No retraction, correction or concern found when last checked on Oct 20, 2026.
The Functional Consequences of Variation in Transcription Factor Binding
Darren A. Cusanovich, Bryan Pavlovic, Jonathan K. Pritchard and 1 more
PLoS Genetics · 2014
doi:10.1371/journal.pgen.1004226
Abstract
One goal of human genetics is to understand how the information for precise and dynamic gene expression programs is encoded in the genome. The interactions of transcription factors (TFs) with DNA regulatory elements clearly play an important role in determining gene expression outputs, yet the regulatory logic underlying functional transcription factor binding is poorly understood. Many studies have focused on characterizing the genomic locations of TF binding, yet it is unclear to what extent TF binding at any specific locus has functional consequences with respect to gene expression output. To evaluate the context of functional TF binding we knocked down 59 TFs and chromatin modifiers in one HapMap lymphoblastoid cell line. We then identified genes whose expression was affected by the knockdowns. We intersected the gene expression data with transcription factor binding data (based on ChIP-seq and DNase-seq) within 10 kb of the transcription start sites of expressed genes. This combination of data allowed us to infer functional TF binding. Using this approach, we found that only a small subset of genes bound by a factor were differentially expressed following the knockdown of that factor, suggesting that most interactions between TF and chromatin do not result in measurable changes in gene expression levels of putative target genes. We found that functional TF binding is enriched in regulatory elements that harbor a large number of TF binding sites, at sites with predicted higher binding affinity, and at sites that are enriched in genomic regions annotated as "active enhancers."
Full text
Its licence does not allow us to show the full text. Read it at PubMed Central:
Read at PubMed CentralReferences 55
- 1.
Jolma A, Yan J, Whitington T, Toivonen J, Nitta KR, et al (2013 ) DNA-binding specificities of human transcription factors. Cell 152: 327–339 doi:10.1016/j.cell.2012.12.009
Not in our library10.1016/j.cell.2012.12.009
- 2.
Nobrega MA, Ovcharenko I, Afzal V, Rubin EM (2003 ) Scanning human gene deserts for long-range enhancers. Science 302: 413 doi:10.1126/science.1088328
Not in our library10.1126/science.1088328
- 3.
Bernstein BE, Birney E, Dunham I, Green ED, Gunter C, et al (2012 ) An integrated encyclopedia of DNA elements in the human genome. Nature 489: 57–74 doi:10.1038/nature11247
Not in our library10.1038/nature11247
- 4.
Pique-Regi R, Degner JF, Pai AA, Gaffney DJ, Gilad Y, et al (2011 ) Accurate inference of transcription factor binding from DNA sequence and chromatin accessibility data. Genome Res 21: 447–455 doi:10.1101/gr.112623.110
Not in our library10.1101/gr.112623.110
- 5.
Song L, Crawford GE (2010 ) DNase-seq: a high-resolution technique for mapping active gene regulatory elements across the genome from mammalian cells. Cold Spring Harb Protoc 2010: pdb.prot5384 doi:10.1101/pdb.prot5384
Not in our library10.1101/pdb.prot5384
- 6.
Yan J, Enge M, Whitington T, Dave K, Liu J, et al (2013 ) Transcription factor binding in human cells occurs in dense clusters formed around cohesin anchor sites. Cell 154: 801–813 doi:10.1016/j.cell.2013.07.034
Not in our library10.1016/j.cell.2013.07.034
- 7.
- 8.
- 9.
Degner JF, Pai AA, Pique-Regi R, Veyrieras J-B, Gaffney DJ, et al (2012 ) DNase I sensitivity QTLs are a major determinant of human expression variation. Nature 482: 390–394 doi:10.1038/nature10808
Not in our library10.1038/nature10808
- 10.
Spivakov M, Akhtar J, Kheradpour P, Beal K, Girardot C, et al (2012 ) Analysis of variation at transcription factor binding sites in Drosophila and humans. Genome Biol 13: R49 doi:10.1186/gb-2012-13-9-r49
Not in our library10.1186/gb-2012-13-9-r49
- 11.
Ernst J, Kheradpour P, Mikkelsen TS, Shoresh N, Ward LD, et al (2011 ) Mapping and analysis of chromatin state dynamics in nine human cell types. Nature 473: 43–49 doi:10.1038/nature09906
Not in our library10.1038/nature09906
- 12.
Gilad Y, Rifkin SA, Pritchard JK (2008 ) Revealing the architecture of gene regulation: the promise of eQTL studies. Trends Genet 24: 408–415 doi:10.1016/j.tig.2008.06.001
Not in our library10.1016/j.tig.2008.06.001
- 13.
Chia N-Y, Chan Y-S, Feng B, Lu X, Orlov YL, et al (2010 ) A genome-wide RNAi screen reveals determinants of human embryonic stem cell identity. Nature 468: 316–320 doi:10.1038/nature09531
Not in our library10.1038/nature09531
- 14.
Yang A, Zhu Z, Kapranov P, McKeon F, Church GM, et al (2006 ) Relationships between p63 binding, DNA sequence, transcription activity, and biological function in human cells. Mol Cell 24: 593–602 doi:10.1016/j.molcel.2006.10.018
Not in our library10.1016/j.molcel.2006.10.018
- 15.
Krig SR, Jin VX, Bieda MC, O'Geen H, Yaswen P, et al (2007 ) Identification of genes directly regulated by the oncogene ZNF217 using chromatin immunoprecipitation (ChIP)-chip assays. J Biol Chem 282: 9703–9712 doi:10.1074/jbc.M611752200
Not in our library10.1074/jbc.m611752200
- 16.
Xu X, Bieda M, Jin VX, Rabinovich A, Oberley MJ, et al (2007 ) A comprehensive ChIP-chip analysis of E2F1, E2F4, and E2F6 in normal and tumor cells reveals interchangeable roles of E2F family members. Genome Res 17: 1550–1561 doi:10.1101/gr.6783507
Not in our library10.1101/gr.6783507
- 17.
Kawaji H, Severin J, Lizio M, Waterhouse A, Katayama S, et al (2009 ) The FANTOM web resource: from mammalian transcriptional landscape to its dynamic regulation. Genome Biol 10: R40 doi:10.1186/gb-2009-10-4-r40
Not in our library10.1186/gb-2009-10-4-r40
- 18.
Suzuki H, Forrest ARR, van Nimwegen E, Daub CO, Balwierz PJ, et al (2009 ) The transcriptional network that controls growth arrest and differentiation in a human myeloid leukemia cell line. Nat Genet 41: 553–562 doi:10.1038/ng.375
Not in our library10.1038/ng.375
- 19.
Cheng C, Alexander R, Min R, Leng J, Yip KY, et al (2012 ) Understanding transcriptional regulation by integrative analysis of transcription factor binding data. Genome Res 22: 1658–1667 doi:10.1101/gr.136838.111
Not in our library10.1101/gr.136838.111
- 20.
Gerstein MB, Kundaje A, Hariharan M, Landt SG, Yan K-K, et al (2012 ) Architecture of the human regulatory network derived from ENCODE data. Nature 489: 91–100 doi:10.1038/nature11245
Not in our library10.1038/nature11245
- 21.
Alemán LM, Doench J, Sharp PA (2007 ) Comparison of siRNA-induced off-target RNA and protein effects. RNA 13: 385–395 doi:10.1261/rna.352507
Not in our library10.1261/rna.352507
- 22.
De Candia P, Blekhman R, Chabot AE, Oshlack A, Gilad Y (2008 ) A combination of genomic approaches reveals the role of FOXO1a in regulating an oxidative stress response pathway. PLoS One 3: e1670 doi:10.1371/journal.pone.0001670
Not in our library10.1371/journal.pone.0001670
- 23.
Tamura T, Yanai H, Savitsky D, Taniguchi T (2008 ) The IRF family transcription factors in immunity and oncogenesis. Annu Rev Immunol 26: 535–584 doi:10.1146/annurev.immunol.26.021607.090400
Not in our library10.1146/annurev.immunol.26.021607.090400
- 24.
Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, et al (2000 ) Gene ontology: tool for the unification of biology. The Gene Ontology Consortium. Nat Genet 25: 25–29 doi:10.1038/75556
Not in our library10.1038/75556
- 25.
Kanno Y, Levi B-Z, Tamura T, Ozato K (2005 ) Immune cell-specific amplification of interferon signaling by the IRF-4/8-PU.1 complex. J Interferon Cytokine Res 25: 770–779 doi:10.1089/jir.2005.25.770
Not in our library10.1089/jir.2005.25.770
- 26.
Tsuno T, Mejido J, Zhao T, Schmeisser H, Morrow A, et al (2009 ) IRF9 is a key factor for eliciting the antiproliferative activity of IFN-alpha. J Immunother 32: 803–816 doi:10.1097/CJI.0b013e3181ad4092
Not in our library10.1097/cji.0b013e3181ad4092
- 27.
Eberlé D, Hegarty B, Bossard P, Ferré P, Foufelle F (2004 ) SREBP transcription factors: master regulators of lipid homeostasis. Biochimie 86: 839–848 doi:10.1016/j.biochi.2004.09.018
Not in our library10.1016/j.biochi.2004.09.018
- 28.
Siepel A, Bejerano G, Pedersen JS, Hinrichs AS, Hou M, et al (2005 ) Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes. Genome Res 15: 1034–1050 doi:10.1101/gr.3715005
Not in our library10.1101/gr.3715005
- 29.
Graur D, Zheng Y, Price N, Azevedo RBR, Zufall RA, et al (2013 ) On the immortality of television sets: “function” in the human genome according to the evolution-free gospel of ENCODE. Genome Biol Evol 5: 578–590 doi:10.1093/gbe/evt028
Not in our library10.1093/gbe/evt028
- 30.
Gitter A, Siegfried Z, Klutstein M, Fornes O, Oliva B, et al (2009 ) Backup in gene regulatory networks explains differences between binding and knockout results. Mol Syst Biol 5: 276 doi:10.1038/msb.2009.33
Not in our library10.1038/msb.2009.33
- 31.
Vilella AJ, Severin J, Ureta-Vidal A, Heng L, Durbin R, et al (2009 ) EnsemblCompara GeneTrees: Complete, duplication-aware phylogenetic trees in vertebrates. Genome Res 19: 327–335 doi:10.1101/gr.073585.107
Not in our library10.1101/gr.073585.107
- 32.
Latchman DS (2001 ) Transcription factors: bound to activate or repress. Trends Biochem Sci 26: 211–213 doi:10.1016/S0968-0004(01)01812-6
Not in our library10.1016/s0968-0004(01)01812-6
- 33.
Boyle P, Després C (2010 ) Dual-function transcription factors and their entourage: unique and unifying themes governing two pathogenesis-related genes. Plant Signal Behav 5: 629–634.
Not in our library10.4161/psb.5.6.11570
- 34.
Hobert O, Jallal B, Ullrich A (1996 ) Interaction of Vav with ENX-1, a putative transcriptional regulator of homeobox gene expression. Mol Cell Biol 16: 3066–3073.
Not in our library10.1128/mcb.16.6.3066
- 35.
Hirai SI, Ryseck RP, Mechta F, Bravo R, Yaniv M (1989 ) Characterization of junD: a new member of the jun proto-oncogene family. EMBO J 8: 1433–1439.
Not in our library10.1002/j.1460-2075.1989.tb03525.x
- 36.
Farnham PJ (2009 ) Insights from genomic profiling of transcription factors. Nat Rev Genet 10: 605–616 doi:10.1038/nrg2636
Not in our library10.1038/nrg2636
- 37.
Biggin MD (2011 ) Animal transcription networks as highly connected, quantitative continua. Dev Cell 21: 611–626 doi:10.1016/j.devcel.2011.09.008
Not in our library10.1016/j.devcel.2011.09.008
- 38.
Thurman RE, Rynes E, Humbert R, Vierstra J, Maurano MT, et al (2012 ) The accessible chromatin landscape of the human genome. Nature 489: 75–82 doi:10.1038/nature11232
Not in our library10.1038/nature11232
- 39.
Wang Z, Gerstein M, Snyder M (2009 ) RNA-Seq: a revolutionary tool for transcriptomics. Nat Rev Genet 10: 57–63 doi:10.1038/nrg2484
Not in our library10.1038/nrg2484
- 40.
Peirson SN (2003 ) Experimental validation of novel and conventional approaches to quantitative real-time PCR data analysis. Nucleic Acids Res 31: 73e–73 doi:10.1093/nar/gng073
Not in our library10.1093/nar/gng073
Cited by papers we hold 6
- The forkhead-box family of transcription factors: key molecular players in colorectal cancer pathogenesis · 2019No notice
- Sequential regulatory activity prediction across chromosomes with convolutional neural networks · 2018No notice
- The Genetic and Mechanistic Basis for Variation in Gene Regulation · 2015No notice
- Negative regulation of ABA signaling by WRKY33 is critical for Arabidopsis immunity towards Botrytis cinerea 2100 · 2015No notice
- The long non-coding RNA Dali is an epigenetic regulator of neural differentiation · 2014No notice
- Transcriptional regulatory functions of nuclear long noncoding RNAs · 2014No notice
Reads
Read by people on this page
None yet.
Checked or read by AI through naulon
None yet.
A person counts once a day per paper. We keep no cookie and no address: a reader is a hash that changes every day. Any month under five reads shows no number.
Are you an author?
Is this your paper?
Claim it to add your note and be paid when agents cite it. Free.