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Reducing assembly complexity of microbial genomes with single-molecule sequencing

Sergey Koren, Gregory P Harhay, Timothy PL Smith and 6 more (opens in a new tab)

Genome Biology · 2013 · CC BY

doi:10.1186/gb-2013-14-9-r101 (opens in a new tab)

Abstract

Background. The short reads output by first- and second-generation DNA sequencing instruments cannot completely reconstruct microbial chromosomes. Therefore, most genomes have been left unfinished due to the significant resources required to manually close gaps in draft assemblies. Third-generation, single-molecule sequencing addresses this problem by greatly increasing sequencing read length, which simplifies the assembly problem.

Results. To measure the benefit of single-molecule sequencing on microbial genome assembly, we sequenced and assembled the genomes of six bacteria and analyzed the repeat complexity of 2,267 complete bacteria and archaea. Our results indicate that the majority of known bacterial and archaeal genomes can be assembled without gaps, at finished-grade quality, using a single PacBio RS sequencing library. These single-library assemblies are also more accurate than typical short-read assemblies and hybrid assemblies of short and long reads.

Conclusions. Automated assembly of long, single-molecule sequencing data reduces the cost of microbial finishing to $1,000 for most genomes, and future advances in this technology are expected to drive the cost lower. This is expected to increase the number of completed genomes, improve the quality of microbial genome databases, and enable high-fidelity, population-scale studies of pan-genomes and chromosomal organization.

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References 60

  1. 1.

    Kyrpides NC Genomes OnLine database (GOLD 1.0): A monitor of complete and ongoing genome projects world-wideBioinformatics1999 14773774

    Not in our library10.1093/bioinformatics/15.9.773 (opens in a new tab)

  2. 2.

    Pagani I Liolios K Jansson J Chen IM Smirnova T Nosrat B Markowitz VM Kyrpides NC The genomes OnLine database (GOLD) v. 4: status of genomic and metagenomic projects and their associated metadataNucleic Acids Res2012 14D571579

    Not in our library10.1093/nar/gkr1100 (opens in a new tab)

  3. 3.

    Fraser CM Eisen JA Nelson KE Paulsen IT Salzberg SL The value of complete microbial genome sequencing (you get what you pay for)J Bacteriol2002 1464036405

    Not in our library10.1128/jb.184.23.6403-6405.2002 (opens in a new tab)

  4. 4.

    Chain PS Grafham DV Fulton RS Fitzgerald MG Hostetler J Muzny D Ali J Birren B Bruce DC Buhay C Cole JR Ding Y Dugan S Field D Garrity GM Gibbs R Graves T Han CS Harrison SH Highlander S Hugenholtz P Khouri HM Kodira CD Kolker E Kyrpides NC Lang D Lapidus A Malfatti SA Markowitz V Metha T Genomics. Genome project standards in a new era of sequencingScience2009 14236237

    Not in our library10.1126/science.1180614 (opens in a new tab)

  5. 5.

    Salzberg SL Yorke JA Beware of mis-assembled genomesBioinformatics2005 1443204321

    Not in our library10.1093/bioinformatics/bti769 (opens in a new tab)

  6. 6.

    Bashir A Klammer AA Robins WP Chin CS Webster D Paxinos E Hsu D Ashby M Wang S Peluso P Sebra R Sorenson J Bullard J Yen J Valdovino M Mollova E Luong K Lin S LaMay B Joshi A Rowe L Frace M Tarr CL Turnsek M Davis BM Kasarskis A Mekalanos JJ Waldor MK Schadt EE A hybrid approach for the automated finishing of bacterial genomesNat Biotechnol2012 14701707

    Not in our library10.1038/nbt.2288 (opens in a new tab)

  7. 7.

    Ribeiro FJ Przybylski D Yin S Sharpe T Gnerre S Abouelleil A Berlin AM Montmayeur A Shea TP Walker BJ Young SK Russ C Nusbaum C MacCallum I Jaffe DB Finished bacterial genomes from shotgun sequence dataGenome Res2012 1422702277

    Not in our library10.1101/gr.141515.112 (opens in a new tab)

  8. 8.

    Koren S Schatz MC Walenz BP Martin J Howard JT Ganapathy G Wang Z Rasko DA McCombie WR Jarvis ED Phillippy AM Hybrid error correction and de novo assembly of single-molecule sequencing readsNat Biotechnol2012 14693700

    Not in our library10.1038/nbt.2280 (opens in a new tab)

  9. 9.

    Timp W Mirsaidov UM Wang D Comer J Aksimentiev A Timp G Nanopore sequencing: electrical measurements of the code of lifeIEEE Trans Nanotechnol2010 14281294

    Not in our library10.1109/tnano.2010.2044418 (opens in a new tab)

  10. 10.

    Branton D Deamer DW Marziali A Bayley H Benner SA Butler T Di Ventra M Garaj S Hibbs A Huang X Jovanovich SB Krstic PS Lindsay S Ling XS Mastrangelo CH Meller A Oliver JS Pershin YV Ramsey JM Riehn R Soni GV Tabard-Cossa V Wanunu M Wiggin M Schloss JA The potential and challenges of nanopore sequencingNat Biotechnol2008 1411461153

    Not in our library10.1038/nbt.1495 (opens in a new tab)

  11. 11.

    Clarke J Wu HC Jayasinghe L Patel A Reid S Bayley H Continuous base identification for single-molecule nanopore DNA sequencingNat Nanotechnol2009 14265270

    Not in our library10.1038/nnano.2009.12 (opens in a new tab)

  12. 12.

    Eid J Fehr A Gray J Luong K Lyle J Otto G Peluso P Rank D Baybayan P Bettman B Bibillo A Bjornson K Chaudhuri B Christians F Cicero R Clark S Dalal R Dewinter A Dixon J Foquet M Gaertner A Hardenbol P Heiner C Hester K Holden D Kearns G Kong X Kuse R Lacroix Y Lin S Real-time DNA sequencing from single polymerase moleculesScience2009 14133138

    Not in our library10.1126/science.1162986 (opens in a new tab)

  13. 13.

    Chin CS Sorenson J Harris JB Robins WP Charles RC Jean-Charles RR Bullard J Webster DR Kasarskis A Peluso P Paxinos EE Yamaichi Y Calderwood SB Mekalanos JJ Schadt EE Waldor MK The origin of the Haitian cholera outbreak strainN Engl J Med2011 143342

    Not in our library10.1056/nejmoa1012928 (opens in a new tab)

  14. 14.

    Rasko DA Webster DR Sahl JW Bashir A Boisen N Scheutz F Paxinos EE Sebra R Chin CS Iliopoulos D Klammer A Peluso P Lee L Kislyuk AO Bullard J Kasarskis A Wang S Eid J Rank D Redman JC Steyert SR Frimodt-Møller J Struve C Petersen AM Krogfelt KA Nataro JP Schadt EE Waldor MK Origins of the E. coli strain causing an outbreak of hemolytic-uremic syndrome in GermanyN Engl J Med2011 14709717

    Not in our library10.1056/nejmoa1106920 (opens in a new tab)

  15. 15.

    Fang G Munera D Friedman DI Mandlik A Chao MC Banerjee O Feng Z Losic B Mahajan MC Jabado OJ Deikus G Clark TA Luong K Murray IA Davis BM Keren-Paz A Chess A Roberts RJ Korlach J Turner SW Kumar V Waldor MK Schadt EE Genome-wide mapping of methylated adenine residues in pathogenic Escherichia coli using single-molecule real-time sequencingNat Biotechnol2012 1412321239

    Not in our library10.1038/nbt.2432 (opens in a new tab)

  16. 16.
  17. 17.

    Ono Y Asai K Hamada M PBSIM: PacBio reads simulator–toward accurate genome assemblyBioinformatics2013 14119121

    Not in our library10.1093/bioinformatics/bts649 (opens in a new tab)

  18. 18.

    Waldbieser G Kertesz M Pushkarev D Blauwkamp T Liu J Production of long (1.5 kb–15.0 kb), accurate, DNA sequencing reads using an Illumina HiSeq2000 to support de novo assembly of the blue catfish genome2013 San Diego, CA: Plant and Animal Genome XXI Conferencehttps://pag.confex.com/pag/xxi/webprogram/Paper7088.html

    Not in our library

  19. 19.

    Miller JR Koren S Sutton G Assembly algorithms for next-generation sequencing dataGenomics2010 14315327

    Not in our library10.1016/j.ygeno.2010.03.001 (opens in a new tab)

  20. 20.

    Pop M Genome assembly reborn: recent computational challengesBrief Bioinformatics2009 14354366

    Not in our library10.1093/bib/bbp026 (opens in a new tab)

  21. 21.

    Nagarajan N Pop M Sequence assembly demystifiedNat Rev Genet2013 14157167

    Not in our library10.1038/nrg3367 (opens in a new tab)

  22. 22.
  23. 23.

    Hooper SD Berg OG On the nature of gene innovation: duplication patterns in microbial genomesMol Biol Evol2003 14945954

    Not in our library10.1093/molbev/msg101 (opens in a new tab)

  24. 24.
  25. 25.

    Barrangou R Fremaux C Deveau H Richards M Boyaval P Moineau S Romero DA Horvath P CRISPR provides acquired resistance against viruses in prokaryotesScience2007 1417091712

    Not in our library10.1126/science.1138140 (opens in a new tab)

  26. 26.

    Treangen TJ Abraham A-LL Touchon M Rocha EP Genesis, effects and fates of repeats in prokaryotic genomesFEMS Microbiol Rev2009 14539571

    Not in our library10.1111/j.1574-6976.2009.00169.x (opens in a new tab)

  27. 27.
  28. 28.
  29. 29.

    Lee H Schatz MC Genomic dark matter: the reliability of short read mapping illustrated by the genome mappability scoreBioinformatics2012 1420972105

    Not in our library10.1093/bioinformatics/bts330 (opens in a new tab)

  30. 30.

    Pacific Biosciences Delivers Enhanced DNA Sequencing Chemistry and Software to Help Solve Complex Genetic Problemshttp://investor.pacificbiosciences.com/releasedetail.cfm?ReleaseID=718854

    Not in our library

  31. 31.

    Miller JR Delcher AL Koren S Venter E Walenz BP Brownley A Johnson J Li K Mobarry C Sutton G Aggressive assembly of pyrosequencing reads with matesBioinformatics2008 1428182824

    Not in our library10.1093/bioinformatics/btn548 (opens in a new tab)

  32. 32.

    Chin CS Alexander DH Marks P Klammer AA Drake J Heiner C Clum A Copeland A Huddleston J Eichler EE Turner SW Korlach J Nonhybrid, finished microbial genome assemblies from long-read SMRT sequencing dataNat Methods2013 14563569

    Not in our library10.1038/nmeth.2474 (opens in a new tab)

  33. 33.

    Durfee T Nelson R Baldwin S Plunkett G 3rd Burland V Mau B Petrosino JF Qin X Muzny DM Ayele M Gibbs RA Csörgo B Pósfai G Weinstock GM Blattner FR The complete genome sequence of Escherichia coli DH10B: insights into the biology of a laboratory workhorseJ Bacteriol2008 1425972606

    Not in our library10.1128/jb.01695-07 (opens in a new tab)

  34. 34.

    Nagarajan N Pop M Parametric complexity of sequence assembly: theory and applications to next generation sequencingJ Comput Biol2009 14897908

    Not in our library10.1089/cmb.2009.0005 (opens in a new tab)

  35. 35.
  36. 36.

    Pacific Biosciences Launches the PacBio(R) RS II Sequencing Systemhttp://investor.pacificbiosciences.com/releasedetail.cfm?ReleaseID=755828

    Not in our library

  37. 37.

    Salzberg SL Phillippy AM Zimin A Puiu D Magoc T Koren S Treangen TJ Schatz MC Delcher AL Roberts M GAGE: A critical evaluation of genome assemblies and assembly algorithmsGenome Res2012 14557567

    Not in our library10.1101/gr.131383.111 (opens in a new tab)

  38. 38.

    Magoc T Pabinger S Canzar S Liu X Su Q Puiu D Tallon LJ Salzberg SL GAGE-B: an evaluation of genome assemblers for bacterial organismsBioinformatics2013 1417181725

    Not in our library10.1093/bioinformatics/btt273 (opens in a new tab)

  39. 39.

    Margulies M Egholm M Altman WE Attiya S Bader JS Bemben LA Berka J Braverman MS Chen YJ Chen Z Dewell SB Du L Fierro JM Gomes XV Godwin BC He W Helgesen S Ho CH Irzyk GP Jando SC Alenquer ML Jarvie TP Jirage KB Kim JB Knight JR Lanza JR Leamon JH Lefkowitz SM Lei M Li J Genome sequencing in microfabricated high-density picolitre reactorsNature2005 14376380

    Not in our library10.1038/nature03959 (opens in a new tab)

  40. 40.

    Bentley DR Balasubramanian S Swerdlow HP Smith GP Milton J Brown CG Hall KP Evers DJ Barnes CL Bignell HR Boutell JM Bryant J Carter RJ Keira Cheetham R Cox AJ Ellis DJ Flatbush MR Gormley NA Humphray SJ Irving LJ Karbelashvili MS Kirk SM Li H Liu X Maisinger KS Murray LJ Obradovic B Ost T Parkinson ML Pratt MR Accurate whole human genome sequencing using reversible terminator chemistryNature2008 145359

    Not in our library10.1038/nature07517 (opens in a new tab)

  41. 41.

    Bono JL Smith TP Keen JE Harhay GP McDaneld TG Mandrell RE Jung WK Besser TE Gerner-Smidt P Bielaszewska M Karch H Clawson ML Phylogeny of Shiga toxin-producing Escherichia coli O157 isolated from cattle and clinically ill humansMol Biol Evol2012 1420472062

    Not in our library10.1093/molbev/mss072 (opens in a new tab)

  42. 42.

    Brichta-Harhay DM Arthur TM Bosilevac JM Kalchayanand N Shackelford SD Wheeler TL Koohmaraie M Diversity of multidrug-resistant salmonella enterica strains associated with cattle at harvest in the United StatesAppl Environ Microbiol2011 1417831796

    Not in our library10.1128/aem.01885-10 (opens in a new tab)

  43. 43.

    Bankevich A Nurk S Antipov D Gurevich AA Dvorkin M Kulikov AS Lesin VM Nikolenko SI Pham S Prjibelski AD Pyshkin AV Sirotkin AV Vyahhi N Tesler G Alekseyev MA Pevzner PA SPAdes: a new genome assembly algorithm and its applications to single-cell sequencingJ Comput Biol2012 14455477

    Not in our library10.1089/cmb.2012.0021 (opens in a new tab)

  44. 44.

    Zimin AV Marcais G Puiu D Roberts M Salzberg SL Yorke JA The MaSuRCA genome assemblerBioinformatics2013 btt476

    Not in our library10.1093/bioinformatics/btt476 (opens in a new tab)

  45. 45.

    Otto TD Sanders M Berriman M Newbold C Iterative correction of reference nucleotides (iCORN) using second generation sequencing technologyBioinformatics2010 1417041707

    Not in our library10.1093/bioinformatics/btq269 (opens in a new tab)

  46. 46.

    Garrison E Marth G Haplotype-based variant detection from short-read sequencingArXiv e-prints2012 143907

    Not in our library

  47. 47.

    Vezzi F Narzisi G Mishra B Reevaluating assembly evaluations with feature response curves: GAGE and assemblathonsPLoS One2012 14e52210

    Not in our library10.1371/journal.pone.0052210 (opens in a new tab)

  48. 48.

    Clark SC Egan R Frazier PI Wang Z ALE: a generic assembly likelihood evaluation framework for assessing the accuracy of genome and metagenome assembliesBioinformatics2013 14435443

    Not in our library10.1093/bioinformatics/bts723 (opens in a new tab)

  49. 49.

    Ghodsi M Hill CM Astrovskaya I Lin H Sommer DD Koren S Pop M De novo likelihood-based measures for assembly validationBMC Res Notes2013 14334

    Not in our library10.1186/1756-0500-6-334 (opens in a new tab)

  50. 50.

    Loman NJ Misra RV Dallman TJ Constantinidou C Gharbia SE Wain J Pallen MJ Performance comparison of benchtop high-throughput sequencing platformsNat Biotechnol2012 14434439

    Not in our library10.1038/nbt.2198 (opens in a new tab)

  51. 51.

    Schwartz DC Li X Hernandez LI Ramnarain SP Huff EJ Wang YK Ordered restriction maps of Saccharomyces cerevisiae chromosomes constructed by optical mappingScience1993 14110114

    Not in our library10.1126/science.8211116 (opens in a new tab)

  52. 52.

    The FASTG Format Specification (v1.00)http://fastg.sourceforge.net/FASTG_Spec_v1.00.pdf

    Not in our library

  53. 53.

    Chevreux B Pfisterer T Drescher B Driesel AJ Muller WE Wetter T Suhai S Using the miraEST assembler for reliable and automated mRNA transcript assembly and SNP detection in sequenced ESTsGenome Res2004 1411471159

    Not in our library10.1101/gr.1917404 (opens in a new tab)

  54. 54.

    Genomes OnLine Database (GOLD)http://www.genomesonline.org/cgi-bin/GOLD/Search.cgi

    Not in our library

  55. 55.

    NCBI RefSeqftp://ftp.ncbi.nih.gov/genomes/Bacteria/all.fna.tar.gz

    Not in our library

  56. 56.
  57. 57.

    Sanger F Coulson AR A rapid method for determining sequences in DNA by primed synthesis with DNA polymeraseJ Mole Biol1975 14441448

    Not in our library10.1016/0022-2836(75)90213-2 (opens in a new tab)

  58. 58.

    Duke Genome Sequencing & Analysis Core Resourcehttps://dugsim.net/estimate_cost

    Not in our library

  59. 59.

    Data, Supplementary Files, Assemblies, and Codehttp://www.cbcb.umd.edu/software/PBcR/closure/index.html

    Not in our library

  60. 60.

    Illumina Scientific Data Website: access the latest MiSeq data, and do your own analysishttp://www.illumina.com/systems/miseq/scientific_data.ilmn

    Not in our library

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