contradictory results regarding the role of autophagy in TKI resistance reflect the uncertain role of autophagy in cancer treatment. Therefore, some concerns require further exploration: (I) the relationship between abnormal PTK activation and autophagy; (II) whether all TKIs induce autophagy and how to define the protective and toxic effects of TKI-induced autophagy on cancer cells. Since autophagy is associated with both apoptotic cell death and some types of non-apoptotic cell death, exploring the intrinsic link between different types of cell death is pivotal for understanding TKI resistance.
Other nonapoptotic cell death inhibition
Necroptosis and pyroptosis are also emerging forms of nonapoptotic cell death, and recent findings suggest their involvement in TKI resistance.
Necroptosis, also called programmed necrosis, is a necrotic cell death mediated by RIPK1 and RIPK3 kinase. Under the stimulation of TNFα, lipopolysaccharide/Toll-like receptors, interferon (IFN), T-cell receptors, etc., cells form a necrosome complex (RIPK1, RIPK3, MLKL), oligomerizing and translocating mixed lineage kinase domain-like pseudokinase (MLKL) to the cell membrane to initiate necroptosis. It causes the release of damage-associated molecular patterns (DAMPs) and inflammation. Some TKIs induce necroptosis, so it is reasonable to consider the role of necroptosis inhibition in TKI resistance.
Hypoxia is also important. A TKI with anti-angiogenesis effects exacerbates hypoxia. HIF induces HSP90α expression, which binds the necrosome complex, induces MLKL degradation by autophagic lysosomes, blocks necroptosis, and induces HCC resistance to sorafenib. Epigenetics contributes to necroptosis resistance. It was shown that overexpression of miR-92a-1-5p in Ph+CML cells inhibits MLKL expression and correlates with BCR-ABL-TKI resistance. ROS also induces necroptosis. It can promote RIP3 autophosphorylation and necrosome complex assembly. These findings raise the question of whether reduced ROS production prevents necroptosis during treatment with TKIs.
Interestingly, sorafenib was shown to directly target RIPK1 and RIPK3 to block the second mitochondria-derived activator of caspases (Smac)-induced necroptosis in CML cell lines. It is consistent with clinical reports that low micromolar concentrations of sorafenib could inhibit necroptosis. An animal study explained that sorafenib acts differently depending on the concentration. Lower concentrations inhibit necroptosis without affecting NF-κB activation, while higher concentrations induce non-necroptotic forms of cell death. In addition to sorafenib, ponatinib and pazopanib have also been identified as inhibitors of necroptosis. In other words, some TKIs initially inhibit necroptosis, but the pros and cons of this effect are unknown, and further studies regarding the relationship between TKI and necroptosis are needed.
Targeting necroptosis-associated molecules is a promising approach to improving drug resistance. TNF-α is a trigger molecule for necroptosis, but upregulation of its expression is ineffective in inducing necroptosis, and TNF-α levels exactly positively correlate with sorafenib resistance, for high TNF-α will lead to EMT and it can also induce activation of the NF-κB pathway to avoid cell death.17-demethoxygeldanamycin (17-AAG) is a targeted inhibitor of HSP90α. Animal studies have shown that 17-AAG reversed sorafenib resistance in HCC. Moreover, shikonin is a small molecule from traditional Chinese medicine that can induce necroptosis. It activated the necrosome complex and overcame the resistance of Ph+ CML to BCR-ABL TKI and RCC cells to sunitinib., In addition, shikonin downregulated cell cycle-activating proteins and inhibited the proliferation of drug-resistant cells through cycle arrest. It also directly inhibited the AKT/mTOR pathway and enhanced TKI function. Apurinic/pyrimidinic endonuclease 1 (APE1) is responsible for DNA damage repair. APE1 inhibitors induced DNA damage in NSCLC cell lines, thereby inducing apoptosis, pyroptosis, and necroptosis and overcoming erlotinib resistance, suggesting that inducing cell death by targeting DNA repair can improve cancer treatment. Nuclear protein 1 (NUPR1) is not expressed in normal tissues but is highly expressed in precancerous lesions of the liver. Inhibition of its expression by ZZW-115 resulted in a substantial decrease in intracellular ATP concentrations and induced apoptosis and necroptosis, suggesting that NURP1 is an effective drug target.
Pyroptosis is an intensely inflammatory lytic programmed cell death. The typical pyroptosis pathway is initiated by assembling large supramolecular complexes called inflammasomes in response to signaling stimuli. Inflammasomes can activate specific caspases, which cleave and activate the effector molecule gasdermin (GSDM). It causes pore formation on the cell membrane, leading to cancer cells swelling and rupture, resulting in the release of proinflammatory molecules and inflammatory cells infiltration.
The relationship between pyroptosis and cancer is now quite unclear, the pyroptosis-mediated inflammatory response can induce an immune response that contributes to tumor regression, but pyroptosis may sometimes induce a supportive TME. Theoretically, pyroptosis inhibition may help TKI resistance if the TKI acts through pyroptosis. However, only a few TKIs have been shown to kill tumor cells through pyroptosis. Studies have shown that sorafenib can induce pyroptosis in TAMs and release inflammatory mediators to induce NK cells-mediated cytotoxicity. Dasatinib can directly induce pyroptosis in tumor cells. Pyroptosis inhibition may help overcome drug resistance, but it has been poorly explored. In general, a few studies report necroptosis and pyroptosis with TKI resistance, and in-depth studies of both can help find new therapeutic targets.
Death resistance is the characteristic of cancer cells. The adaptive changes that occur in the TME during TKI treatment can exacerbate death resistance and lead to the development of drug resistance. However, programmed cell death is a double-edged sword, and inducing cancer cell death may not be totally beneficial for cancer treatment. Selective manipulation of cell death is a potential approach for tumor eradication and reversal of drug resistance (Fig. 5).
Epigenetic modification
Epigenetics bridges the gap between genotype and phenotype. It regulates chromatin structure and gene expression by covalent modification of histones and nucleic acids through multiple modalities without altering nucleotide sequences. Epigenetics is closely associated with carcinogenesis and drug resistance and is involved in drug-tolerant persisters (DTPs).–
Noncoding RNA (ncRNA)
ncRNAs do not encode proteins but are involved in posttranscriptional modifications. ncRNAs mainly include microRNAs (miRNAs), long noncoding RNAs (lncRNAs), and circular RNAs (circRNAs). ncRNAs regulate gene expression without altering gene sequence and are deeply involved in epigenetic modification. Their expression levels are often abnormal in tumors, which is associated with tumor progression and TKI resistance (Table 3).
The relationship between miRNAs dysregulation and TKI resistance is continuously being revealed. miRNAs participate in various pathological processes and are potential markers for prognosis and systemic treatment response.,miRNAs are associated with EMT. ZEB1/2 are repressors of miR-200. miR-200 targets ZEB family members by establishing double negative regulatory feedback loops to confine ZEB expression. A similar scenario exists between TWIST and miR-186, SNAIL and miR-34a. On the contrary, three EMT-TF/miRNA groups form a self-enforcing regulatory network. SH3 domain-containing kinase binding protein 1 (SHKBP1) is a direct target of miR-499a that ZEB1 inhibits. SHKBP1 regulates EGFR activity. TGF-β upregulates ZEB1 in osteosarcoma, which leads to higher expression of SHKBP1 through miR-499a. SHKBP1 also increases EGFR activity, which occurs concomitantly with a TGF-β-induced EMT-associated kinase switch to an AKT-activated with EGFR-independent state. Meanwhile, AKT upregulates SHKBP1 expression, enhancing EGFR activity. In HCC, upregulation of miRNA-125-5p suppressed ataxin-1 expression and induced Snail-mediated EMT, enhancing cancer cell stemness and leading to sorafenib resistance. In addition, miR-424 could target chromo box 4 (CBX4) to induce YAP nuclear translocation, which enhances tumor stemness and sorafenib resistance. Additionally, tumor cells can release miRNAs from exosome to TME and convey resistance to other cells. For example, cancer cells-released miR-25-3p and miR-130b-3p can promote TAM-M2 polarization, enhance VEGF expression, and induce EMT, thus leading to multidrug resistance in colon cancer.
miRNA could regulate cell death. miR-125d-5p, miR-494, and miR-30a-5p overexpression in HCC cell lines are associated with sorafenib resistance. Among them, miR-125d-5p inhibits c-Jun-mediated PUMA transcriptional induction. Low levels of PUMA increase mitochondrial membrane potential and decrease ROS levels, leading to apoptosis resistance. miR-494 inhibits PTEN expression, thus activating PI3K/Akt/mTOR pathway, and downregulates PUMA to resist apoptosis. miR-30a-5p downregulation leads to high CLCF1 expression, which activates GLUT3 and HK2 expression through the PI3K/AKT pathway to enhance glycolysis-induced drug resistance. Besides, miR-30c is highly expressed in NSCLC with MET mutations, and it directly targets the 3’-untranslated region of BIM to inhibit its transcription, leading to apoptosis resistance. Moreover, miR-335 regulates AXL expression, which leads to EGFR-TKI resistance in NSCLC. In breast cancer cell lines, lapatinib induces Src to activate the NF-κB pathway to upregulate miR-221. High miR-221 leads to death resistance by inhibiting cyclin-dependent kinase inhibitor 1B (p27kip1). Additionally, studies have shown that activation of the NRF2 pathway, which is related to ferroptosis, increased miR-196a expression. Glycolipid transfer protein (GLTP) was a direct target of miR-196a, whose downregulation led to NSCLC resistance to gefitinib. The detail of GLTP in TKI resistance hasn’t been clarified, but it is involved in several processes (autophagy, inflammation, cell death, etc.) and may be a drug target.
Apart from miRNAs, other ncRNAs like lncRNAs and circRNAs are associated with TKI-related drug resistance. In sunitinib-treated RCC, lncRNA-ECVSR can enhance the stability of estrogen receptor beta (Erβ) mRNA to upregulate HIF-2α transcription, promote vascular mimicry, cancer stemness, and RCC progression. LncRNA-CASC9 suppresses DUSP1 expression by recruiting histone methyltransferase enhancer of zeste homolog 2 (EZH2). Decreased DUSP1 expression results in continuous RAS/MAPK activation and causes gefitinib resistance in NSCLC. Moreover, lncRNA-PCAT-1 may increase the phosphorylation of AKT and GSK3, resulting in sustained activation of PI3K/AKT and gefitinib resistance. LncRNA-HIF1A-AS2 induces IL-6 expression by binding to miR-146b-4p and activating the IL-6/STAT pathway. IL-6 overexpression results in LUAD resistance. High lncRNA-RP11616M22.7 are associated with imatinib resistance in GIST, which may lie in the regulation of the hippo pathway by Ras association domain family member 1 (RASSF1). As for circRNA, sorafenib induces circFN1 and circFOXM1 expression in HCC, thereby promoting E2F transcription factor 1 (E2F1) and methyl-CpG binding protein 2 (MECP2) expression through circFN1/miR-1205/E2F1 and circFOXM1/miR-1324/MECP2 pathways. These molecular interactions were shown to promote cell proliferation, metastasis, and apoptosis resistance., CircRNA hsa_circ_0005576 directly interacts with miR-512-5p in LUAD cell lines and upregulates miR-512-5p/IGF-1R pathway, leading to osimertinib resistance. In addition, circRNA-SORE binds to Y-box binding protein 1 (YBX1) to block the interaction between YBX1 and the pre-mRNA-processing factor 19 (PRP19) (an E3 ubiquitin ligase). Consequently, PRP19-mediated YBX degradation is inhibited, and high YBX is related to the apoptosis resistance. Moreover, circRNA-SORE has also been shown to convey sorafenib resistance to other HCC cells via exosomes. In addition to its posttranscriptional regulatory function, circRNA can directly encode proteins. The secreted E-calmodulin variant protein (C-E-Cad) encoded by circular E-cadherin (circ-E-Cad) RNA was found to bind to the EGFR CR2 structural domain to activate EGFR without EGF, provoking GBM resistance to EGFR therapy.,
By sharing common signaling molecules, different ncRNA regulatory axes form an extensive ncRNA regulatory network that regulates TKI resistance. Preliminary circRNA/lncRNA-miRNA–mRNA networks have been constructed to shed light on the role of ncRNAs in regulating signaling pathways and drug resistance.
Given the complicated and delicate regulatory mechanisms of ncRNAs and their involvement in regulating multiple pathways, ncRNAs are promising therapeutic targets. Some ncRNA drugs have been used in clinical trials but not for treating TKI-resistant tumors. Preclinical studies have shown the therapeutic potential of ncRNAs. For example, increased miR-424 levels induced CBX4 depolymerization to reduce YAP1 nuclear translocation, and improved sorafenib resistance. MiR-210-5p antagomir in combination with sorafenib alleviated sorafenib resistance. In addition, paeonol inhibits proliferation and promotes apoptosis of apatinib-resistant gastric cancer cells via lncRNA-00665/miR-665/MAPK1 axis. CircKCNN2 upregulates methyl-CpG binding domain protein 2 (MBD2) via miR-520c-3p. miR-520c-3p mediates epigenetic transcriptional silencing of FGFR4, which increases the efficacy of lenvatinib in HCC. In addition, ncRNAs have a prognostic value. Studies have shown that elevated levels of circulating miR-125d-5p often predict a low response to sorafenib in HCC, and antagonizing miR-125d-5p may attenuate drug resistance. In short, modulating ncRNA expression by ncRNA antagonists, analogs, or by targeting ncRNA upstream regulators can help reverse drug resistance.
Other epigenetic modifications
Other types of epigenetic modifications such as DNA methylation, histone modification, RNA methylation, and chromatin remodeling are also involved in TKI resistance.
DNA methylation is one of the first epigenetic regulatory mechanisms affecting gene transcriptional activity. Studies have shown that compared with other NSCLC cell lines with the methylated EGFR promoter region, NSCLC cell lines with the unmethylated EGFR promoter region are more sensitive to gefitinib, indicating that EGFR promoter methylation is a potential mechanism of acquired resistance. Aberrant methylation of gamma-aminobutyric acid type B receptor subunit 2 (GABBR2) can be seen in erlotinib-treated NSCLC cell lines, which leads to its overexpression. High GABBR2 activates ERK phosphorylation, significantly preventing erlotinib-induced apoptosis. Moreover, in HCC, hypermethylation of the CPG island at the ADAMTS-like 5 (ADAMTSL5) locus results in its overexpression, but reduced expression and/or phosphorylation of several RTKs (MET, EGFR, PDGFRβ, IGF1Rβ, and FGFR4) and increased sensitivity to sorafenib, lenvatinib, and regorafenib were witnessed when low the ADAMTSL5 level, suggesting that ADAMTSL5 may contribute to TKI resistance through regulating several RTKs activity.
Histone modifications regulate gene transcription by altering chromatin structure. Abnormal histone modifications are associated with TKI resistance. Histone methylation mediated by histone methyltransferase (HMT) may contribute to TKI resistance. Set domain containing 2 (SETD2), an HMT responsible for trimethylation modification of lysine at position 20 of histone H3 (H3K20me3), leads to transcriptional repression. Low SETD2 promotes the MYCN (n-myc) transcription in CML cells. MYCN can promote proliferation, immortalization, stemness, and carcinogenesis and aggravate imatinib resistance. However, the effect of MYCN upregulation on CML resistance has not been fully elucidated. Furthermore, the EZH2 is an HMT responsible for trimethylation modification of lysine at position 27 of histone H3 (H3K27me3). In HCC, HOXB cluster antisense RNA 3 (HOXB-AS3) interacts with EZH2 to recruit EZH2 to the Dicer’s promoter to add H3K27me3 modification, leading to Dicer transcriptional repression, resulting in the acquisition of stem cell-like properties and sorafenib resistance. Dicer is an RNase III nucleic acid endonuclease in the cytoplasm that is essential for mRNA maturation. However, there are still gaps in the relationship between Dicer downregulation and TKI resistance. Additionally, deletion of lysine methyltransferase 5 C (KMT5C), an HMT responsible for histone H4 lysine 20 trimethylation (H4K20me3), upregulates lncRNA-LINC01510 and promotes MET transcription, leading to EGFR-TKI resistance in NSCLC through activation of the bypass pathway. SET and MYND domain containing 2 (SMYD2) are highly expressed in ccRCC, and associated with multidrug resistance, including sunitinib in RCC. Mechanistically, SMYD2 binds to the promoter of miR-125b, inhibiting the expression of Dickkopf WNT signaling pathway inhibitor 3 (DKK3) and promoting proliferation and migration.
Notably, a vitro experiment revealed changes in epigenetic modifications of GB with ALK kinase mutations and MYCN amplification from drug sensitivity to drug resistance under intervention with an ALK inhibitor. MYCN expression was initially reduced due to H3K27me3 of its locus, and gradually, the promoter of the brother of the regulator of the imprinted site (BORIS) was hypermethylated and further promoted BORIS expression. BORIS could bind to chromatin loop anchors of the DNA regulatory region containing super-enhancers and promote the expression of genes in this region, resulting in full drug resistance., This study showed progressive epigenetic modifications in tumors from drug sensitivity to complete drug resistance, supporting the role of epigenetic modifications in reversible drug resistance.
Abnormal histone acetylation modifications also lead to TKI resistance. Studies have shown that high CD13 is associated with sorafenib resistance in HCC. Mechanistically, CD13 stabilizes histone deacetylase 5 (HDAC5), which is critical in regulating LSD1 protein stability through post-translational modification. LSD demethylates the NF-κB catalytic unit p65 to activate the NF-κB pathway in an HDAC5-dependent manner, resulting in cell survival. In addition, upregulated lysine demethylase 6 A (KDM6A) in CML can be recruited to the NTRK1 promoter by the transcription factor YY1. KDM6A enhances NTRK1 function and induces imatinib resistance by bypassing pathways.
RNA modification is a vital process that regulates posttranscriptional gene expression. mRNA N6-methyladenosine (m6A) modification can affect gene transcription by influencing mRNA stability, and m6A methyltransferase (METTL) plays an important role in TKI resistance. METTL3 is overexpressed in NSCLC, and it positively regulates autophagy by strengthening the stability of autophagy-related mRNAs such as ATG5 and ATG7, resulting in gefitinib resistance. METTL3 also changes MET levels to modulate PI3K/AKT pathway, leading to LUAD resistance to gefitinib. In addition, METTL3 upregulates AXL expression and induces EMT in ovarian cancer. Similarly, METTL7B can increase the expression of GPX4, HMOX1, and SOD1 by m6A modification, leading to ferroptosis resistance and TKI resistance in LUAD (see Ferroptosis). Moreover, METTL-KIAA1429 can enhance homeobox A1 (HOXA1) mRNA stability and lead to gefitinib resistance in NSCLC through HOXA1 expression, but HOXA1 is considered an oncogene whose function is currently unknown. The m6A modification mediated by YTH N6-methyladenosine RNA binding protein 2 (YTHDF2) can increase circRNA-ASK1 degradation, thereby attenuating the inhibitory effect of the circRNA-ASK1-encoded product ASK1-272a.a on AKT pathway and increasing LUAD resistance to gefitinib. YTHDF also mediates m6A modification of lncRNA-TUSC7 and abolishes the inhibitory effect of miRNA-146 on the Notch pathway, whose activation is related to EMT and LUAD resistance to erlotinib.
FTO alpha-ketoglutarate-dependent dioxygenase (FTO) is an m6A demethylase, and it can be induced to express by TKIs in leukemia. FTO increases the stability of cell survival- and proliferation-related mRNAs through m6A demethylation, allowing cells to rapidly upregulate the expression of anti-apoptotic molecules such as BCL-2 and proliferative genes such as MERTK. This enables cells to withstand the initial TKI attack. Moreover, anti-apoptotic gene expression can be maintained, developing a reversible drug-resistant phenotype. An FTO inhibitor, rehein, can restore TKI sensitivity. Moreover, FTO can enhance FLT3-ITD expression to promote acute promyelocytic leukemia (APL) cell survival and proliferation. FTO-mediated post-transcriptional repression of retinoic acid receptor alpha (RARA), ankyrin repeat and SOCS box containing 2 (ASB2) are involved in the upregulation of FLT3-ITD. As an m6A reader, insulin-like growth factor binding protein 2 (IGFBP2) enhances ERBB2 mRNA translation, induces HER2 expression, and leads to selumetinib resistance. Lapatinib targets both IGFBP2 and BRBB2 to reverse selumetinib resistance.
RNA binding protein (RBP) is also a kind of RNA modification. RBP MUSASHI-2 (MSI2) binds to the mRNA of Nanog (Nanog homeobox), a core stem cell factor. High Nanog is associated with cancer stem cell-like properties and leads to death resistance, resulting in osimertinib resistance of LUAD, and drug sensitivity restored after MSI knockdown.
Chromatin remodeling in GB may be associated with reversible chronic tumor resistance to TKI. Under the TKI therapy, some GB cells gradually transform into reversibly resistant cells with upregulation of histone demethylase (KDM), extensive redistribution of H3K27me3, and overactivation of the Notch pathway. KDM and H3K27me3 increase target gene expression. The notch pathway may be associated with stem cell properties acquirement. The link between these alterations and drug resistance needs further investigation.
So far, some epigenetic drugs have been approved for cancer treatment, and some preclinical studies showed the promising efficacy of combination therapy with TKIs and epigenetic drugs. Aberrant DNA hypermethylation is associated with lower TKI sensitivity, and imatinib combined with the DNA methyltransferase inhibitor (DNMTi) decitabine enhanced TKI-induced cell apoptosis and induced oncogene expression, exhibiting promising antitumor effects. Moreover, DI-1 enhanced the cabozantinib sensitivity in osteosarcoma by inhibiting DNMT-1. Intervention with histone modifications is also a potential option. EZH2 overexpression is associated with poor prognosis, providing a reason for EZH2 inhibition. In sorafenib-resistant TC cell lines, sorafenib sensitivity was restored when combined with EZH2 inhibitor. Furthermore, sorafenib has been shown to induce apoptosis in HCC cells by accelerating the EZH2 degradation, suggesting that EZH2 inhibitors in combination with TKI reverses drug resistance and potentially enhances the drug efficacy before resistance. 2,4-pyrimidinediamine derivative 10 f is a dual ALK and HDAC inhibitor. It can treat ceritinib- or crizotinib-resistant NSCLC cell lines. Tazemetostat is the first FDA-approved EZH2 inhibitor recently, whose combination with TKIs deserves further study.
Histone deacetylase inhibitors (HDACi) are suitable candidates for combination therapy. HDACis combined with EGFR-TKIs effectively overcomes TKIs resistance.– For example, the combination of vorinostat and osimertinib attenuates apoptosis resistance in NSCLC cell lines with BIM deletion polymorphisms. The combination of vorinostat and brigatinib has been effective in LUAD cell lines with third-generation EGFR-TKIs resistance mutations. Epigenetic regulatory interventions are diverse, but it is clear that epigenetic manipulation is an effective strategy to restore TKI sensitivity.,
Overall, Tumor cells can acquire drug resistance through epigenetic reprogramming. However, the presence of various epigenetic modification methods makes research challenging. More importantly, epigenetic modification does not change the gene sequence. In other words, epigenetic modification is reversible, so proper epigenetic intervention may be the key to reversing drug resistance (Table 4).
Drug delivery
Absorption, distribution, metabolism, and excretion (ADME) of TKIs require trans-membrane transport through transporter proteins, and transporter proteins can also exacerbate drug resistance by impeding trans-membrane transport of drugs. Drug transporters located in enterocytes, hepatocytes, renal proximal tubular cells, and physiological barriers such as the blood-brain barrier are directly involved in drug absorption, distribution, and elimination. They also regulate the intracellular concentration of metabolic enzymes, thereby indirectly affecting drug metabolism. The altered activity of transporter proteins can decrease the absorption of TKIs or increase their excretion. Thus, TKI concentrations in circulation and targeted regions are inadequate to inhibit abnormal PTKs completely. Furthermore, drug transporters are essential for TKI uptake or excretion by cancer cells. Reduced influx or increased efflux of TKIs mediated by drug transporters in cancer cell membranes can lead to drug resistance. Various mechanisms, such as genetic variations, epigenetic factors, and transporter-mediated drug interactions, can affect the expression and function of drug transporters in cancer cells, resulting in different clinical outcomes.
Theoretically, reducing the activity or expression of transporter proteins can decrease intracellular drug accumulation. Several studies have shown that the solute carrier (SLC) transporter proteins are responsible for TKI uptake by cancer cells, and weak clinical response of CML to imatinib was associated with reduced SLC22A1 expression and activity. However, most TKIs cannot be considered the substrates of SLC, because TKIs concentration decreased in most cells transfected with SLC. Therefore, further studies are needed to clarify the cellular mechanisms of TKI uptake and to measure the effect of transporter proteins on TKI resistance.
Compared with drug influx, drug efflux is considered a more prevalent sector of drug resistance. Increased drug efflux can reduce its intracellular concentrations below the therapeutic levels, resulting in drug resistance. The efflux of TKIs mainly relies on the ATP binding cassette (ABC) family proteins, such as ATP binding cassette subfamily B member 1 (ABCB1, p-gp) and breast cancer resistance protein (BCRP). Single nucleotide polymorphisms (SNPs) of ABC may affect TKI efflux. For instance, 1199 G > A SNP in ABCB1 increased imatinib, nilotinib, and dasatinib efflux compared with the wild genotype. However, 421 G > A SNP in ABC subfamily G member 2 (ABCG2) reduced the affinity of TKIs to ABCG2 and prevented drug resistance compared with wild genotype. It may be because SNP in the ATPase structural domain of ABCG2 can affect ABCG activity to reduce drug efflux. In addition, increased expression or enhanced function of p-gp can also facilitate drug efflux and drug resistance., Gene rearrangements can lead to the insertion of a more active promoter in MDR-1 (p-gp) mRNA,, which can still translate biologically active abnormal p-gp to increase drug efflux. It may be a reason for ceritinib resistance in NSCLC cell lines with ALK rearrangement. Epigenetic modifications also regulate ABC expression. MiR-212 is downregulated in imatinib-treated CML, which could upregulate ABCG2 and lead to resistance. Many factors affect the function of drug transporters, but the relationship between some of them and TKI resistance needs further research. Interestingly, research in sunitinib-resistant metastatic RCC cell lines indicated a novel way of TKIs efflux. Sunitinib promotes TFE3 (transcription factor binding to IGHM enhancer 3) translocation into the nucleus, increasing the expression of extended-synaptotagmin-1 (ESYT1) that is an endoplasmic reticulum protein. ESTY1 formed a dimer with synaptotagmin-7 (SYT7) on the lysosome and induced endoplasmic reticulum breakage, Ca2+ release, and lysosomal exocytosis. Lysosomal exocytosis can increase sunitinib efflux and simultaneously release histone B out of the cell to degrade the ECM and facilitate tumor metastasis, and Ca2+ induces lysosomal biogenesis and forms a positive feedback.
Pregnane X receptor (PXR), a transcriptional activator, can sense and remove foreign substances by regulating the expression of drug-metabolizing enzymes and drug transporters. In prostate cancer, PXR leads to dasatinib resistance but increases erlotinib, dabrafenib, and afatinib sensitivity. PXR-induced upregulation of cytochrome p450 family three subfamilies A member 4 (CYP3A4) may lead to dasatinib resistance. CYP3A4 metabolizes dasatinib to its inactive form, and PXR increases dasatinib efflux. In contrast, afatinib sensitivity may be because of PXR-induced upregulation of SLC16A1, which increases the intracellular concentration of afatinib. PXR also increases the active form of afatinib in a CYP-dependent manner. It supports the concept that drugs can enter tumor cells differently, and the pharmacokinetic parameters of different TKIs can affect their clinical efficacy.
Despite the role of ABC inhibition in reversing drug resistance, ABC inhibitors almost failed in clinical trials because of their serious adverse effects and drug interactions. ABC transporters are not specifically expressed on tumor cells, but they are also widely distributed in other cells such as hepatic and intestinal cells, which are related to drug uptake and efflux. TKI delivery by nanocarriers may improve the situation. Nanocarriers enter the cells by endocytosis, which simultaneously maintains targeting and attenuates the influence of transporter proteins. In addition, some TKIs rely on ABC to out the cell but inhibit ABC at the same time. Studies have shown that nilotinib is a potent inhibitor of P-gp and BCRP, and concurrent administration of nilotinib with afatinib in animal models reduced the clearance of afatinib by 65.3%. The possible reason lies in the homology of the ATP binding sites of ABC and TKI-targeted PTKs, implicating that combinations or higher doses of TKIs may be effective. However, most of these studies were conducted in vitro and could not measure the impact of ABCs on drug uptake and efflux in different organs. Therefore, in vivo studies are needed to clarify the relationship between TKI and ABC.
Lysosomal sequestration
Lysosomes are acidic digestive vesicles composed of lipoprotein membranes and over 50 hydrolytic enzymes. Hydrophobic, weakly basic TKIs can enter the lysosomes by pH gradient-driven free diffusion or ABC transporters. Thereafter, protonated TKIs lose their ability to penetrate the membrane, being isolated in vesicles far from their target, named lysosomal sequestration. Several TKIs such as sunitinib, erlotinib, and sorafenib undergo lysosomal sequestration. In addition, protonated TKIs in the lysosomes can prevent the mTOR complex (mTORc)-mediated inhibition of transcription factor EB (TFEB). TFEB is responsible for lysosomal biogenesis. It can also increase lysosomal membrane permeability, leading to calcium expelling to activate calcineurin (CaN). Activated CaN dephosphorylates TFEB. Dephosphorylated TFEB enters the nucleus and stimulates lysosomal biogenesis, sequesters more TKIs, and exacerbates drug resistance. But such resistance is reversible. Drug-free cultures of sunitinib-resistant tumor cells can normalize the lysosomal capacity and restore drug sensitivity upon redosing.
Inhibition of lysosomal sequestration is an effective strategy to attenuate drug resistance. The combination of nintedanib and inhibitors of lysosomal acidification, such as bafilomycin A1 or chloroquine (CQ), significantly inhibited tumor growth in nintedanib-resistant tumors in mice. Bafilomycin A1 is an inhibitor of H+-ATPase in the lysosomal membrane and attenuates the acidic condition of the lysosome. Although bafilomycin A1 cannot be used for clinical purposes due to its toxicity, hydroxychloroquine (HCQ) and its derivatives have shown promising results in clinical trials. The mechanism responsible for HCQ function is unclear, but it is assumed that HCQ prevents lysosomal accumulation of the drug. Moreover, drugs targeting other components of the lysosome, such as V-ATPase, acid sphingomyelinase, cathepsin, and HSP70, markedly impair lysosomal degradation. Future studies are needed to uncover the effects of these drugs on TKI resistance. Moreover, it has been shown that different TKIs accumulate in different cellular components, and lysosomal accumulation seems to be related to the TKI’s base dissociation constant (pkb). The lysosomal accumulation of the drug increases with pkb. Therefore, assessing the physicochemical properties of TKI and modifying it may prevent lysosomal sequestration of the drug (Fig. 6).
Drug-drug interaction (DDI)
Generally, oncology patients require several drugs to achieve a better outcome. Drugs compete with each other for protein binding, and it’s where DDI limits or enhances drug efficacy. DDI can be divided into PK-DDI and pharmacodynamics (PD) DDI. PK-DDI involves the entire process of drug ADME. PD-DDI is associated with synergistic, antagonistic, or additive reactions between drugs. DDI-mediated reduction in drug efficacy is multilayered, and some patients may not achieve optimal efficacy as a result.
TKIs are mostly administered orally, and their absorption is inevitably affected by gastric acid PH, drug transporters, and intestinal enzymes. Suffering from gastrointestinal adverse effects such as gastroesophageal reflux, many patients take acid-reducing agents (ARAs) during cancer treatment. But ARA-mediated gastric acid pH increase can reduce the solubility of the weakly basic TKI and affect drug absorption and efficacy. An early study examined the effect of the omeprazole, a proton pump inhibitor (PPI), on the PK of 100 mg dasatinib in 14 healthy subjects, in which dasatinib was administered four days after the omeprazole application. A 40% decrease in the bioavailability of dasatinib was reported, and the area under the curve from zero to infinity (AUCinf) and peak concentration (Cmax) were reduced by 43% and 42%, respectively. Similarly, another clinical trial showed that erlotinib administered concomitantly with PPIs increased the risk of death in lung cancer patients by 21% compared with TKI alone, and discontinuation of TKI did not affect the reduced survival in this group of patients., That was to say, in the presence of PPI, the survival rate of lung cancer patients did not change with and without TKI use. PPI use and decreased TKI absorption may be the reason behind TKIs ineffectiveness. Moreover, the PK of erlotinib is significantly lower when administered concomitantly with PPIs and histamine H2-receptor antagonists. Therefore, concomitant use of TKIs and ARAs is not recommended in clinical. Unfortunately, there is no systematic recommendation for PPI usage during TKIs therapy, and there is no convincing prospective study measuring the interaction between PPIs and TKIs. The impact of ARAs on the efficacy of TKIs may be underestimated. Therefore, future studies focusing on the interaction between TKIs and ARAs are essential to improve the efficacy of both TKIs and ARAs.
Drug metabolizing enzymes and drug transporters are also involved in DDIs. CYP450 is the main enzyme that metabolizes TKIs. The plasma concentrations of TKIs decrease when TKIs are concomitantly administered with hepatic enzyme inducers such as rifampin, phenytoin sodium, and carbamazepine. For instance, rifampin reduces the total area under the curve (AUC) and Cmax of bosutinib by approximately 90%. In addition, co-administration of rifampin with nintedanib reduced the AUC of nintedanib by 50% and the Cmax by 60%, but the nintedanib degradation was lightly affected by CYP, and the phenomenon attributed to rifampicin-mediated elevated p-gp expression.
In conclusion, DDI is a double-edged sword. It can enhance TKIs efficacy on the one hand, but it may reduce efficacy and enhance side effects sometimes, which lead to patients’ low compliance and treatment failure. Therefore, it is crucial to understand the pharmacokinetics of each TKI and rationally prescribe the drug in combination with other drugs.
Outlook
TKIs are now widely used for several types of cancer. Meanwhile, TKI resistance is a major challenge in treating cancer and markedly reduces patients’ compliance, survival, and quality of life. Therefore, exploring the mechanisms behind TKI resistance is essential. Therefore, we summarize the mechanism and development of tumor with TKI resistance in this review. First, the main reason is the abnormal activation of PTK-related signaling pathways involved in gene mutations. In addition to mutations, TME is deeply involved in tumor development and TKI resistance. TME is pivotal for tumor evolution, contributes to EMT and metabolic reprogramming, and plays an important role in TKI resistance. Cell death resistance, tumor metabolism, and immune reprogramming are involved in TKI resistance and can be novel targets for drug development. Epigenetic modification is a reversible mechanism of TKI resistance that can also be a therapeutic target. Several RTKs, such as AXL and NRTKs, are primed to play an essential role in TKI resistance and are promising targets for reversing drug resistance. However, future studies are needed to provide a deeper insight into these mechanisms and their crosstalk. Besides, Appropriate therapeutic strategies can improve drug resistance. Advanced knowledge about DDI and TKIs pharmacokinetics is necessary to achieve optimal treatment efficacy. Combined therapy can also attenuate several resistance mechanisms. Herein, clinical trials using TKIs combined with other drugs or using two TKIs are ongoing. The use of TKIs with concomitant chemotherapy and immunotherapy is also of interest. However, DDI and adverse effects caused by multidrug combinations must be considered. Understanding the molecular mechanisms of the disease and relevant pharmacokinetic information is pivotal for choosing the best therapeutic approach.
Due to the heterogeneity of TKI resistance mechanisms in different types of tumors and each patient, a single therapeutic strategy cannot overcome drug resistance in all patients. Because of the individualized and dynamic nature of TKI resistance mechanisms in tumor cells and the existence of several resistance mechanisms in a single tumor cell, TKI resistance cannot be easily reversed. Precision medicine for individualized biological profiles may be helpful in the coming years. Recently, the breakthrough in biotechnology, liquid biopsies, and next-generation sequencing technologies improved the detection of TKI resistance mutations. Tumor and cell-free DNA analysis, immunolabeling, proteomics, metabolomics, and RNA analysis can identify the biological characteristics of TKI resistant tumors. They improve the identification of TKI resistance mechanisms and optimize the therapeutic approach. Based on new mechanisms of TKI resistance, better detection methods and treatment modalities are under consideration. Hence, a deeper insight into the mechanisms of TKI resistance is crucial.
References 479
- 1.
Blume-Jensen P, Hunter T. Oncogenic kinase signalling. Nature. 2001;411:355-365.
Not in our library10.1038/35077225
- 2.
Lu Z, Jiang G, Blume-Jensen P, Hunter T. Epidermal growth factor-induced tumor cell invasion and metastasis initiated by dephosphorylation and downregulation of focal adhesion kinase. Mol. Cell Biol. 2001;21:4016-4031.
Not in our library10.1128/mcb.21.12.4016-4031.2001
- 3.
- 4.
Serrano C, George S. Gastrointestinal stromal tumor: challenges and opportunities for a new decade. Clin. Cancer Res. 2020;26:5078-5085.
Not in our library10.1158/1078-0432.ccr-20-1706
- 5.
Ngo MT, et al. The role of IGF/IGF-1R signaling in hepatocellular carcinomas: stemness-related properties and drug resistance. Int. J. Mol. Sci. 2021;22:1931.
Not in our library10.3390/ijms22041931
- 6.
Leonetti A, et al. MicroRNAs as a drug resistance mechanism to targeted therapies in EGFR-mutated NSCLC: Current implications and future directions. Drug Resist. Updat. 2019;42:1-11.
Not in our library10.1016/j.drup.2018.11.002
- 7.
Ng KP, et al. A common BIM deletion polymorphism mediates intrinsic resistance and inferior responses to tyrosine kinase inhibitors in cancer. Nat. Med. 2012;18:521-528.
Not in our library10.1038/nm.2713
- 8.
Neul C, et al. Impact of membrane drug transporters on resistance to small-molecule tyrosine kinase inhibitors. Trends Pharmacol. Sci. 2016;37:904-932.
Not in our library10.1016/j.tips.2016.08.003
- 9.
Solouki S, August A, Huang W. Non-receptor tyrosine kinase signaling in autoimmunity and therapeutic implications. Pharmacol. Ther. 2019;201:39-50.
Not in our library10.1016/j.pharmthera.2019.05.008
- 10.
Segaliny AI, Tellez-Gabriel M, Heymann MF, Heymann D. Receptor tyrosine kinases: characterisation, mechanism of action and therapeutic interests for bone cancers. J. Bone Oncol. 2015;4:1-12.
Not in our library10.1016/j.jbo.2015.01.001
- 11.
Wheeler, D. L. & Yarden, Y. Receptor Tyrosine Kinases: Family and Subfamilies (Springer International Publishing, Cham, 2015).
Not in our library
- 12.
Siveen KS, et al. Role of non receptor tyrosine kinases in hematological malignances and its targeting by natural products. Mol. Cancer. 2018;17:31.
Not in our library10.1186/s12943-018-0788-y
- 13.
- 14.
Brouwer Sde, et al. Meta-analysis of neuroblastomas reveals a skewed ALK mutation spectrum in tumors with MYCN amplification. Clin. Cancer Res. 2010;16:4353-4362.
Not in our library10.1158/1078-0432.ccr-09-2660
- 15.
Ahsan A, Ahsan A. Mechanisms of resistance to EGFR tyrosine kinase inhibitors and therapeutic approaches: an update. Adv. Exp. Med. Biol. 2016;893:137-153.
Not in our library10.1007/978-3-319-24223-1_7
- 16.
Lynch TJ, et al. Activating mutations in the epidermal growth factor receptor underlying responsiveness of non-small-cell lung cancer to gefitinib. N. Engl. J. Med. 2004;350:2129-2139.
Not in our library10.1056/nejmoa040938
- 17.
Rodríguez-Antona C, et al. Overexpression and activation of EGFR and VEGFR2 in medullary thyroid carcinomas is related to metastasis. Endocr. Relat. Cancer. 2010;17:7-16.
Not in our library10.1677/erc-08-0304
- 18.
Drilon A, et al. What hides behind the MASC: clinical response and acquired resistance to entrectinib after ETV6-NTRK3 identification in a mammary analogue secretory carcinoma (MASC). Ann. Oncol. 2016;27:920-926.
Not in our library10.1093/annonc/mdw042
- 19.
Babina IS, Turner NC. Advances and challenges in targeting FGFR signalling in cancer. Nat. Rev. Cancer. 2017;17:318-332.
Not in our library10.1038/nrc.2017.8
- 20.
Paul MK, Mukhopadhyay AK. Tyrosine kinase - Role and significance in Cancer. Int. J. Med. Sci. 2004;1:101-115.
Not in our library10.7150/ijms.1.101
- 21.
Gay LM, et al. Genomic profiling of 114,200 advanced cancers identifies recurrent kinase domain duplications (KDD) and oncogenic rearrangements (RE) across diverse tumor types. Ann. Oncol. 2017;28:v595.
Not in our library10.1093/annonc/mdx391
- 22.
- 23.
Roskoski R. Classification of small molecule protein kinase inhibitors based upon the structures of their drug-enzyme complexes. Pharmacol. Res. 2016;103:26-48.
Not in our library10.1016/j.phrs.2015.10.021
- 24.
Sutanto F, Konstantinidou M, Dömling A. Covalent inhibitors: a rational approach to drug discovery. Rsc. Med. Chem. 2020;11:876-884.
Not in our library10.1039/d0md00154f
- 25.
Deeks ED. Asciminib: First Approval. Drugs. 2022;82:219-226.
Not in our library10.1007/s40265-021-01662-3
- 26.
Bellora F, et al. Imatinib and nilotinib off-target effects on human NK Cells, monocytes, and M2 macrophages. J. Immunol. 2017;199:1516-1525.
Not in our library10.4049/jimmunol.1601695
- 27.
Leonard JT, et al. Concomitant use of a dual Src/ABL kinase inhibitor eliminates the in vitro efficacy of blinatumomab against Ph+ ALL. Blood. 2021;137:939-944.
Not in our library10.1182/blood.2020005655
- 28.
Derosa L, et al. Gut bacteria composition drives primary resistance to cancer immunotherapy in renal cell carcinoma patients. Eur. Urol. 2020;78:195-206.
Not in our library10.1016/j.eururo.2020.04.044
- 29.
Tang CP, et al. GCN2 kinase activation by ATP-competitive kinase inhibitors. Nat. Chem. Biol. 2022;18:207-215.
Not in our library10.1038/s41589-021-00947-8
- 30.
Hartmann JT, Haap M, Kopp HG, Lipp HP. Tyrosine kinase inhibitors - a review on pharmacology, metabolism and side effects. Curr. Drug Metab. 2009;10:470-481.
Not in our library10.2174/138920009788897975
- 31.
Abdelgalil AA, Alkahtani HM. & Al-Jenoobi, F. I. Sorafenib. Profiles Drug Subst. Excip. Relat. Methodol. 2019;44:239-266.
Not in our library10.1016/bs.podrm.2018.11.003
- 32.
Cohen P, Cross D, Janne PA. Kinase drug discovery 20 years after imatinib: progress and future directions. Nat. Rev. Drug Discov. 2021;20:551-569.
Not in our library10.1038/s41573-021-00195-4
- 33.
Arora A, Scholar EM. Role of tyrosine kinase inhibitors in cancer therapy. J. Pharmacol. Exp. Ther. 2005;315:971-979.
Not in our library10.1124/jpet.105.084145
- 34.
Vasan N, Baselga J, Hyman DM. A view on drug resistance in cancer. Nature. 2019;575:299-309.
Not in our library10.1038/s41586-019-1730-1
- 35.
He, J., Huang, Z., Han, L., Gong, Y. & Xie, C. Mechanisms and management of 3rdgeneration EGFRTKI resistance in advanced nonsmall cell lung cancer (Review). Int. J. Oncol. 59, 90 (2021).
Not in our library10.3892/ijo.2021.5270
- 36.
Tilio M, et al. Irreversible inhibition of Δ16HER2 is necessary to suppress Δ16HER2-positive breast carcinomas resistant to Lapatinib. Cancer Lett. 2016;381:76-84.
Not in our library10.1016/j.canlet.2016.07.028
- 37.
Gramza AW, Corless CL, Heinrich MC. Resistance to Tyrosine Kinase Inhibitors in Gastrointestinal Stromal Tumors. Clin. Cancer Res. 2009;15:7510-7518.
Not in our library10.1158/1078-0432.ccr-09-0190
- 38.
Sharma GG, et al. A Compound L1196M/G1202R ALK Mutation in a Patient with ALK-Positive Lung Cancer with Acquired Resistance to Brigatinib Also Confers Primary Resistance to Lorlatinib. J. Thorac. Oncol. 2019;14:e257-e259.
Not in our library10.1016/j.jtho.2019.06.028
- 39.
Zhang Y, et al. PDGFRB mutation and tyrosine kinase inhibitor resistance in Ph-like acute lymphoblastic leukemia. Blood. 2018;131:2256-2261.
Not in our library10.1182/blood-2017-11-817510
- 40.
Mondal J, Tiwary P, Berne BJ. How a kinase inhibitor withstands gatekeeper residue mutations. J. Am. Chem. Soc. 2016;138:4608-4615.
Not in our library10.1021/jacs.6b01232
- 41.
Mullard A. Cancer drug developers counteract kinase gatekeeper mutations. Nat. Rev. Drug Discov. 2015;14:667-668.
Not in our library10.1038/nrd4742
- 42.
Yun C-H, et al. The T790M mutation in EGFR kinase causes drug resistance by increasing the affinity for ATP. Proc. Natl Acad. Sci. U.S.A. 2008;105:2070-2075.
Not in our library10.1073/pnas.0709662105
- 43.
Westover D, Zugazagoitia J, Cho BC, Lovly CM, Paz-Ares L. Mechanisms of acquired resistance to first- and second-generation EGFR tyrosine kinase inhibitors. Ann. Oncol. 2018;29:i10-i19.
Not in our library10.1093/annonc/mdx703
- 44.
Serrano C, et al. KRAS and KIT Gatekeeper Mutations Confer Polyclonal Primary Imatinib Resistance in GI Stromal Tumors: Relevance of Concomitant Phosphatidylinositol 3-Kinase/AKT Dysregulation. J. Clin. Oncol. 2015;33:e93-6.
Not in our library10.1200/jco.2013.48.7488
- 45.
Subbiah V, et al. Selective RET kinase inhibition for patients with RET-altered cancers. Ann. Oncol. 2018;29:1869-1876.
Not in our library10.1093/annonc/mdy137
- 46.
Terzyan SS, et al. Structural basis of resistance of mutant RET protein-tyrosine kinase to its inhibitors nintedanib and vandetanib. J. Biol. Chem. 2019;294:10428-10437.
Not in our library10.1074/jbc.ra119.007682
- 47.
Solomon BJ, et al. RET Solvent Front Mutations Mediate Acquired Resistance to Selective RET Inhibition in RET-Driven Malignancies. J. Thorac. Oncol. 2020;15:541-549.
Not in our library10.1016/j.jtho.2020.01.006
- 48.
Shen T, et al. The L730V/I RET roof mutations display different activities toward pralsetinib and selpercatinib. NPJ Precis. Oncol. 2021;5:48.
Not in our library10.1038/s41698-021-00188-x
- 49.
Ou S-HI, et al. Emergence of novel and dominant acquired EGFR solvent-front mutations at Gly796 (G796S/R) together with C797S/R and L792F/H mutations in one EGFR (L858R/T790M) NSCLC patient who progressed on osimertinib. Lung cancer. 2017;108:228-231.
Not in our library10.1016/j.lungcan.2017.04.003
- 50.
Drilon A, et al. Repotrectinib (TPX-0005) Is a Next-Generation ROS1/TRK/ALK Inhibitor That Potently Inhibits ROS1/TRK/ALK Solvent- Front Mutations. Cancer Discov. 2018;8:1227-1236.
Not in our library10.1158/2159-8290.cd-18-0484
- 51.
Facchinetti F, et al. Facts and New Hopes on Selective FGFR Inhibitors in Solid Tumors. Clin. Cancer Res. 2020;26:764-774.
Not in our library10.1158/1078-0432.ccr-19-2035
- 52.
Kobayashi Y, et al. Characterization of EGFR T790M, L792F, and C797S Mutations as Mechanisms of Acquired Resistance to Afatinib in Lung Cancer. Mol. Cancer Ther. 2017;16:357-364.
Not in our library10.1158/1535-7163.mct-16-0407
- 53.
Yanagitani N, et al. Drug resistance mechanisms in Japanese anaplastic lymphoma kinase-positive non-small cell lung cancer and the clinical responses based on the resistant mechanisms. Cancer Sci. 2020;111:932-939.
Not in our library10.1111/cas.14314
- 54.
Kang J, et al. Clinicopathological features and resistance mechanisms in HIP1-ALK-rearranged lung cancer: A multicenter study. GENE CHROMOSOME CANC. 2022;61:177-186.
Not in our library10.1002/gcc.23005
- 55.
Zhou Y, et al. A novel ROS1 G2032 K missense mutation mediates lorlatinib resistance in a patient with ROS1-rearranged lung adenocarcinoma but responds to nab-paclitaxel plus pembrolizumab. Lung Cancer. 2020;143:55-59.
Not in our library10.1016/j.lungcan.2020.03.019
- 56.
Lin JJ, et al. Spectrum of Mechanisms of Resistance to Crizotinib and Lorlatinib in ROS1 Fusion-Positive Lung Cancer. Clin. Cancer Res. 2021;27:2899-2909.
Not in our library10.1158/1078-0432.ccr-21-0032
- 57.
Zhang Y, et al. Disease progression patterns and molecular resistance mechanisms to crizotinib of lung adenocarcinoma harboring ROS1 rearrangements. NPJ Precis. Oncol. 2022;6:20.
Not in our library10.1038/s41698-022-00264-w
- 58.
Keddy C, et al. Resistance Profile and Structural Modeling of Next-Generation ROS1 Tyrosine Kinase Inhibitors. Mol. Cancer Ther. 2022;21:336-346.
Not in our library10.1158/1535-7163.mct-21-0395
- 59.
Liu X, Shen T, Mooers BHM, Hilberg F, Wu J. Drug resistance profiles of mutations in the RET kinase domain. Br. J. Pharmacol. 2018;175:3504-3515.
Not in our library10.1111/bph.14395
- 60.
Di Liu Xu,X, Wen J, Zhang C, Fan M. Identification of a EML4-ALK exon 19 fusion variant in lung adenocarcinoma and alectinib resistance. Lung Cancer. 2021;160:32-35.
Not in our library10.1016/j.lungcan.2021.07.020
- 61.
Zhang JQ, et al. The V654A second-site KIT mutation increases tumor oncogenesis and STAT activation in a mouse model of gastrointestinal stromal tumor. Oncogene. 2020;39:7153-7165.
Not in our library10.1038/s41388-020-01489-4
- 62.
Zeng C, et al. Spectrum of activity of dasatinib against mutant KIT kinases associated with drug-sensitive and drug-resistant gastrointestinal stromal tumors. Gastric Cancer. 2020;23:837-847.
Not in our library10.1007/s10120-020-01069-1
- 63.
Florou V, et al. Clinical Activity of Selitrectinib in a Patient With Mammary Analogue Secretory Carcinoma of the Parotid Gland With Secondary Resistance to Entrectinib. J. Natl Compr. Canc. Netw. 2021;19:478-482.
Not in our library10.6004/jnccn.2021.7022
- 64.
Estupiñan Velasquez HY, et al. Combination of Gatekeeper Mutations and Cysteine 481 Replacement Causes Super Resistance to the Irreversible BTK Inhibitors Ibrutinib, Acalabrutinib and Zanubrutinib. Blood. 2019;134:5759.
Not in our library10.1182/blood-2019-123398
- 65.
Nakaoku T, et al. A secondary RET mutation in the activation loop conferring resistance to vandetanib. Nat. Commun. 2018;9:625.
Not in our library10.1038/s41467-018-02994-7
- 66.
- 67.
Chen H, et al. A molecular brake in the kinase hinge region regulates the activity of receptor tyrosine kinases. Mol. Cell. 2007;27:717-730.
Not in our library10.1016/j.molcel.2007.06.028
- 68.
Hoemberger M, Pitsawong W, Kern D. Cumulative mechanism of several major imatinib-resistant mutations in Abl kinase. Proc. Natl Acad. Sci. U.S.A. 2020;117:19221-19227.
Not in our library10.1073/pnas.1919221117
- 69.
Lu T, et al. Repurposing cabozantinib to GISTs: Overcoming multiple imatinib-resistant cKIT mutations including gatekeeper and activation loop mutants in GISTs preclinical models. Cancer Lett. 2019;447:105-114.
Not in our library10.1016/j.canlet.2019.01.024
- 70.
Jones RL, et al. Avapritinib in unresectable or metastatic PDGFRA D842V-mutant gastrointestinal stromal tumours: Long-term efficacy and safety data from the NAVIGATOR phase I trial. Eur. J. Cancer. 2021;145:132-142.
Not in our library10.1016/j.ejca.2020.12.008
- 71.
Xia Z-J, et al. SAF-189s, a potent new-generation ROS1 inhibitor, is active against crizotinib-resistant ROS1 mutant-driven tumors. Acta Pharmacol. Sin. 2021;42:998-1004.
Not in our library10.1038/s41401-020-00513-3
- 72.
Lu Y, et al. A new ALK inhibitor overcomes resistance to first- and second-generation inhibitors in NSCLC. EMBO Mol. Med. 2022;14:e14296.
Not in our library10.15252/emmm.202114296
- 73.
Smith BD, et al. Ripretinib (DCC-2618) Is a Switch Control Kinase Inhibitor of a Broad Spectrum of Oncogenic and Drug-Resistant KIT and PDGFRA Variants. Cancer Cell. 2019;35:738-751.e9.
Not in our library10.1016/j.ccell.2019.04.006
- 74.
Wu D, et al. LY2874455 potently inhibits FGFR gatekeeper mutants and overcomes mutation-based resistance. Chem. Commun. (Camb.). 2018;54:12089-12092.
Not in our library10.1039/c8cc07546h
- 75.
To C, et al. Single and Dual Targeting of Mutant EGFR with an Allosteric Inhibitor. Cancer Discov. 2019;9:926-943.
Not in our library10.1158/2159-8290.cd-18-0903
- 76.
Jang J, et al. Mutant-Selective Allosteric EGFR Degraders are Effective Against a Broad Range of Drug-Resistant Mutations. Angew. Chem. Int. Ed. Engl. 2020;59:14481-14489.
Not in our library10.1002/anie.202003500
- 77.
Chen, H. et al. Conformational Constrained 4-(1-Sulfonyl-3-indol)yl-2-phenylaminopyrimidine Derivatives as New Fourth-Generation Epidermal Growth Factor Receptor Inhibitors Targeting T790M/C797S Mutations. J. Med. Chem. (2022).
Not in our library10.1021/acs.jmedchem.2c00168
- 78.
LiverTox: Clinical and Research Information on Drug-Induced Liver Injury. Larotrectinib (Bethesda (MD), 2012).
Not in our library
- 79.
Laetsch TW, et al. Larotrectinib for paediatric solid tumours harbouring NTRK gene fusions: a multicentre, open-label, phase 1 study. Lancet Oncol. 2018;19:705-714.
Not in our library10.1016/s1470-2045(18)30119-0
- 80.
Drilon A, et al. Efficacy of Larotrectinib in TRK Fusion-Positive Cancers in Adults and Children. N. Engl. J. Med. 2018;378:731-739.
Not in our library10.1056/nejmoa1714448
- 81.
Hong DS, et al. Larotrectinib in adult patients with solid tumours: a multi-centre, open-label, phase I dose-escalation study. Ann. Oncol. 2019;30:325-331.
Not in our library10.1093/annonc/mdy539
- 82.
Pan S, et al. Structural Optimization and Structure-Activity Relationship Studies of 6,6-Dimethyl-4-(phenylamino)-6H-pyrimido5,4-b1,4oxazin-7(8H)-one Derivatives as A New Class of Potent Inhibitors of Pan-Trk and Their Drug-Resistant Mutants. J. Med. Chem. 2022;65:2035-2058.
Not in our library10.1021/acs.jmedchem.1c01597
- 83.
Saleem H, et al. The TICking clock of EGFR therapy resistance in glioblastoma: Target Independence or target Compensation. Drug Resist. Updat. 2019;43:29-37.
Not in our library10.1016/j.drup.2019.04.002
- 84.
Liu, Z. et al. Hypofractionated EGFR tyrosine kinase inhibitor limits tumor relapse through triggering innate and adaptive immunity. Sci. Immunol. 4, eaav6473 (2019).
Not in our library10.1126/sciimmunol.aav6473
- 85.
Reguera-Nuñez E, Man S, Xu P, Kerbel RS. Preclinical impact of high dose intermittent antiangiogenic tyrosine kinase inhibitor pazopanib in intrinsically resistant tumor models. Angiogenesis. 2018;21:793-804.
Not in our library10.1007/s10456-018-9623-8
- 86.
Lim SM, Syn NL, Cho BC, Soo RA. Acquired resistance to EGFR targeted therapy in non-small cell lung cancer: Mechanisms and therapeutic strategies. Cancer Treat. Rev. 2018;65:1-10.
Not in our library10.1016/j.ctrv.2018.02.006
- 87.
Vendrell JA, et al. EGFR-dependent mechanisms of resistance to osimertinib determined by ctDNA NGS analysis identify patients with better outcome. Transl. Lung Cancer Res. 2021;10:4084-4094.
Not in our library10.21037/tlcr-21-679
- 88.
Choi Y-R, et al. Early On-Treatment Prediction of the Mechanisms of Acquired Resistance to EGFR Tyrosine Kinase Inhibitors. Cancers. 2022;14:1512.
Not in our library10.3390/cancers14061512
- 89.
- 90.
Stewart EL, et al. Clinical Utility of Patient-Derived Xenografts to Determine Biomarkers of Prognosis and Map Resistance Pathways in EGFR-Mutant Lung Adenocarcinoma. J. Clin. Oncol. 2015;33:2472-2480.
Not in our library10.1200/jco.2014.60.1492
- 91.
- 92.
Papadimitrakopoulou VA, et al. Analysis of resistance mechanisms to osimertinib in patients with EGFR T790M advanced NSCLC from the AURA3 study. Ann. Oncol. 2018;29:viii741.
Not in our library10.1093/annonc/mdy424.064
- 93.
Kehagias P, et al. Abstract 1082: Regorafenib resistance is associated with senescence-like phenotype and EMT in colorectal cancer (CRC). Cancer Res. 2021;81:1082.
Not in our library10.1158/1538-7445.am2021-1082
- 94.
Li B, et al. Conjoined hyperactivation of the RAS and PI3K pathways in advanced GIST. J. Clin. Oncol. 2016;34:e22520-e22520.
Not in our library10.1200/jco.2016.34.15_suppl.e22520
- 95.
Veeraraghavan J, et al. Abstract 1077: Acquired neratinib resistance is associated with acquisition of HER2 and PIK3CA mutations and can be overcome using potent drug combinations in HER2-positive breast cancer models. Cancer Res. 2021;81:1077.
Not in our library10.1158/1538-7445.am2021-1077
- 96.
- 97.
Kim S, et al. Acquired Resistance of MET-Amplified Non-small Cell Lung Cancer Cells to the MET Inhibitor Capmatinib. Cancer Res. Treat. 2019;51:951-962.
Not in our library10.4143/crt.2018.052
- 98.
Park H-R, et al. Acquired Resistance to Third-Generation EGFR Tyrosine Kinase Inhibitors in Patients With De Novo EGFRT790M-Mutant NSCLC. J. Thorac. Oncol. 2021;16:1859-1871.
Not in our library10.1016/j.jtho.2021.06.013
- 99.
Yang L, et al. Synergistic therapeutic effect of combined PDGFR and SGK1 inhibition in metastasis-initiating cells of breast cancer. Cell Death Differ. 2020;27:2066-2080.
Not in our library10.1038/s41418-019-0485-4
- 100.
Lu Y, et al. Hypoxia Induces Resistance to EGFR Inhibitors in Lung Cancer Cells via Upregulation of FGFR1 and the MAPK Pathway. Cancer Res. 2020;80:4655-4667.
Not in our library10.1158/0008-5472.can-20-1192
- 101.
Sato H, et al. MAPK Pathway Alterations Correlate with Poor Survival and Drive Resistance to Therapy in Patients with Lung Cancers Driven by ROS1 Fusions. Clin. Cancer Res. 2020;26:2932-2945.
Not in our library10.1158/1078-0432.ccr-19-3321
- 102.
Mian AA, Zafar U, Ahmed SMA, Ottmann OG, Lalani E-NMA. Oncogene-independent resistance in Philadelphia chromosome - positive (Ph+) acute lymphoblastic leukemia (ALL) is mediated by activation of AKT/mTOR pathway. Neoplasia. 2021;23:1016-1027.
Not in our library10.1016/j.neo.2021.07.009
- 103.
Motzer RJ, et al. Lenvatinib, everolimus, and the combination in patients with metastatic renal cell carcinoma: a randomised, phase 2, open-label, multicentre trial. Lancet Oncol. 2015;16:1473-1482.
Not in our library10.1016/s1470-2045(15)00290-9
- 104.
Hutson TE, et al. A Single-arm, Multicenter, Phase 2 Study of Lenvatinib Plus Everolimus in Patients with Advanced Non-Clear Cell Renal Cell Carcinoma. Eur. Urol. 2021;80:162-170.
Not in our library10.1016/j.eururo.2021.03.015
- 105.
Motzer R, et al. Lenvatinib plus Pembrolizumab or Everolimus for Advanced Renal Cell Carcinoma. N. Engl. J. Med. 2021;384:1289-1300.
Not in our library10.1056/nejmoa2035716
- 106.
Alves R, et al. Everolimus in combination with Imatinib overcomes resistance in Chronic myeloid leukaemia. Med Oncol. 2019;36:30.
Not in our library10.1007/s12032-019-1253-5
- 107.
Fang W, et al. PI3K-AKT-mTOR pathway alterations in advanced NSCLC patients after progression on EGFR-TKI and clinical response to EGFR-TKI plus everolimus combination therapy. Transl. Lung Cancer Res. 2020;9:1258-1267.
Not in our library10.21037/tlcr-20-141
- 108.
Massarelli E, et al. Phase II trial of everolimus and erlotinib in patients with platinum-resistant recurrent and/or metastatic head and neck squamous cell carcinoma. Ann. Oncol. 2015;26:1476-1480.
Not in our library10.1093/annonc/mdv194
- 109.
Kuroshima K, et al. Potential new therapy of Rapalink-1, a new generation mammalian target of rapamycin inhibitor, against sunitinib-resistant renal cell carcinoma. Cancer Sci. 2020;111:1607-1618.
Not in our library10.1111/cas.14395
- 110.
Terp MG, et al. Combined FGFR and Akt pathway inhibition abrogates growth of FGFR1 overexpressing EGFR-TKI-resistant NSCLC cells. NPJ Precis. Oncol. 2021;5:65.
Not in our library10.1038/s41698-021-00208-w
- 111.
Han P, et al. Dual inhibition of Akt and c-Met as a second-line therapy following acquired resistance to sorafenib in hepatocellular carcinoma cells. Mol. Oncol. 2017;11:320-334.
Not in our library10.1002/1878-0261.12039
- 112.
Reck M, Carbone DP, Garassino M, Barlesi F. Targeting KRAS in non-small-cell lung cancer: recent progress and new approaches. Ann. Oncol. 2021;32:1101-1110.
Not in our library10.1016/j.annonc.2021.06.001
- 113.
Rouhimoghadam M, et al. Exploiting LY3009120 and Asciminib Combination to Target TKI-Resistant CML. Blood. 2021;138:3600.
Not in our library10.1182/blood-2021-153353
- 114.
Lebedev T, et al. Growth factor signaling predicts therapy resistance mechanisms and defines neuroblastoma subtypes. Oncogene. 2021;40:6258-6272.
Not in our library10.1038/s41388-021-02018-7
- 115.
Shi P, et al. Overcoming Acquired Resistance to AZD9291, A Third-Generation EGFR Inhibitor, through Modulation of MEK/ERK-Dependent Bim and Mcl-1 Degradation. Clin. Cancer Res. 2017;23:6567-6579.
Not in our library10.1158/1078-0432.ccr-17-1574
- 116.
Lau DK, et al. Rapid Resistance of FGFR-driven Gastric Cancers to Regorafenib and Targeted FGFR Inhibitors can be Overcome by Parallel Inhibition of MEK. Mol. Cancer Ther. 2021;20:704-715.
Not in our library10.1158/1535-7163.mct-20-0836
- 117.
Choi Y-S, et al. Effects of a dabrafenib and erlotinib combination treatment on anaplastic thyroid carcinoma. Endocr. Relat. Cancer. 2022;29:307-319.
Not in our library10.1530/erc-22-0022
- 118.
Vaishnavi A, et al. Inhibition of MEK1/2 Forestalls the Onset of Acquired Resistance to Entrectinib in Multiple Models of NTRK1-Driven Cancer. Cell Rep. 2020;32:107994.
Not in our library10.1016/j.celrep.2020.107994
- 119.
Wu Y, et al. MEK inhibition overcomes resistance to EphA2-targeted therapy in uterine cancer. Gynecol. Oncol. 2021;163:181-190.
Not in our library10.1016/j.ygyno.2021.08.003
- 120.
Kim R, et al. A Phase I Trial of Trametinib in Combination with Sorafenib in Patients with Advanced Hepatocellular Cancer. Oncologist. 2020;25:e1893-e1899.
Not in our library10.1634/theoncologist.2020-0759
- 121.
Morales ML, et al. MEK inhibition enhances the response to tyrosine kinase inhibitors in acute myeloid leukemia. Sci. Rep. 2019;9:18630.
Not in our library10.1038/s41598-019-54901-9
- 122.
Khan HY, et al. Targeting XPO1 and PAK4 in 8505 C Anaplastic Thyroid Cancer Cells: Putative Implications for Overcoming Lenvatinib Therapy Resistance. Int. J. Mol. Sci. 2019;21:237.
Not in our library10.3390/ijms21010237
- 123.
Qu G-P, et al. Dual targeting of MEK and PI3K effectively controls the proliferation of human EGFR-TKI resistant non-small cell lung carcinoma cell lines with different genetic backgrounds. BMC Pulm. Med. 2021;21:208.
Not in our library10.1186/s12890-021-01571-x
- 124.
Mezynski MJ, et al. Targeting the PI3K and MAPK pathways to improve response to HER2-targeted therapies in HER2-positive gastric cancer. J. Transl. Med. 2021;19:184.
Not in our library10.1186/s12967-021-02842-1
- 125.
Ning G, et al. A novel treatment strategy for lapatinib resistance in a subset of HER2-amplified gastric cancer. BMC Cancer. 2021;21:923.
Not in our library10.1186/s12885-021-08283-9
- 126.
Sekino Y, et al. PTEN Is Involved in Sunitinib and Sorafenib Resistance in Renal Cell Carcinoma. Anticancer Res. 2020;40:1943-1951.
Not in our library10.21873/anticanres.14149
- 127.
Zhong J, et al. Potential Resistance Mechanisms Revealed by Targeted Sequencing from Lung Adenocarcinoma Patients with Primary Resistance to Epidermal Growth Factor Receptor (EGFR) Tyrosine Kinase Inhibitors (TKIs). J. Thorac. Oncol. 2017;12:1766-1778.
Not in our library10.1016/j.jtho.2017.07.032
- 128.
Malchers F, et al. Mechanisms of Primary Drug Resistance in FGFR1-Amplified Lung Cancer. Clin. Cancer Res. 2017;23:5527-5536.
Not in our library10.1158/1078-0432.ccr-17-0478
- 129.
Cortot AB, et al. Resistance to irreversible EGF receptor tyrosine kinase inhibitors through a multistep mechanism involving the IGF1R pathway. Cancer Res. 2013;73:834-843.
Not in our library10.1158/0008-5472.can-12-2066
- 130.
Wang W, et al. Reduced PHLPP Expression Leads to EGFR-TKI Resistance in Lung Cancer by Activating PI3K-AKT and MAPK-ERK Dual Signaling. Front. Oncol. 2021;11:665045.
Not in our library10.3389/fonc.2021.665045
- 131.
Liu W, et al. OTUD1 stabilizes PTEN to inhibit the PI3K/AKT and TNF-alpha/NF-kappaB signaling pathways and sensitize ccRCC to TKIs. Int. J. Biol. Sci. 2022;18:1401-1414.
Not in our library10.7150/ijbs.68980
- 132.
Choi J, et al. Transglutaminase 2 induces intrinsic EGFR-TKI resistance in NSCLC harboring EGFR sensitive mutations. Am. J. Cancer Res. 2019;9:1708-1721.
Not in our library
- 133.
Yin X, et al. Histone demethylase RBP2 mediates the blast crisis of chronic myeloid leukemia through an RBP2/PTEN/BCR-ABL cascade. Cell. Signal. 2019;63:109360.
Not in our library10.1016/j.cellsig.2019.109360
- 134.
Kim I-G, et al. Targeting therapy-resistant lung cancer stem cells via disruption of the AKT/TSPYL5/PTEN positive-feedback loop. Commun. Biol. 2021;4:778.
Not in our library10.1038/s42003-021-02303-x
- 135.
Lin X, et al. MiR-452-5p promotes colorectal cancer progression by regulating an ERK/MAPK positive feedback loop. Aging. 2021;13:7608-7626.
Not in our library10.18632/aging.202657
- 136.
Karaca Atabay E, et al. Tyrosine phosphatases regulate resistance to ALK inhibitors in ALK + anaplastic large cell lymphoma. Blood. 2022;139:717-731.
Not in our library10.1182/blood.2020008136
- 137.
- 138.
Mäkelä E, et al. Discovery of a Novel CIP2A Variant (NOCIVA) with Clinical Relevance in Predicting TKI Resistance in Myeloid Leukemias. Clin. Cancer Res. 2021;27:2848-2860.
Not in our library10.1158/1078-0432.ccr-20-3679
- 139.
Fang L, et al. HP-1 inhibits the progression of ccRCC and enhances sunitinib therapeutic effects by suppressing EMT. Carbohydr. Polym. 2019;223:115109.
Not in our library10.1016/j.carbpol.2019.115109
- 140.
Engelman JA, et al. MET amplification leads to gefitinib resistance in lung cancer by activating ERBB3 signaling. Science. 2007;316:1039-1043.
Not in our library10.1126/science.1141478
- 141.
Vaquero J, et al. The IGF2/IR/IGF1R Pathway in Tumor Cells and Myofibroblasts Mediates Resistance to EGFR Inhibition in Cholangiocarcinoma. Clin. Cancer Res. 2018;24:4282-4296.
Not in our library10.1158/1078-0432.ccr-17-3725
- 142.
- 143.
Okura N, et al. ONO-7475, a Novel AXL Inhibitor, Suppresses the Adaptive Resistance to Initial EGFR-TKI Treatment in EGFR-Mutated Non-Small Cell Lung Cancer. Clin. Cancer Res. 2020;26:2244-2256.
Not in our library10.1158/1078-0432.ccr-19-2321
- 144.
Shaw AT, et al. Crizotinib in ROS1-rearranged non-small-cell lung cancer. N. Engl. J. Med. 2014;371:1963-1971.
Not in our library10.1056/nejmoa1406766
- 145.
Piotrowska Z, et al. Landscape of Acquired Resistance to Osimertinib in EGFR-Mutant NSCLC and Clinical Validation of Combined EGFR and RET Inhibition with Osimertinib and BLU-667 for Acquired RET Fusion. Cancer Discov. 2018;8:1529-1539.
Not in our library10.1158/2159-8290.cd-18-1022
- 146.
Lovly CM, et al. Rationale for co-targeting IGF-1R and ALK in ALK fusion-positive lung cancer. Nat. Med. 2014;20:1027-1034.
Not in our library10.1038/nm.3667
- 147.
Liefers-Visser JAL, Meijering RAM, Reyners AKL, van der Zee AGJ, Jong Sde. IGF system targeted therapy: Therapeutic opportunities for ovarian cancer. Cancer Treat. Rev. 2017;60:90-99.
Not in our library10.1016/j.ctrv.2017.08.012
- 148.
Cascone T, et al. The HGF/c-MET Pathway Is a Driver and Biomarker of VEGFR-inhibitor Resistance and Vascular Remodeling in Non-Small Cell Lung Cancer. Clin. Cancer Res. 2017;23:5489-5501.
Not in our library10.1158/1078-0432.ccr-16-3216
- 149.
Lin Y-T, et al. Resistance profiles of anaplastic lymphoma kinase tyrosine kinase inhibitors in advanced non-small-cell lung cancer: a multicenter study using targeted next-generation sequencing. Eur. J. Cancer. 2021;156:1-11.
Not in our library10.1016/j.ejca.2021.06.043
- 150.
Dagogo-Jack I, et al. MET Alterations Are a Recurring and Actionable Resistance Mechanism in ALK-Positive Lung Cancer. Clin. Cancer Res. 2020;26:2535-2545.
Not in our library10.1158/1078-0432.ccr-19-3906
- 151.
Dumas P-Y, et al. Hematopoietic niche drives FLT3-ITD acute myeloid leukemia resistance to quizartinib via STAT5-and hypoxia-dependent upregulation of AXL. Haematologica. 2019;104:2017-2027.
Not in our library10.3324/haematol.2018.205385
- 152.
Banerjee S, et al. KITlow Cells Mediate Imatinib Resistance in Gastrointestinal Stromal Tumor. Mol. Cancer Ther. 2021;20:2035-2048.
Not in our library10.1158/1535-7163.mct-20-0973
- 153.
Su B, et al. Apatinib exhibits synergistic effect with pyrotinib and reverses acquired pyrotinib resistance in HER2-positive gastric cancer via stem cell factor/c-kit signaling and its downstream pathways. Gastric Cancer. 2021;24:352-367.
Not in our library10.1007/s10120-020-01126-9
- 154.
Ruan H, Li S, Bao L, Zhang X. Enhanced YB1/EphA2 axis signaling promotes acquired resistance to sunitinib and metastatic potential in renal cell carcinoma. Oncogene. 2020;39:6113-6128.
Not in our library10.1038/s41388-020-01409-6
- 155.
Ding J, et al. Targeting the EphB4 receptor tyrosine kinase sensitizes HER2-positive breast cancer cells to Lapatinib. Cancer Lett. 2020;475:53-64.
Not in our library10.1016/j.canlet.2020.01.032
- 156.
Leung HW, et al. EPHB2 Activates β-Catenin to Enhance Cancer Stem Cell Properties and Drive Sorafenib Resistance in Hepatocellular Carcinoma. Cancer Res. 2021;81:3229-3240.
Not in our library10.1158/0008-5472.can-21-0184
- 157.
Furlan A, Kherrouche Z, Montagne R, Copin MC, Tulasne D. Thirty years of research on met receptor to move a biomarker from bench to bedside. Cancer Res. 2014;74:6737-6744.
Not in our library10.1158/0008-5472.can-14-1932
- 158.
Liu X, et al. A novel kinase inhibitor, INCB28060, blocks c-MET-dependent signaling, neoplastic activities, and cross-talk with EGFR and HER-3. Clin. Cancer Res. 2011;17:7127-7138.
Not in our library10.1158/1078-0432.ccr-11-1157
- 159.
Feng H, et al. FOXK2 transcriptionally activating VEGFA induces apatinib resistance in anaplastic thyroid cancer through VEGFA/VEGFR1 pathway. Oncogene. 2021;40:6115-6129.
Not in our library10.1038/s41388-021-01830-5
- 160.
- 161.
Koike, N. The Role of Stem Cells in the Hepatobiliary System and in Cancer Development: a Surgeon’s Perspective. In Stem Cells and Cancer in Hepatology (ed. Zheng, Y.) 211–253 (Academic Press, 2018).
Not in our library
- 162.
Beavis PA, Stagg J, Darcy PK, Smyth MJ. CD73: a potent suppressor of antitumor immune responses. Trends Immunol. 2012;33:231-237.
Not in our library10.1016/j.it.2012.02.009
- 163.
Fu Y, et al. Abnormally activated OPN/integrin alphaVbeta3/FAK signalling is responsible for EGFR-TKI resistance in EGFR mutant non-small-cell lung cancer. J. Hematol. Oncol. 2020;13:169.
Not in our library10.1186/s13045-020-01009-7
- 164.
Kumar R, et al. Specific, targetable interactions with the microenvironment influence imatinib-resistant chronic myeloid leukemia. Leukemia. 2020;34:2087-2101.
Not in our library10.1038/s41375-020-0866-1
- 165.
- 166.
Guo G, et al. A TNF-JNK-Axl-ERK signaling axis mediates primary resistance to EGFR inhibition in glioblastoma. Nat. Neurosci. 2017;20:1074-1084.
Not in our library10.1038/nn.4584
- 167.
Ou B, et al. A positive feedback loop of β-catenin/CCR2 axis promotes regorafenib resistance in colorectal cancer. Cell Death Dis. 2019;10:643.
Not in our library10.1038/s41419-019-1906-5
- 168.
- 169.
Yoshida R, et al. Activation of Src signaling mediates acquired resistance to ALK inhibition in lung cancer. Int. J. Oncol. 2017;51:1533-1540.
Not in our library10.3892/ijo.2017.4140
- 170.
Lin C, et al. Nerve growth factor (NGF)-TrkA axis in head and neck squamous cell carcinoma triggers EMT and confers resistance to the EGFR inhibitor erlotinib. Cancer Lett. 2020;472:81-96.
Not in our library10.1016/j.canlet.2019.12.015
- 171.
- 172.
- 173.
Zheng Q, et al. A novel STAT3 inhibitor W2014-S regresses human non-small cell lung cancer xenografts and sensitizes EGFR-TKI acquired resistance. Theranostics. 2021;11:824-840.
Not in our library10.7150/thno.49600
- 174.
Chen J, et al. Single-cell DNA-seq depicts clonal evolution of multiple driver alterations in osimertinib-resistant patients. Ann. Oncol. 2022;33:434-444.
Not in our library10.1016/j.annonc.2022.01.004
- 175.
Abou-Alfa GK, et al. Cabozantinib in Patients with Advanced and Progressing Hepatocellular Carcinoma. N. Engl. J. Med. 2018;379:54-63.
Not in our library10.1056/nejmoa1717002
- 176.
Schöffski P, et al. Activity and safety of the multi-target tyrosine kinase inhibitor cabozantinib in patients with metastatic gastrointestinal stromal tumour after treatment with imatinib and sunitinib: European Organisation for Research and Treatment of Cancer phase II trial 1317 ‘CaboGIST’. Eur. J. Cancer. 2020;134:62-74.
Not in our library10.1016/j.ejca.2020.04.021
- 177.
Yun MR, et al. Repotrectinib Exhibits Potent Antitumor Activity in Treatment-Naïve and Solvent-Front-Mutant ROS1-Rearranged Non-Small Cell Lung Cancer. Clin. Cancer Res. 2020;26:3287-3295.
Not in our library10.1158/1078-0432.ccr-19-2777
- 178.
Shi T, et al. Evaluating the Effect of Lenvatinib on Sorafenib-Resistant Hepatocellular Carcinoma Cells. Int. J. Mol. Sci. 2021;22:13071.
Not in our library10.3390/ijms222313071
- 179.
- 180.
Dumas P-Y, et al. Dual Inhibition of FLT3 and AXL by Gilteritinib Overcomes Hematopoietic Niche-Driven Resistance Mechanisms in FLT3-ITD Acute Myeloid Leukemia. Clin. Cancer Res. 2021;27:6012-6025.
Not in our library10.1158/1078-0432.ccr-20-3114
- 181.
LiverTox: Clinical and Research Information on Drug-Induced Liver Injury. Entrectinib (Bethesda MD, 2012).
Not in our library
- 182.
Li F, Zhu T, Cao B, Wang J, Liang L. Apatinib enhances antitumour activity of EGFR-TKIs in non-small cell lung cancer with EGFR-TKI resistance. Eur. J. Cancer. 2017;84:184-192.
Not in our library10.1016/j.ejca.2017.07.037
- 183.
Ma Y, et al. InsR/IGF1R Pathway Mediates Resistance to EGFR Inhibitors in Glioblastoma. Clin. Cancer Res. 2016;22:1767-1776.
Not in our library10.1158/1078-0432.ccr-15-1677
- 184.
Sequist LV, et al. Osimertinib plus savolitinib in patients with EGFR mutation-positive, MET-amplified, non-small-cell lung cancer after progression on EGFR tyrosine kinase inhibitors: interim results from a multicentre, open-label, phase 1b study. Lancet Oncol. 2020;21:373-386.
Not in our library10.1016/s1470-2045(19)30785-5
- 185.
Wu Y-L, et al. Tepotinib plus gefitinib in patients with EGFR-mutant non-small-cell lung cancer with MET overexpression or MET amplification and acquired resistance to previous EGFR inhibitor (INSIGHT study): an open-label, phase 1b/2, multicentre, randomised trial. Lancet Respir. Med. 2020;8:1132-1143.
Not in our library10.1016/s2213-2600(20)30154-5
- 186.
Jin H, et al. EGFR activation limits the response of liver cancer to lenvatinib. Nature. 2021;595:730-734.
Not in our library10.1038/s41586-021-03741-7
- 187.
Dawson JC, Serrels A, Stupack DG, Schlaepfer DD, Frame MC. Targeting FAK in anticancer combination therapies. Nat. Rev. Cancer. 2021;21:313-324.
Not in our library10.1038/s41568-021-00340-6
- 188.
Suzuki C, et al. Inhibition of EGFR and MEK surmounts entrectinib resistance in a brain metastasis model of NTRK1-rearranged tumor cells. Cancer Sci. 2022;113:2323.
Not in our library10.1111/cas.15354
- 189.
Guo Y, Mehrabi Nasab E, Hassanpour F, Athari SS. Linsitinib and aspirin as the IGF1-R antagonists, inhibit regorafenib-resistant chemotherapy in colon cancer. Saudi J. Biol. Sci. 2022;29:872-877.
Not in our library10.1016/j.sjbs.2021.10.019
- 190.
Chen Z, et al. The natural product berberine synergizes with osimertinib preferentially against MET-amplified osimertinib-resistant lung cancer via direct MET inhibition. Pharmacol. Res. 2022;175:105998.
Not in our library10.1016/j.phrs.2021.105998
- 191.
Saito Y, et al. TAS-116 inhibits oncogenic KIT signalling on the Golgi in both imatinib-naïve and imatinib-resistant gastrointestinal stromal tumours. Br. J. Cancer. 2020;122:658-667.
Not in our library10.1038/s41416-019-0688-y
- 192.
Lee HJ, et al. HSP90 Inhibitor, 17-DMAG, Alone and in Combination with Lapatinib Attenuates Acquired Lapatinib-Resistance in ER-positive, HER2-Overexpressing Breast Cancer Cell Line. Cancers. 2020;12:2630.
Not in our library10.3390/cancers12092630
- 193.
Chen H, et al. Metformin reduces HGF-induced resistance to alectinib via the inhibition of Gab1. Cell Death Dis. 2020;11:111.
Not in our library10.1038/s41419-020-2307-5
- 194.
Arosio G, et al. Synergistic Drug Combinations Prevent Resistance in ALK + Anaplastic Large Cell Lymphoma. Cancers. 2021;13:4422.
Not in our library10.3390/cancers13174422
- 195.
Schwab, M. Encyclopedia of Cancer (Springer Berlin Heidelberg, 2011).
Not in our library
- 196.
Rong X, et al. Molecular Mechanisms of Tyrosine Kinase Inhibitor Resistance Induced by Membranous/Cytoplasmic/Nuclear Translocation of Epidermal Growth Factor Receptor. J. Thorac. Oncol. 2019;14:1766-1783.
Not in our library10.1016/j.jtho.2019.06.014
- 197.
Harvey KF, Zhang X, Thomas DM. The Hippo pathway and human cancer. Nat. Rev. Cancer. 2013;13:246-257.
Not in our library10.1038/nrc3458
- 198.
Shuai S, et al. TIP30 overcomes gefitinib resistance by regulating cytoplasmic and nuclear EGFR signaling in non-small-cell lung cancer. Cancer Sci. 2021;112:4139-4150.
Not in our library10.1111/cas.15000
- 199.
Lee P-C, et al. Targeting PKCδ as a Therapeutic Strategy against Heterogeneous Mechanisms of EGFR Inhibitor Resistance in EGFR-Mutant Lung Cancer. Cancer Cell. 2018;34:954-969.e4.
Not in our library10.1016/j.ccell.2018.11.007
- 200.
Basu A, Pal D. Two faces of protein kinase Cδ: the contrasting roles of PKCδ in cell survival and cell death. SCIENTIFIC WORLD J. 2010;10:2272-2284.
Not in our library10.1100/tsw.2010.214
- 201.
Chen M-K, Hung M-C. Proteolytic cleavage, trafficking, and functions of nuclear receptor tyrosine kinases. FEBS J. 2015;282:3693-3721.
Not in our library10.1111/febs.13342
- 202.
- 203.
Straussman R, et al. Tumour micro-environment elicits innate resistance to RAF inhibitors through HGF secretion. Nature. 2012;487:500-504.
Not in our library10.1038/nature11183
- 204.
Huang W-C, et al. The MEK/ERK/miR-21 Signaling Is Critical in Osimertinib Resistance in EGFR-Mutant Non-Small Cell Lung Cancer Cells. Cancers. 2021;13:6005.
Not in our library10.3390/cancers13236005
- 205.
Sepe P, et al. Prospective Translational Study Investigating Molecular PrEdictors of Resistance to First-Line PazopanIb in Metastatic reNal CEll Carcinoma (PIPELINE Study). Am. J. Clin. Oncol. 2020;43:621-627.
Not in our library10.1097/coc.0000000000000719
- 206.
Shintani Y, et al. IL-6 Secreted from Cancer-Associated Fibroblasts Mediates Chemoresistance in NSCLC by Increasing Epithelial-Mesenchymal Transition Signaling. J. Thorac. Oncol. 2016;11:1482-1492.
Not in our library10.1016/j.jtho.2016.05.025
- 207.
Yamada D, et al. Role of crosstalk between interleukin-6 and transforming growth factor-beta 1 in epithelial-mesenchymal transition and chemoresistance in biliary tract cancer. Eur. J. Cancer. 2013;49:1725-1740.
Not in our library10.1016/j.ejca.2012.12.002
- 208.
Zhang R, et al. STMN1 upregulation mediates hepatocellular carcinoma and hepatic stellate cell crosstalk to aggravate cancer by triggering the MET pathway. Cancer Sci. 2020;111:406-417.
Not in our library10.1111/cas.14262
- 209.
Gao L, et al. The BAFF/NFκB axis is crucial to interactions between sorafenib-resistant HCC cells and cancer-associated fibroblasts. Cancer Sci. 2021;112:3545-3554.
Not in our library10.1111/cas.15041
- 210.
Yi Y, et al. Cancer-associated fibroblasts promote epithelial-mesenchymal transition and EGFR-TKI resistance of non-small cell lung cancers via HGF/IGF-1/ANXA2 signaling. Biochim. Biophys. Acta Mol. Basis Dis. 2018;1864:793-803.
Not in our library10.1016/j.bbadis.2017.12.021
- 211.
Oshi M, et al. Annexin A1 Expression Is Associated with Epithelial-Mesenchymal Transition (EMT), Cell Proliferation, Prognosis, and Drug Response in Pancreatic Cancer. Cells. 2021;10:653.
Not in our library10.3390/cells10030653
- 212.
Song M, et al. Cancer-Associated Fibroblast-Mediated Cellular Crosstalk Supports Hepatocellular Carcinoma Progression. Hepatology. 2021;73:1717-1735.
Not in our library10.1002/hep.31792
- 213.
Watson SS, et al. Microenvironment-Mediated Mechanisms of Resistance to HER2 Inhibitors Differ between HER2 + Breast Cancer Subtypes. Cell Syst. 2018;6:329-342.e6.
Not in our library10.1016/j.cels.2018.02.001
- 214.
Joosten SC, et al. Resistance to sunitinib in renal cell carcinoma: From molecular mechanisms to predictive markers and future perspectives. Biochim. Biophys. Acta. 2015;1855:1-16.
Not in our library10.1016/j.bbcan.2014.11.002
- 215.
Makhov P, et al. Resistance to Systemic Therapies in Clear Cell Renal Cell Carcinoma: Mechanisms and Management Strategies. Mol. Cancer Ther. 2018;17:1355-1364.
Not in our library10.1158/1535-7163.mct-17-1299
- 216.
Yin X, et al. Metformin enhances gefitinib efficacy by interfering with interactions between tumor-associated macrophages and head and neck squamous cell carcinoma cells. Cell. Oncol. (Dordr.). 2019;42:459-475.
Not in our library10.1007/s13402-019-00446-y
- 217.
Ma S, et al. Epiregulin confers EGFR-TKI resistance via EGFR/ErbB2 heterodimer in non-small cell lung cancer. Oncogene. 2021;40:2596-2609.
Not in our library10.1038/s41388-021-01734-4
- 218.
Massip-Copiz M, Clauzure M, Valdivieso ÁG, Santa-Coloma TA. Epiregulin (EREG) is upregulated through an IL-1β autocrine loop in Caco-2 epithelial cells with reduced CFTR function. J. Cell. Biochem. 2018;119:2911-2922.
Not in our library10.1002/jcb.26483
- 219.
Liu S, et al. EREG-driven oncogenesis of Head and Neck Squamous Cell Carcinoma exhibits higher sensitivity to Erlotinib therapy. Theranostics. 2020;10:10589-10605.
Not in our library10.7150/thno.47176
- 220.
- 221.
Zhang, Z. et al. ‘γδTcells-IL-17A-Neutrophils’ Axis Drive Immunosuppression and Confer VEGFR2-TKI Refractoriness to Breast Cancer Therapy. SSRN. 10.2139/ssrn.3548733 (2020).
Not in our library
- 222.
Zhou S-L, et al. Tumor-Associated Neutrophils Recruit Macrophages and T-Regulatory Cells to Promote Progression of Hepatocellular Carcinoma and Resistance to Sorafenib. Gastroenterology. 2016;150:1646-1658.e17.
Not in our library10.1053/j.gastro.2016.02.040
- 223.
Gao Y, et al. CCL22 signaling contributes to sorafenib resistance in hepatitis B virus-associated hepatocellular carcinoma. Pharmacol. Res. 2020;157:104800.
Not in our library10.1016/j.phrs.2020.104800
- 224.
Yang P, et al. TGF-β-miR-34a-CCL22 signaling-induced Treg cell recruitment promotes venous metastases of HBV-positive hepatocellular carcinoma. Cancer Cell. 2012;22:291-303.
Not in our library10.1016/j.ccr.2012.07.023
- 225.
Gao Y, et al. Intratumoral stem-like CCR4 + regulatory T cells orchestrate the immunosuppressive microenvironment in HCC associated with hepatitis B. J. Hepatol. 2022;76:148-159.
Not in our library10.1016/j.jhep.2021.08.029
- 226.
Lei X, et al. Immune cells within the tumor microenvironment: Biological functions and roles in cancer immunotherapy. Cancer Lett. 2020;470:126-133.
Not in our library10.1016/j.canlet.2019.11.009
- 227.
Ko JS, et al. Direct and differential suppression of myeloid-derived suppressor cell subsets by sunitinib is compartmentally constrained. Cancer Res. 2010;70:3526-3536.
Not in our library10.1158/0008-5472.can-09-3278
- 228.
Xin H, et al. Sunitinib inhibition of Stat3 induces renal cell carcinoma tumor cell apoptosis and reduces immunosuppressive cells. Cancer Res. 2009;69:2506-2513.
Not in our library10.1158/0008-5472.can-08-4323
- 229.
Feng PH, et al. S100A9(+) MDSC and TAM-mediated EGFR-TKI resistance in lung adenocarcinoma: the role of RELB. Oncotarget. 2018;9:7631-7643.
Not in our library10.18632/oncotarget.24146
- 230.
Eluard B, et al. The alternative RelB NF-κB subunit is a novel critical player in diffuse large B-cell lymphoma. Blood. 2022;139:384-398.
Not in our library10.1182/blood.2020010039
- 231.
Ge Q-L, et al. RelB/NF-κB links cell cycle transition and apoptosis to endometrioid adenocarcinoma tumorigenesis. Cell Death Dis. 2016;7:e2402.
Not in our library10.1038/cddis.2016.309
- 232.
- 233.
Chen R, et al. Modulation of the tumour microenvironment in hepatocellular carcinoma by tyrosine kinase inhibitors: from modulation to combination therapy targeting the microenvironment. Cancer Cell Int. 2022;22:73.
Not in our library10.1186/s12935-021-02435-4
- 234.
Rini BI, et al. Pembrolizumab plus Axitinib versus Sunitinib for Advanced Renal-Cell Carcinoma. N. Engl. J. Med. 2019;380:1116-1127.
Not in our library10.1056/nejmoa1816714
- 235.
Makker V, et al. Lenvatinib Plus Pembrolizumab in Patients With Advanced Endometrial Cancer. J. Clin. Oncol. 2020;38:2981-2992.
Not in our library10.1200/jco.19.02627
- 236.
Makker V, et al. Lenvatinib plus Pembrolizumab for Advanced Endometrial Cancer. N. Engl. J. Med. 2022;386:437-448.
Not in our library10.1056/nejmoa2108330
- 237.
Lee C-H, et al. Lenvatinib plus pembrolizumab in patients with either treatment-naive or previously treated metastatic renal cell carcinoma (Study 111/KEYNOTE-146): a phase 1b/2 study. Lancet Oncol. 2021;22:946-958.
Not in our library10.1016/s1470-2045(21)00241-2
- 238.
Makker V, et al. Lenvatinib plus pembrolizumab in patients with advanced endometrial cancer: an interim analysis of a multicentre, open-label, single-arm, phase 2 trial. Lancet Oncol. 2019;20:711-718.
Not in our library10.1016/s1470-2045(19)30020-8
- 239.
Finn RS, et al. Phase Ib Study of Lenvatinib Plus Pembrolizumab in Patients With Unresectable Hepatocellular Carcinoma. J. Clin. Oncol. 2020;38:2960-2970.
Not in our library10.1200/jco.20.00808
- 240.
Gettinger S, et al. Nivolumab Plus Erlotinib in Patients With EGFR-Mutant Advanced NSCLC. J. Thorac. Oncol. 2018;13:1363-1372.
Not in our library10.1016/j.jtho.2018.05.015
- 241.
Cui Q, et al. Osimertinib Rechallenge With Bevacizumab vs. Chemotherapy Plus Bevacizumab in EGFR-Mutant NSCLC Patients With Osimertinib Resistance. Front. Pharmacol. 2021;12:746707.
Not in our library10.3389/fphar.2021.746707
- 242.
Zhao S, et al. Low-Dose Apatinib Optimizes Tumor Microenvironment and Potentiates Antitumor Effect of PD-1/PD-L1 Blockade in Lung Cancer. Cancer Immunol. Res. 2019;7:630-643.
Not in our library10.1158/2326-6066.cir-17-0640
- 243.
Oshima Y, Tanimoto T, Yuji K, Tojo A. EGFR-TKI-Associated Interstitial Pneumonitis in Nivolumab-Treated Patients With Non-Small Cell Lung Cancer. JAMA Oncol. 2018;4:1112-1115.
Not in our library10.1001/jamaoncol.2017.4526
- 244.
Bertol BC, et al. Lenvatinib Plus Anti-PD-1 Combination Therapy for Advanced Cancers: Defining Mechanisms of Resistance in an Inducible Transgenic Model of Thyroid Cancer. Thyroid. 2022;32:153-163.
Not in our library10.1089/thy.2021.0371
- 245.
Mittal V. Epithelial Mesenchymal Transition in Tumor Metastasis. Annu. Rev. Pathol. 2018;13:395-412.
Not in our library10.1146/annurev-pathol-020117-043854
- 246.
Lamouille S, Xu J, Derynck R. Molecular mechanisms of epithelial-mesenchymal transition. Nat. Rev. Mol. Cell Biol. 2014;15:178-196.
Not in our library10.1038/nrm3758
- 247.
Tulchinsky E, Demidov O, Kriajevska M, Barlev NA, Imyanitov E. EMT: A mechanism for escape from EGFR-targeted therapy in lung cancer. Biochim. Biophys. Acta Rev. Cancer. 2019;1871:29-39.
Not in our library10.1016/j.bbcan.2018.10.003
- 248.
- 249.
Weng CH, et al. Epithelial-mesenchymal transition (EMT) beyond EGFR mutations per se is a common mechanism for acquired resistance to EGFR TKI. Oncogene. 2019;38:455-468.
Not in our library10.1038/s41388-018-0454-2
- 250.
Hwang HS, et al. Epithelial-mesenchymal transition as a mechanism of resistance to tyrosine kinase inhibitors in clear cell renal cell carcinoma. Lab. Invest. 2019;99:659-670.
Not in our library10.1038/s41374-019-0188-y
- 251.
Hänze J, Henrici M, Hegele A, Hofmann R, Olbert PJ. Epithelial mesenchymal transition status is associated with anti-cancer responses towards receptor tyrosine-kinase inhibition by dovitinib in human bladder cancer cells. BMC Cancer. 2013;13:589.
Not in our library10.1186/1471-2407-13-589
- 252.
Yochum ZA, et al. Targeting the EMT transcription factor TWIST1 overcomes resistance to EGFR inhibitors in EGFR-mutant non-small-cell lung cancer. Oncogene. 2019;38:656-670.
Not in our library10.1038/s41388-018-0482-y
- 253.
Tanaka K, et al. Targeting Aurora B kinase prevents and overcomes resistance to EGFR inhibitors in lung cancer by enhancing BIM- and PUMA-mediated apoptosis. Cancer Cell. 2021;39:1245-1261.e6.
Not in our library10.1016/j.ccell.2021.07.006
- 254.
Soucheray M, et al. Intratumoral Heterogeneity in EGFR-Mutant NSCLC Results in Divergent Resistance Mechanisms in Response to EGFR Tyrosine Kinase Inhibition. Cancer Res. 2015;75:4372-4383.
Not in our library10.1158/0008-5472.can-15-0377
- 255.
Dopeso H, et al. PHD3 Controls Lung Cancer Metastasis and Resistance to EGFR Inhibitors through TGFα. Cancer Res. 2018;78:1805-1819.
Not in our library10.1158/0008-5472.can-17-1346
- 256.
Oh H, et al. Therapy-Induced Transdifferentiation Promotes Glioma Growth Independent of EGFR Signaling. Cancer Res. 2021;81:1528-1539.
Not in our library10.1158/0008-5472.can-20-1810
- 257.
Dufies M, et al. Plk1, upregulated by HIF-2, mediates metastasis and drug resistance of clear cell renal cell carcinoma. Commun. Biol. 2021;4:166.
Not in our library10.1038/s42003-021-01653-w
- 258.
Yang M-H, et al. Direct regulation of TWIST by HIF-1alpha promotes metastasis. Nat. Cell Biol. 2008;10:295-305.
Not in our library10.1038/ncb1691
- 259.
Peng P-H, Chieh-Yu Lai J, Hsu K-W, Wu K-J. Hypoxia-induced lncRNA RP11-390F4.3 promotes epithelial-mesenchymal transition (EMT) and metastasis through upregulating EMT regulators. Cancer Lett. 2020;483:35-45.
Not in our library10.1016/j.canlet.2020.04.014
- 260.
- 261.
- 262.
- 263.
Clement MS, Gammelgaard KR, Nielsen AL, Sorensen BS. Epithelial-to-mesenchymal transition is a resistance mechanism to sequential MET-TKI treatment of MET-amplified EGFR-TKI resistant non-small cell lung cancer cells. Transl. Lung Cancer Res. 2020;9:1904-1914.
Not in our library10.21037/tlcr-20-522
- 264.
Lee YS, et al. Anti-cancer Effects of HNHA and Lenvatinib by the Suppression of EMT-Mediated Drug Resistance in Cancer Stem Cells. Neoplasia. 2018;20:197-206.
Not in our library10.1016/j.neo.2017.12.003
- 265.
Zhang Z, et al. Activation of the AXL kinase causes resistance to EGFR-targeted therapy in lung cancer. Nat. Genet. 2012;44:852-860.
Not in our library10.1038/ng.2330
- 266.
Nakamichi S, et al. Overcoming drug-tolerant cancer cell subpopulations showing AXL activation and epithelial-mesenchymal transition is critical in conquering ALK-positive lung cancer. Oncotarget. 2018;9:27242-27255.
Not in our library10.18632/oncotarget.25531
- 267.
Pinato DJ, et al. Integrated analysis of multiple receptor tyrosine kinases identifies Axl as a therapeutic target and mediator of resistance to sorafenib in hepatocellular carcinoma. Br. J. Cancer. 2019;120:512-521.
Not in our library10.1038/s41416-018-0373-6
- 268.
Serizawa M, Takahashi T, Yamamoto N, Koh Y. Combined treatment with erlotinib and a transforming growth factor-β type I receptor inhibitor effectively suppresses the enhanced motility of erlotinib-resistant non-small-cell lung cancer cells. J. Thorac. Oncol. 2013;8:259-269.
Not in our library10.1097/jto.0b013e318279e942
- 269.
Goyette M-A, et al. The Receptor Tyrosine Kinase AXL Is Required at Multiple Steps of the Metastatic Cascade during HER2-Positive Breast Cancer Progression. Cell Rep. 2018;23:1476-1490.
Not in our library10.1016/j.celrep.2018.04.019
- 270.
Goyette M-A, et al. Targeting Axl favors an antitumorigenic microenvironment that enhances immunotherapy responses by decreasing Hif-1α levels. Proc. Natl Acad. Sci. USA. 2021;118:e2023868118.
Not in our library10.1073/pnas.2023868118
- 271.
Konen JM, et al. Dual Inhibition of MEK and AXL Targets Tumor Cell Heterogeneity and Prevents Resistant Outgrowth Mediated by the Epithelial-to-Mesenchymal Transition in NSCLC. Cancer Res. 2021;81:1398-1412.
Not in our library10.1158/0008-5472.can-20-1895
- 272.
Wang CY, et al. Alisertib inhibits migration and invasion of EGFR-TKI resistant cells by partially reversing the epithelial-mesenchymal transition. Biochim. Biophys. Acta Mol. Cell Res. 2021;1868:119016.
Not in our library10.1016/j.bbamcr.2021.119016
- 273.
Martínez-Reyes I, Chandel NS. Cancer metabolism: looking forward. Nat. Rev. Cancer. 2021;21:669-680.
Not in our library10.1038/s41568-021-00378-6
- 274.
Noel BM, et al. Multiomic Profiling of Tyrosine Kinase Inhibitor-Resistant K562 Cells Suggests Metabolic Reprogramming To Promote Cell Survival. J. Proteome Res. 2019;18:1842-1856.
Not in our library10.1021/acs.jproteome.9b00028
- 275.
Apicella M, et al. Increased Lactate Secretion by Cancer Cells Sustains Non-cell-autonomous Adaptive Resistance to MET and EGFR Targeted Therapies. Cell Metab. 2018;28:848-865.e6.
Not in our library10.1016/j.cmet.2018.08.006
- 276.
Ishibashi K, et al. MP72-05 IL-6-Triggered positive feedback loop for nfκb signaling induces tki resistance through metabolic alterations on renal cell carcinoma cells. J. Urol. 2018;199:e953-e954.
Not in our library10.1016/j.juro.2018.02.2289
- 277.
Sofer S, et al. A genome-wide CRISPR activation screen reveals Hexokinase 1 as a critical factor in promoting resistance to multi-kinase inhibitors in hepatocellular carcinoma cells. FASEB J. 2022;36:e22191.
Not in our library10.1096/fj.202101507rr
- 278.
Gao R, et al. USP29-mediated HIF1α stabilization is associated with Sorafenib resistance of hepatocellular carcinoma cells by upregulating glycolysis. Oncogenesis. 2021;10:52.
Not in our library10.1038/s41389-021-00338-7
- 279.
Tong L, et al. PKM2 Mediates Chronic Myeloid Leukemia Imatinib Resistance By Regulating Glycolysis Energy Metabolism. Blood. 2018;132:1724.
Not in our library10.1182/blood-2018-99-113960
- 280.
Li Q, et al. Nuclear PKM2 contributes to gefitinib resistance via upregulation of STAT3 activation in colorectal cancer. Sci. Rep. 2015;5:16082.
Not in our library10.1038/srep16082
- 281.
Lynch CJ, et al. Role of hepatic carbonic anhydrase in de novo lipogenesis. Biochem. J. 1995;310:197-202.
Not in our library10.1042/bj3100197
- 282.
Rostovtseva TK, et al. Synuclein Shows High Affinity Interaction with Voltage-dependent Anion Channel, Suggesting Mechanisms of Mitochondrial Regulation and Toxicity in Parkinson Disease. J. Biol. Chem. 2015;290:18467-18477.
Not in our library10.1074/jbc.m115.641746
- 283.
- 284.
Kim S, et al. Enhanced Sensitivity of Nonsmall Cell Lung Cancer with Acquired Resistance to Epidermal Growth Factor Receptor-Tyrosine Kinase Inhibitors to Phenformin: The Roles of a Metabolic Shift to Oxidative Phosphorylation and Redox Balance. Oxid. Med. Cell. Longev. 2021;2021:5428364.
Not in our library10.1155/2021/5428364
- 285.
- 286.
Iyer SR, et al. MYC promotes tyrosine kinase inhibitor resistance in ROS1 fusion-positive lung cancer. Mol. Cancer Res. 2022;20:722-734.
Not in our library10.1158/1541-7786.mcr-22-0025
- 287.
Leone RD, et al. Glutamine blockade induces divergent metabolic programs to overcome tumor immune evasion. Science. 2019;366:1013-1021.
Not in our library10.1126/science.aav2588
- 288.
Rysman E, et al. De novo lipogenesis protects cancer cells from free radicals and chemotherapeutics by promoting membrane lipid saturation. Cancer Res. 2010;70:8117-8126.
Not in our library10.1158/0008-5472.can-09-3871
- 289.
Xu C, et al. Lipidomics reveals that sustained SREBP-1-dependent lipogenesis is a key mediator of gefitinib-acquired resistance in EGFR-mutant lung cancer. Cell Death Discov. 2021;7:353.
Not in our library10.1038/s41420-021-00744-1
- 290.
- 291.
Wang M-S, et al. PPARα agonist fenofibrate relieves acquired resistance to gefitinib in non-small cell lung cancer by promoting apoptosis via PPARα/AMPK/AKT/FoxO1 pathway. Acta Pharmacol. Sin. 2022;43:167-176.
Not in our library10.1038/s41401-021-00638-z
- 292.
- 293.
Swinnen JV, Dehairs J, Talebi A. Membrane Lipid Remodeling Takes Center Stage in Growth Factor Receptor-Driven Cancer Development. Cell Metab. 2019;30:407-408.
Not in our library10.1016/j.cmet.2019.08.016
- 294.
Cai P, et al. Comparative Proteomics Analysis Reveals the Reversal Effect of Cryptotanshinone on Gefitinib-Resistant Cells in Epidermal Growth Factor Receptor-Mutant Lung Cancer. Front. Pharmacol. 2022;13:837055.
Not in our library10.3389/fphar.2022.837055
- 295.
- 296.
Xu Q, et al. HNF4α regulates sulfur amino acid metabolism and confers sensitivity to methionine restriction in liver cancer. Nat. Commun. 2020;11:3978.
Not in our library10.1038/s41467-020-17818-w
- 297.
Gao X, et al. Dietary methionine influences therapy in mouse cancer models and alters human metabolism. Nature. 2019;572:397-401.
Not in our library10.1038/s41586-019-1437-3
- 298.
Ge X, et al. Fumarate inhibits PTEN to promote tumorigenesis and therapeutic resistance of type2 papillary renal cell carcinoma. Mol. Cell. 2022;82:1249-1260.
Not in our library10.1016/j.molcel.2022.01.029
- 299.
- 300.
Martinez-Outschoorn UE, Peiris-Pagés M, Pestell RG, Sotgia F, Lisanti MP. Cancer metabolism: a therapeutic perspective. Nat. Rev. Clin. Oncol. 2017;14:11-31.
Not in our library10.1038/nrclinonc.2016.60
- 301.
Rinschen MM, Ivanisevic J, Giera M, Siuzdak G. Identification of bioactive metabolites using activity metabolomics. Nat. Rev. Mol. Cell Biol. 2019;20:353-367.
Not in our library10.1038/s41580-019-0108-4
- 302.
Yang Q-J, et al. Serum and urine metabolomics study reveals a distinct diagnostic model for cancer cachexia. J. Cachexia Sarcopenia Muscle. 2018;9:71-85.
Not in our library10.1002/jcsm.12246
- 303.
- 304.
- 305.
Li X, et al. BIM Deletion Polymorphism Confers Resistance to Osimertinib in EGFR T790M Lung Cancer: a Case Report and Literature Review. Target. Oncol. 2018;13:517-523.
Not in our library10.1007/s11523-018-0573-2
- 306.
Su Y, et al. Targeting PI3K, mTOR, ERK, and Bcl-2 signaling network shows superior antileukemic activity against AML ex vivo. Biochem. Pharmacol. 2018;148:13-26.
Not in our library10.1016/j.bcp.2017.11.022
- 307.
Cruz-Gordillo P, Honeywell ME, Harper NW, Leete T, Lee MJ. ELP-dependent expression of MCL1 promotes resistance to EGFR inhibition in triple-negative breast cancer cells. Sci. Signal. 2020;13:eabb9820.
Not in our library10.1126/scisignal.abb9820
- 308.
Chen H, et al. Vorinostat and metformin sensitize EGFR-TKI resistant NSCLC cells via BIM-dependent apoptosis induction. Oncotarget. 2017;8:93825-93838.
Not in our library10.18632/oncotarget.21225
- 309.
Ma G, et al. Overcoming acquired resistance to third-generation EGFR inhibitors by targeting activation of intrinsic apoptotic pathway through Mcl-1 inhibition, Bax activation, or both. Oncogene. 2022;41:1691-1700.
Not in our library10.1038/s41388-022-02200-5
- 310.
Tanimoto A, et al. Proteasome Inhibition Overcomes ALK-TKI Resistance in ALK-Rearranged/TP53-Mutant NSCLC via Noxa Expression. Clin. Cancer Res. 2021;27:1410-1420.
Not in our library10.1158/1078-0432.ccr-20-2853
- 311.
Song X, et al. Mcl-1 inhibition overcomes intrinsic and acquired regorafenib resistance in colorectal cancer. Theranostics. 2020;10:8098-8110.
Not in our library10.7150/thno.45363
- 312.
Im J-Y, et al. DGG-100629 inhibits lung cancer growth by suppressing the NFATc1/DDIAS/STAT3 pathway. Exp. Mol. Med. 2021;53:643-653.
Not in our library10.1038/s12276-021-00601-2
- 313.
Zheng L, et al. Piperlongumine synergistically enhances the antitumour activity of sorafenib by mediating ROS-AMPK activation and targeting CPSF7 in liver cancer. Pharmacol. Res. 2022;177:106140.
Not in our library10.1016/j.phrs.2022.106140
- 314.
Paliouras AR, et al. Vulnerability of drug-resistant EML4-ALK rearranged lung cancer to transcriptional inhibition. EMBO Mol. Med. 2020;12:e11099.
Not in our library10.15252/emmm.201911099
- 315.
Sun B, et al. Inhibition of the transcriptional kinase CDK7 overcomes therapeutic resistance in HER2-positive breast cancers. Oncogene. 2020;39:50-63.
Not in our library10.1038/s41388-019-0953-9
- 316.
Li H, et al. CDK12 inhibition enhances sensitivity of HER2 + breast cancers to HER2-tyrosine kinase inhibitor via suppressing PI3K/AKT. Eur. J. Cancer. 2021;145:92-108.
Not in our library10.1016/j.ejca.2020.11.045
- 317.
Friedmann Angeli JP, Krysko DV, Conrad M. Ferroptosis at the crossroads of cancer-acquired drug resistance and immune evasion. Nat. Rev. Cancer. 2019;19:405-414.
Not in our library10.1038/s41568-019-0149-1
- 318.
Chen X, Kang R, Kroemer G, Tang D. Broadening horizons: the role of ferroptosis in cancer. Nat. Rev. Clin. Oncol. 2021;18:280-296.
Not in our library10.1038/s41571-020-00462-0
- 319.
Sun X, et al. Activation of the p62-Keap1-NRF2 pathway protects against ferroptosis in hepatocellular carcinoma cells. Hepatology. 2016;63:173-184.
Not in our library10.1002/hep.28251
- 320.
Cai S, et al. SIRT6 silencing overcomes resistance to sorafenib by promoting ferroptosis in gastric cancer. Biochem. Biophys. Res. Commun. 2021;577:158-164.
Not in our library10.1016/j.bbrc.2021.08.080
- 321.
Ge W, et al. iASPP Is an Antioxidative Factor and Drives Cancer Growth and Drug Resistance by Competing with Nrf2 for Keap1 Binding. Cancer Cell. 2017;32:561-573.e6.
Not in our library10.1016/j.ccell.2017.09.008
- 322.
Sun X, et al. Metallothionein-1G facilitates sorafenib resistance through inhibition of ferroptosis. Hepatology. 2016;64:488-500.
Not in our library10.1002/hep.28574
- 323.
- 324.
Ma C-S, et al. NRF2-GPX4/SOD2 axis imparts resistance to EGFR-tyrosine kinase inhibitors in non-small-cell lung cancer cells. Acta Pharmacol. Sin. 2021;42:613-623.
Not in our library10.1038/s41401-020-0443-1
- 325.
Huang W, et al. ABCC5 facilitates the acquired resistance of sorafenib through the inhibition of SLC7A11-induced ferroptosis in hepatocellular carcinoma. Neoplasia. 2021;23:1227-1239.
Not in our library10.1016/j.neo.2021.11.002
- 326.
- 327.
- 328.
Hotamisligil GS, Bernlohr DA. Metabolic functions of FABPs—mechanisms and therapeutic implications. Nat. Rev. Endocrinol. 2015;11:592-605.
Not in our library10.1038/nrendo.2015.122
- 329.
Gao M, et al. Role of Mitochondria in Ferroptosis. Mol. Cell. 2019;73:354-363.e3.
Not in our library10.1016/j.molcel.2018.10.042
- 330.
Byun J-K, et al. Macropinocytosis is an alternative pathway of cysteine acquisition and mitigates sorafenib-induced ferroptosis in hepatocellular carcinoma. J. Exp. Clin. Cancer Res. 2022;41:98.
Not in our library10.1186/s13046-022-02296-3
- 331.
Viswanathan VS, et al. Dependency of a therapy-resistant state of cancer cells on a lipid peroxidase pathway. Nature. 2017;547:453-457.
Not in our library10.1038/nature23007
- 332.
- 333.
Hangauer MJ, et al. Drug-tolerant persister cancer cells are vulnerable to GPX4 inhibition. Nature. 2017;551:247-250.
Not in our library10.1038/nature24297
- 334.
Zhang C, et al. Identification of GPX4 as a therapeutic target for lung adenocarcinoma after EGFR-TKI resistance. Transl. Lung Cancer Res. 2022;11:786-801.
Not in our library10.21037/tlcr-22-318
- 335.
- 336.
- 337.
Woodley K, et al. Mannose Metabolism Is a Metabolic Vulnerability Unveiled By Standard and Novel Therapies in Acute Myeloid Leukemia. Blood. 2021;138:508.
Not in our library10.1182/blood-2021-148489
- 338.
Janku F, McConkey DJ, Hong DS, Kurzrock R. Autophagy as a target for anticancer therapy. Nat. Rev. Clin. Oncol. 2011;8:528-539.
Not in our library10.1038/nrclinonc.2011.71
- 339.
- 340.
- 341.
Hu X, et al. Blocking autophagy improves the anti-tumor activity of afatinib in lung adenocarcinoma with activating EGFR mutations in vitro and in vivo. Sci. Rep. 2017;7:4559.
Not in our library10.1038/s41598-017-04258-8
- 342.
Guti E, et al. The multitargeted receptor tyrosine kinase inhibitor sunitinib induces resistance of HER2 positive breast cancer cells to trastuzumab-mediated ADCC. Cancer Immunol. Immunother. 2022;71:2151-2168.
Not in our library10.1007/s00262-022-03146-z
- 343.
Heydt Q, et al. Oncogenic FLT3-ITD supports autophagy via ATF4 in acute myeloid leukemia. Oncogene. 2018;37:787-797.
Not in our library10.1038/onc.2017.376
- 344.
Ma R, et al. GATA6-upregulating autophagy promotes TKI resistance in nonsmall cell lung cancer. Cancer Biol. Ther. 2019;20:1206-1212.
Not in our library10.1080/15384047.2019.1599665
- 345.
Lotsberg ML, et al. AXL Targeting Abrogates Autophagic Flux and Induces Immunogenic Cell Death in Drug-Resistant Cancer Cells. J. Thorac. Oncol. 2020;15:973-999.
Not in our library10.1016/j.jtho.2020.01.015
- 346.
Ianniciello A, et al. ULK1 inhibition promotes oxidative stress-induced differentiation and sensitizes leukemic stem cells to targeted therapy. Sci. Transl. Med. 2021;13:eabd5016.
Not in our library10.1126/scitranslmed.abd5016
- 347.
Wu H, et al. Mitophagy promotes sorafenib resistance through hypoxia-inducible ATAD3A dependent Axis. J. Exp. Clin. Cancer Res. 2020;39:274.
Not in our library10.1186/s13046-020-01768-8
- 348.
Mukai S, et al. Macrolides sensitize EGFR-TKI-induced non-apoptotic cell death via blocking autophagy flux in pancreatic cancer cell lines. Int. J. Oncol. 2016;48:45-54.
Not in our library10.3892/ijo.2015.3237
- 349.
Horne GA, et al. A randomised phase II trial of hydroxychloroquine and imatinib versus imatinib alone for patients with chronic myeloid leukaemia in major cytogenetic response with residual disease. Leukemia. 2020;34:1775-1786.
Not in our library10.1038/s41375-019-0700-9
- 350.
Wei Y, et al. EGFR-mediated Beclin 1 phosphorylation in autophagy suppression, tumor progression, and tumor chemoresistance. Cell. 2013;154:1269-1284.
Not in our library10.1016/j.cell.2013.08.015
- 351.
- 352.
Li D, et al. Cholesterol sensor SCAP contributes to sorafenib resistance by regulating autophagy in hepatocellular carcinoma. J. Exp. Clin. Cancer Res. 2022;41:116.
Not in our library10.1186/s13046-022-02306-4
- 353.
- 354.
Maggi F, et al. The effects of cannabidiol via TRPV2 channel in chronic myeloid leukemia cells and its combination with imatinib. Cancer Sci. 2022;113:1235-1249.
Not in our library10.1111/cas.15257
- 355.
Larrue C, et al. Proteasome inhibitors induce FLT3-ITD degradation through autophagy in AML cells. Blood. 2016;127:882-892.
Not in our library10.1182/blood-2015-05-646497
- 356.
Chen Y, et al. Erb-b2 Receptor Tyrosine Kinase 2 (ERBB2) Promotes ATG12-Dependent Autophagy Contributing to Treatment Resistance of Breast Cancer Cells. Cancers. 2021;13:1038.
Not in our library10.3390/cancers13051038
- 357.
Rubinsztein DC, Codogno P, Levine B. Autophagy modulation as a potential therapeutic target for diverse diseases. Nat. Rev. Drug Discov. 2012;11:709-730.
Not in our library10.1038/nrd3802
- 358.
Huang X, et al. Bypassing drug resistance by triggering necroptosis: recent advances in mechanisms and its therapeutic exploitation in leukemia. J. Exp. Clin. Cancer Res. 2018;37:310.
Not in our library10.1186/s13046-018-0976-z
- 359.
- 360.
Liao Y, et al. HSP90α mediates sorafenib resistance in human hepatocellular carcinoma by necroptosis inhibition under hypoxia. Cancers. 2021;13:243.
Not in our library10.3390/cancers13020243
- 361.
Huang X, Chen Z, Ni F, Ye X, Qian W. Shikonin overcomes drug resistance and induces necroptosis by regulating the miR-92a-1-5p/MLKL axis in chronic myeloid leukemia. Aging. 2020;12:17662-17680.
Not in our library10.18632/aging.103844
- 362.
- 363.
Feldmann F, Schenk B, Martens S, Vandenabeele P, Fulda S. Sorafenib inhibits therapeutic induction of necroptosis in acute leukemia cells. Oncotarget. 2017;8:68208-68220.
Not in our library10.18632/oncotarget.19919
- 364.
Martens S, et al. Sorafenib tosylate inhibits directly necrosome complex formation and protects in mouse models of inflammation and tissue injury. Cell Death Dis. 2017;8:e2904.
Not in our library10.1038/cddis.2017.298
- 365.
- 366.
Tan W, et al. TNF-α is a potential therapeutic target to overcome sorafenib resistance in hepatocellular carcinoma. EBioMedicine. 2019;40:446-456.
Not in our library10.1016/j.ebiom.2018.12.047
- 367.
Markowitsch SD, et al. Shikonin Inhibits Cell Growth of Sunitinib-Resistant Renal Cell Carcinoma by Activating the Necrosome Complex and Inhibiting the AKT/mTOR Signaling Pathway. Cancers. 2022;14:1114.
Not in our library10.3390/cancers14051114
- 368.
Long K, et al. Small-molecule inhibition of APE1 induces apoptosis, pyroptosis, and necroptosis in non-small cell lung cancer. Cell Death Dis. 2021;12:503.
Not in our library10.1038/s41419-021-03804-7
- 369.
Lan W, et al. Targeting NUPR1 with the small compound ZZW-115 is an efficient strategy to treat hepatocellular carcinoma. Cancer Lett. 2020;486:8-17.
Not in our library10.1016/j.canlet.2020.04.024
- 370.
Nirmala JG, Lopus M. Cell death mechanisms in eukaryotes. Cell Biol. Toxicol. 2020;36:145-164.
Not in our library10.1007/s10565-019-09496-2
- 371.
Shi J, et al. Cleavage of GSDMD by inflammatory caspases determines pyroptotic cell death. Nature. 2015;526:660-665.
Not in our library10.1038/nature15514
- 372.
Karki R, Kanneganti T-D. Diverging inflammasome signals in tumorigenesis and potential targeting. Nat. Rev. Cancer. 2019;19:197-214.
Not in our library10.1038/s41568-019-0123-y
- 373.
Hage C, et al. Sorafenib Induces Pyroptosis in Macrophages and Triggers Natural Killer Cell-Mediated Cytotoxicity Against Hepatocellular Carcinoma. Hepatology. 2019;70:1280-1297.
Not in our library10.1002/hep.30666
- 374.
Zhang J, Chen Y, He Q. Distinct characteristics of dasatinib-induced pyroptosis in gasdermin E-expressing human lung cancer A549 cells and neuroblastoma SH-SY5Y cells. Oncol. Lett. 2020;20:145-154.
Not in our library10.3892/ol.2020.12406
- 375.
Koren E, Fuchs Y. Modes of regulated cell death in cancer. Cancer Discov. 2021;11:245-265.
Not in our library10.1158/2159-8290.cd-20-0789
- 376.
Goldberg AD, Allis CD, Bernstein E. Epigenetics: a landscape takes shape. Cell. 2007;128:635-638.
Not in our library10.1016/j.cell.2007.02.006
- 377.
Hogg SJ, Beavis PA, Dawson MA, Johnstone RW. Targeting the epigenetic regulation of antitumour immunity. Nat. Rev. Drug Discov. 2020;19:776-800.
Not in our library10.1038/s41573-020-0077-5
- 378.
- 379.
Sharma SV, et al. A chromatin-mediated reversible drug-tolerant state in cancer cell subpopulations. Cell. 2010;141:69-80.
Not in our library10.1016/j.cell.2010.02.027
- 380.
Baumgartner U, et al. miR-19b enhances proliferation and apoptosis resistance via the EGFR signaling pathway by targeting PP2A and BIM in non-small cell lung cancer. Mol. Cancer. 2018;17:44.
Not in our library10.1186/s12943-018-0781-5
- 381.
Wang T, et al. The TGFbeta-miR-499a-SHKBP1 pathway induces resistance to EGFR inhibitors in osteosarcoma cancer stem cell-like cells. J. Exp. Clin. Cancer Res. 2019;38:226.
Not in our library10.1186/s13046-019-1195-y
- 382.
Hirao A, et al. MiR-125b-5p Is Involved in Sorafenib Resistance through Ataxin-1-Mediated Epithelial-Mesenchymal Transition in Hepatocellular Carcinoma. Cancers. 2021;13:4917.
Not in our library10.3390/cancers13194917
- 383.
Zhao W, et al. Inhibiting CBX4 efficiently protects hepatocellular carcinoma cells against sorafenib resistance. Br. J. Cancer. 2021;124:1237-1248.
Not in our library10.1038/s41416-020-01240-6
- 384.
Wang D, et al. Exosome-encapsulated miRNAs contribute to CXCL12/CXCR4-induced liver metastasis of colorectal cancer by enhancing M2 polarization of macrophages. Cancer Lett. 2020;474:36-52.
Not in our library10.1016/j.canlet.2020.01.005
- 385.
Fernández-Tussy P, et al. Anti-miR-518d-5p overcomes liver tumor cell death resistance through mitochondrial activity. Cell Death Dis. 2021;12:555.
Not in our library10.1038/s41419-021-03827-0
- 386.
Pollutri D, et al. The epigenetically regulated miR-494 associates with stem-cell phenotype and induces sorafenib resistance in hepatocellular carcinoma. Cell Death Dis. 2018;9:4.
Not in our library10.1038/s41419-017-0076-6
- 387.
Zhang Z, et al. The miR-30a-5p/CLCF1 axis regulates sorafenib resistance and aerobic glycolysis in hepatocellular carcinoma. Cell Death Dis. 2020;11:902.
Not in our library10.1038/s41419-020-03123-3
- 388.
Garofalo M, et al. EGFR and MET receptor tyrosine kinase-altered microRNA expression induces tumorigenesis and gefitinib resistance in lung cancers. Nat. Med. 2011;18:74-82.
Not in our library10.1038/nm.2577
- 389.
- 390.
Liu B-J, et al. miR-196a Upregulation Contributes to Gefitinib Resistance through Inhibiting GLTP Expression. Int. J. Mol. Sci. 2022;23:1785.
Not in our library10.3390/ijms23031785
- 391.
Mishra SK, et al. Emerging roles for human glycolipid transfer protein superfamily members in the regulation of autophagy, inflammation, and cell death. Prog. Lipid Res. 2020;78:101031.
Not in our library10.1016/j.plipres.2020.101031
- 392.
Huynh TK, et al. miR-221 confers lapatinib resistance by negatively regulating p27kip1 in HER2-positive breast cancer. Cancer Sci. 2021;112:4234-4245.
Not in our library10.1111/cas.15107
- 393.
Wen C, et al. Screening Circular RNAs Related to Acquired Gefitinib Resistance in Non-small Cell Lung Cancer Cell Lines. J. Cancer. 2020;11:3816-3826.
Not in our library10.7150/jca.39783
- 394.
He M, et al. Sunitinib increases the cancer stem cells and vasculogenic mimicry formation via modulating the lncRNA-ECVSR/ERβ/Hif2-α signaling. Cancer Lett. 2022;524:15-28.
Not in our library10.1016/j.canlet.2021.08.028
- 395.
Chen Z, et al. Long non-coding RNA CASC9 promotes gefitinib resistance in NSCLC by epigenetic repression of DUSP1. Cell Death Dis. 2020;11:858.
Not in our library10.1038/s41419-020-03047-y
- 396.
- 397.
Si J, et al. HIF1A-AS2 induces osimertinib resistance in lung adenocarcinoma patients by regulating the miR-146b-5p/IL-6/STAT3 axis. Mol. Ther. Nucleic Acids. 2021;26:613-624.
Not in our library10.1016/j.omtn.2021.09.003
- 398.
Shao Y, et al. RP11-616M22.7 recapitulates imatinib resistance in gastrointestinal stromal tumor. Mol. Ther. Nucleic Acids. 2021;25:264-276.
Not in our library10.1016/j.omtn.2021.05.017
- 399.
Yang C, et al. circFN1 Mediates Sorafenib Resistance of Hepatocellular Carcinoma Cells by Sponging miR-1205 and Regulating E2F1 Expression. Mol. Ther. Nucleic Acids. 2020;22:421-433.
Not in our library10.1016/j.omtn.2020.08.039
- 400.
Weng H, et al. circFOXM1 contributes to sorafenib resistance of hepatocellular carcinoma cells by regulating MECP2 via miR-1324. Mol. Ther. Nucleic Acids. 2021;23:811-820.
Not in our library10.1016/j.omtn.2020.12.019
- 401.
Liu S, et al. Hsa_circ_0005576 promotes osimertinib resistance through the miR-512-5p/IGF1R axis in lung adenocarcinoma cells. Cancer Sci. 2022;113:79-90.
Not in our library10.1111/cas.15177
- 402.
- 403.
Feng M, et al. YBX1 is required for maintaining myeloid leukemia cell survival by regulating BCL2 stability in an m6A-dependent manner. Blood. 2021;138:71-85.
Not in our library10.1182/blood.2020009676
- 404.
Chen LL. The expanding regulatory mechanisms and cellular functions of circular RNAs. Nat. Rev. Mol. Cell Biol. 2020;21:475-490.
Not in our library10.1038/s41580-020-0243-y
- 405.
Gao X, et al. Circular RNA-encoded oncogenic E-cadherin variant promotes glioblastoma tumorigenicity through activation of EGFR-STAT3 signalling. Nat. Cell Biol. 2021;23:278-291.
Not in our library10.1038/s41556-021-00639-4
- 406.
Harjes U. EGFR is going circular. Nat. Rev. Cancer. 2021;21:280.
Not in our library10.1038/s41568-021-00350-4
- 407.
- 408.
Li M, Cai O, Yu Y, Tan S. Paeonol inhibits the malignancy of Apatinib-resistant gastric cancer cells via LINC00665/miR-665/MAPK1 axis. Phytomedicine. 2022;96:153903.
Not in our library10.1016/j.phymed.2021.153903
- 409.
Liu D, et al. circKCNN2 suppresses the recurrence of hepatocellular carcinoma at least partially via regulating miR-520c-3p/methyl-DNA-binding domain protein 2 axis. Clin. Transl. Med. 2022;12:e662.
Not in our library10.1002/ctm2.662
- 410.
- 411.
Niu X, et al. Genome-wide DNA Methylation Analysis Reveals GABBR2 as a Novel Epigenetic Target for EGFR 19 Deletion Lung Adenocarcinoma with Induction Erlotinib Treatment. Clin. Cancer Res. 2017;23:5003-5014.
Not in our library10.1158/1078-0432.ccr-16-2688
- 412.
Arechederra M, et al. ADAMTSL5 is an epigenetically activated gene underlying tumorigenesis and drug resistance in hepatocellular carcinoma. J. Hepatol. 2021;74:893-906.
Not in our library10.1016/j.jhep.2020.11.008
- 413.
Sheng Y, et al. Downregulation of the histone methyltransferase SETD2 promotes imatinib resistance in chronic myeloid leukaemia cells. Cell Prolif. 2019;52:e12611.
Not in our library10.1111/cpr.12611
- 414.
Tseng C-F, Chen L-T, Wang H-D, Liu Y-H, Shiah S-G. Transcriptional suppression of Dicer by HOXB-AS3/EZH2 complex dictates sorafenib resistance and cancer stemness. Cancer Sci. 2022;113:1601-1612.
Not in our library10.1111/cas.15319
- 415.
Pal AS, et al. Loss of KMT5C Promotes EGFR Inhibitor Resistance in NSCLC via LINC01510-Mediated Upregulation of MET. Cancer Res. 2022;82:1534-1547.
Not in our library10.1158/0008-5472.can-20-0821
- 416.
Yan L, et al. Inhibition of SMYD2 suppresses tumor progression by down-regulating microRNA-125b and attenuates multi-drug resistance in renal cell carcinoma. Theranostics. 2019;9:8377-8391.
Not in our library10.7150/thno.37628
- 417.
Berko ER, Mossé YP. Thrown for a Loop: Awakening BORIS to Evade ALK Inhibition Therapy. Cancer Cell. 2019;36:345-347.
Not in our library10.1016/j.ccell.2019.09.009
- 418.
Debruyne DN, et al. BORIS promotes chromatin regulatory interactions in treatment-resistant cancer cells. Nature. 2019;572:676-680.
Not in our library10.1038/s41586-019-1472-0
- 419.
Hu B, et al. CD13 promotes hepatocellular carcinogenesis and sorafenib resistance by activating HDAC5-LSD1-NF-κB oncogenic signaling. Clin. Transl. Med. 2020;10:e233.
Not in our library10.1002/ctm2.233
- 420.
Zhang C, et al. KDM6A promotes imatinib resistance through YY1-mediated transcriptional upregulation of TRKA independently of its demethylase activity in chronic myelogenous leukemia. Theranostics. 2021;11:2691-2705.
Not in our library10.7150/thno.50571
- 421.
- 422.
Gao F, et al. RNA methyltransferase METTL3 induces intrinsic resistance to gefitinib by combining with MET to regulate PI3K/AKT pathway in lung adenocarcinoma. J. Cell. Mol. Med. 2021;25:2418-2425.
Not in our library10.1111/jcmm.16114
- 423.
Hua W, et al. METTL3 promotes ovarian carcinoma growth and invasion through the regulation of AXL translation and epithelial to mesenchymal transition. Gynecol. Oncol. 2018;151:356-365.
Not in our library10.1016/j.ygyno.2018.09.015
- 424.
Song H, et al. Methyltransferase like 7B is a potential therapeutic target for reversing EGFR-TKIs resistance in lung adenocarcinoma. Mol. Cancer. 2022;21:43.
Not in our library10.1186/s12943-022-01519-7
- 425.
Tang J, Han T, Tong W, Zhao J, Wang W. N6-methyladenosine (m6A) methyltransferase KIAA1429 accelerates the gefitinib resistance of non-small-cell lung cancer. Cell Death Discov. 2021;7:108.
Not in our library10.1038/s41420-021-00488-y
- 426.
Wang T, et al. A novel protein encoded by circASK1 ameliorates gefitinib resistance in lung adenocarcinoma by competitively activating ASK1-dependent apoptosis. Cancer Lett. 2021;520:321-331.
Not in our library10.1016/j.canlet.2021.08.007
- 427.
Li K, et al. M6A associated TSUC7 inhibition contributed to Erlotinib resistance in lung adenocarcinoma through a notch signaling activation dependent way. J. Exp. Clin. Cancer Res. 2021;40:325.
Not in our library10.1186/s13046-021-02137-9
- 428.
- 429.
Li Z, et al. FTO Plays an Oncogenic Role in Acute Myeloid Leukemia as a N6-Methyladenosine RNA Demethylase. Cancer Cell. 2017;31:127-141.
Not in our library10.1016/j.ccell.2016.11.017
- 430.
Sa R, et al. IGF2BP2-dependent activation of ERBB2 signaling contributes to acquired resistance to tyrosine kinase inhibitor in differentiation therapy of radioiodine-refractory papillary thyroid cancer. Cancer Lett. 2022;527:10-23.
Not in our library10.1016/j.canlet.2021.12.005
- 431.
Yiming R, et al. MUSASHI-2 confers resistance to third-generation EGFR-tyrosine kinase inhibitor osimertinib in lung adenocarcinoma. Cancer Sci. 2021;112:3810-3821.
Not in our library10.1111/cas.15036
- 432.
Liau BB, et al. Adaptive Chromatin Remodeling Drives Glioblastoma Stem Cell Plasticity and Drug Tolerance. Cell Stem Cell. 2017;20:233-246 e7.
Not in our library10.1016/j.stem.2016.11.003
- 433.
Kamachi K, et al. Targeting DNMT1 by demethylating agent OR-2100 increases tyrosine kinase inhibitors-sensitivity and depletes leukemic stem cells in chronic myeloid leukemia. Cancer Lett. 2022;526:273-283.
Not in our library10.1016/j.canlet.2021.11.032
- 434.
Wang J-H, Zeng Z, Sun J, Chen Y, Gao X. A novel small-molecule antagonist enhances the sensitivity of osteosarcoma to cabozantinib in vitro and in vivo by targeting DNMT-1 correlated with disease severity in human patients. Pharmacol. Res. 2021;173:105869.
Not in our library10.1016/j.phrs.2021.105869
- 435.
Wang Z, Dai J, Yan J, Zhang Y, Yin Z. Targeting EZH2 as a novel therapeutic strategy for sorafenib-resistant thyroid carcinoma. J. Cell. Mol. Med. 2019;23:4770-4778.
Not in our library10.1111/jcmm.14365
- 436.
Wang S, et al. Sorafenib suppresses growth and survival of hepatoma cells by accelerating degradation of enhancer of zeste homolog 2. Cancer Sci. 2013;104:750-759.
Not in our library10.1111/cas.12132
- 437.
Pan T, et al. Discovery of 2,4-pyrimidinediamine derivatives as potent dual inhibitors of ALK and HDAC. Eur. J. Med. Chem. 2021;224:113672.
Not in our library10.1016/j.ejmech.2021.113672
- 438.
Hoy SM. Tazemetostat: first approval. Drugs. 2020;80:513-521.
Not in our library10.1007/s40265-020-01288-x
- 439.
- 440.
He, T. et al. The HDAC inhibitor GCJ-490A suppresses c-Met expression through IKKα and overcomes gefitinib resistance in non-small cell lung cancer. Cancer Biol. Med. 10.20892/j.issn.2095-3941.2021.0130 (2022).
Not in our library10.20892/j.issn.2095-3941.2021.0130
- 441.
Peralta-Arrieta I, et al. Failure to EGFR-TKI-based therapy and tumoural progression are promoted by MEOX2/GLI1-mediated epigenetic regulation of EGFR in the human lung cancer. Eur. J. Cancer. 2022;160:189-205.
Not in our library10.1016/j.ejca.2021.10.032
- 442.
Tanimoto A, et al. Histone Deacetylase 3 Inhibition Overcomes BIM Deletion Polymorphism-Mediated Osimertinib Resistance in EGFR-Mutant Lung Cancer. Clin. Cancer Res. 2017;23:3139-3149.
Not in our library10.1158/1078-0432.ccr-16-2271
- 443.
Lin C-Y, et al. Vorinostat combined with brigatinib overcomes acquired resistance in EGFR-C797S-mutated lung cancer. Cancer Lett. 2021;508:76-91.
Not in our library10.1016/j.canlet.2021.03.022
- 444.
- 445.
Zimmerman EI, et al. Contribution of OATP1B1 and OATP1B3 to the disposition of sorafenib and sorafenib-glucuronide. Clin. Cancer Res. 2013;19:1458-1466.
Not in our library10.1158/1078-0432.ccr-12-3306
- 446.
White DL, et al. Most CML patients who have a suboptimal response to imatinib have low OCT-1 activity: higher doses of imatinib may overcome the negative impact of low OCT-1 activity. Blood. 2007;110:4064-4072.
Not in our library10.1182/blood-2007-06-093617
- 447.
Hegedus C, et al. Interaction of nilotinib, dasatinib and bosutinib with ABCB1 and ABCG2: implications for altered anti-cancer effects and pharmacological properties. Br. J. Pharmacol. 2009;158:1153-1164.
Not in our library10.1111/j.1476-5381.2009.00383.x
- 448.
Dessilly G, et al. ABCB1 1199GA polymorphism (rs2229109) affects the transport of imatinib, nilotinib and dasatinib. Pharmacogenomics. 2016;17:883-890.
Not in our library10.2217/pgs-2016-0012
- 449.
Skoglund K, et al. Single-nucleotide polymorphisms of ABCG2 increase the efficacy of tyrosine kinase inhibitors in the K562 chronic myeloid leukemia cell line. Pharmacogenet. Genomics. 2014;24:52-61.
Not in our library10.1097/fpc.0000000000000022
- 450.
Mizuarai S, Aozasa N, Kotani H. Single nucleotide polymorphisms result in impaired membrane localization and reduced atpase activity in multidrug transporter ABCG2. Int. J. Cancer. 2004;109:238-246.
Not in our library10.1002/ijc.11669
- 451.
Luedtke D, Marzin K, Jungnik A, Wangenheim Uvon, Dallinger C. Effects of Ketoconazole and Rifampicin on the Pharmacokinetics of Nintedanib in Healthy Subjects. Eur. J. Drug Metab. Pharmacokinet. 2018;43:533-541.
Not in our library10.1007/s13318-018-0467-9
- 452.
- 453.
Huff LM, Wang Z, Iglesias A, Fojo T, Lee J-S. Aberrant transcription from an unrelated promoter can result in MDR-1 expression following drug selection in vitro and in relapsed lymphoma samples. Cancer Res. 2005;65:11694-11703.
Not in our library10.1158/0008-5472.can-04-1349
- 454.
Katayama R, et al. P-glycoprotein Mediates Ceritinib Resistance in Anaplastic Lymphoma Kinase-rearranged Non-small Cell Lung Cancer. EBioMedicine. 2016;3:54-66.
Not in our library10.1016/j.ebiom.2015.12.009
- 455.
Turrini E, et al. MicroRNA profiling in K-562 cells under imatinib treatment: influence of miR-212 and miR-328 on ABCG2 expression. Pharmacogenet. Genomics. 2012;22:198-205.
Not in our library10.1097/fpc.0b013e328350012b
- 456.
Li L, et al. Sunitinib treatment promotes metastasis of drug-resistant renal cell carcinoma via TFE3 signaling pathway. Cell Death Dis. 2021;12:220.
Not in our library10.1038/s41419-021-03511-3
- 457.
Xing Y, Yan J, Niu Y. PXR: a center of transcriptional regulation in cancer. Acta Pharm. Sin. B. 2020;10:197-206.
Not in our library10.1016/j.apsb.2019.06.012
- 458.
Matheux A, et al. PXR modulates the prostate cancer cell response to afatinib by regulating the expression of the monocarboxylate transporter SLC16A1. Cancers. 2021;13:3635.
Not in our library10.3390/cancers13143635
- 459.
Robey RW, et al. Revisiting the role of ABC transporters in multidrug-resistant cancer. Nat. Rev. Cancer. 2018;18:452-464.
Not in our library10.1038/s41568-018-0005-8
- 460.
Da Silva CG, Peters GJ, Ossendorp F, Cruz LJ. The potential of multi-compound nanoparticles to bypass drug resistance in cancer. Cancer Chemother. Pharmacol. 2017;80:881-894.
Not in our library10.1007/s00280-017-3427-1
- 461.
D’Cunha RR, Murry DJ, An G. Nilotinib alters the efflux transporter-mediated pharmacokinetics of afatinib in mice. J. Pharm. Sci. 2019;108:3434-3442.
Not in our library10.1016/j.xphs.2019.05.028
- 462.
Klerk DJ, de, Honeywell RJ, Jansen G, Peters GJ. Transporter and lysosomal mediated (multi)drug resistance to tyrosine kinase inhibitors and potential strategies to overcome resistance. Cancers. 2018;10:503.
Not in our library10.3390/cancers10120503
- 463.
Gotink KJ, et al. Lysosomal sequestration of sunitinib: a novel mechanism of drug resistance. Clin. Cancer Res. 2011;17:7337-7346.
Not in our library10.1158/1078-0432.ccr-11-1667
- 464.
Yue S, et al. FGFR-TKI resistance in cancer: current status and perspectives. J. Hematol. Oncol. 2021;14:23.
Not in our library10.1186/s13045-021-01040-2
- 465.
Englinger B, et al. Intrinsic fluorescence of the clinically approved multikinase inhibitor nintedanib reveals lysosomal sequestration as resistance mechanism in FGFR-driven lung cancer. J. Exp. Clin. Cancer Res. 2017;36:122.
Not in our library10.1186/s13046-017-0592-3
- 466.
Piao S, Amaravadi RK. Targeting the lysosome in cancer. Ann. N. Y. Acad. Sci. 2016;1371:45-54.
Not in our library10.1111/nyas.12953
- 467.
Honeywell R, Hitzerd S, Kathmann I, Peters G. Subcellular localization of several structurally different tyrosine kinase inhibitors. ADMET DMPK. 2018;6:258-266.
Not in our library10.5599/admet.514
- 468.
Scripture CD, Figg WD. Drug interactions in cancer therapy. Nat. Rev. Cancer. 2006;6:546-558.
Not in our library10.1038/nrc1887
- 469.
Assaraf YG, et al. The multi-factorial nature of clinical multidrug resistance in cancer. Drug Resist. Updat. 2019;46:100645.
Not in our library10.1016/j.drup.2019.100645
- 470.
van Leeuwen RWF, et al. Tyrosine kinase inhibitors and proton pump inhibitors: an evaluation of treatment options. Clin. Pharmacokinet. 2017;56:683-688.
Not in our library10.1007/s40262-016-0503-3
- 471.
Herbrink M, Nuijen B, Schellens JH, Beijnen JH. Variability in bioavailability of small molecular tyrosine kinase inhibitors. Cancer Treat. Rev. 2015;41:412-422.
Not in our library10.1016/j.ctrv.2015.03.005
- 472.
Budha NR, et al. Drug absorption interactions between oral targeted anticancer agents and PPIs: is pH-dependent solubility the Achilles heel of targeted therapy? Clin. Pharmacol. Ther. 2012;92:203-213.
Not in our library10.1038/clpt.2012.73
- 473.
Uchiyama AAT, et al. Proton pump. Curr. Oncol. 2021;28:783-799.
Not in our library10.3390/curroncol28010076
- 474.
Abbas R, Boni J, Sonnichsen D. Effect of rifampin on the pharmacokinetics of bosutinib, a dual Src/Abl tyrosine kinase inhibitor, when administered concomitantly to healthy subjects. Drug Metab. Pers. Ther. 2015;30:57-63.
Not in our library10.1515/dmdi-2014-0026
- 475.
Wind S, et al. Clinical pharmacokinetics and pharmacodynamics of nintedanib. Clin. Pharmacokinet. 2019;58:1131-1147.
Not in our library10.1007/s40262-019-00766-0
- 476.
Nezhadi S, Saadat E, Handali S, Dorkoosh F. Nanomedicine and chemotherapeutics drug delivery: challenges and opportunities. J. Drug. Target. 2021;29:185-198.
Not in our library10.1080/1061186x.2020.1808000
- 477.
Fuse MJ, et al. Mechanisms of Resistance to NTRK Inhibitors and Therapeutic Strategies in NTRK1-Rearranged Cancers. Mol. Cancer Ther. 2017;16:2130-2143.
Not in our library10.1158/1535-7163.mct-16-0909
- 478.
- 479.
Tsimberidou AM, Fountzilas E, Nikanjam M, Kurzrock R. Review of precision cancer medicine: evolution of the treatment paradigm. Cancer Treat. Rev. 2020;86:102019.
Not in our library10.1016/j.ctrv.2020.102019
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