Chromosome-scale shotgun assembly using an in vitro method for long-range linkage
Open accessAbstract
Long-range and highly accurate de novo assembly from short-read data is one of the most pressing challenges in genomics. Recently, it has been shown that read pairs generated by proximity ligation of DNA in chromatin of living tissue can address this problem, dramatically increasing the scaffold contiguity of assemblies. Here, we describe a simpler approach (“Chicago”) based on in vitro reconstituted chromatin. We generated two Chicago data sets with human DNA and developed a statistical model and a new software pipeline (“HiRise”) that can identify poor quality joins and produce accurate, long-range sequence scaffolds. We used these to construct a highly accurate de novo assembly and scaffolding of a human genome with scaffold N50 of 20 Mbp. We also demonstrated the utility of Chicago for improving existing assemblies by reassembling and scaffolding the genome of the American alligator. With a single library and one lane of Illumina HiSeq sequencing, we increased the scaffold N50 of the American alligator from 508 kbp to 10 Mbp.
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High-throughput, inexpensive proximity sequencing methods emerged as powerful tools to scaffold subchromosomal genomic contigs into chromosome-scale sequences.
“High-throughput, inexpensive proximity sequencing methods (reviewed in 83) emerged as powerful tools to scaffold subchromosomal genomic contigs into sequences reconstructing whole chromosomes (i.e., chromosome-scale) (54, 55)”
From Topological Approaches in Animal Comparative Genomics (2026) · cites this paper as [55]
Genome sequencing and assembly have become increasingly affordable and computationally tractable thanks to long-read sequencing technologies, DNA proximity ligation sequencing techniques, and genome sequencing consortia.
“Genome sequencing and assembly have become increasingly affordable and computationally tractable thanks to the development of long-read sequencing technologies like the Pacific Biosciences and Oxford Nanopore platforms (52); the development of DNA proximity ligation sequencing techniques, like Hi-C, for genome scaffolding (53–55); and the efforts of genome sequencing consortia (1, 2, 4, 56)”
From Topological Approaches in Animal Comparative Genomics (2026) · cites this paper as [55]
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Cites
Trimmomatic: a flexible trimmer for Illumina sequence data
Bolger, A. M., Lohse, M., & Usadel, B. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu170 · Cited by 65,548 · see citing works
Topological domains in mammalian genomes identified by analysis of chromatin interactions
Dixon, J. R., Selvaraj, S., Yue, F., Kim, A., Li, Y., Shen, Y., Hu, M., Liu, J. S., & Ren, B. (2012) · Nature · doi:10.1038/nature11082 · Cited by 6,829 · see citing works
Quail, M., Smith, M. E., Coupland, P., Otto, T. D., Harris, S. R., Connor, T. R., Bertoni, A., Swerdlow, H. P., & Gu, Y. (2012) · BMC Genomics · doi:10.1186/1471-2164-13-341 · Cited by 2,031 · see citing works
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Research works printed but not linked: 33
- Adey A, Kitzman JO, Burton JN, Daza R, Kumar A, Christiansen L, Ronaghi M, Amini S, Gunderson KL, Steemers FJ, 2014 In vitro, long-range sequence information for de novo genome assembly via transposase contiguity. Genome Res 24: 2041– 2049. 25327137 PMC4248320
- Alkan C, Sajjadian S, Eichler EE. 2011 Limitations of next-generation genome sequence assembly. Nat Methods 8: 61– 65. 21102452 PMC3115693
- Amini S, Pushkarev D, Christiansen L, Kostem E, Royce T, Turk C, Pignatelli N, Adey A, Kitzman JO, Vijayan K, 2014 Haplotype-resolved whole-genome sequencing by contiguity-preserving transposition and combinatorial indexing. Nat Genet 46: 1343– 1349. 25326703 PMC4409979
- Bradnam KR, Fass JN, Alexandrov A, Baranay P, Bechner M, Birol I, Boisvert S, Chapman JA, Chapuis G, Chikhi R, 2013 Assemblathon 2: evaluating de novo methods of genome assembly in three vertebrate species. Gigascience 2: 10. 23870653 PMC3844414
- Burton JN, Adey A, Patwardhan RP, Qiu R, Kitzman JO, Shendure J. 2013 Chromosome-scale scaffolding of de novo genome assemblies based on chromatin interactions. Nat Biotechnol 31: 1119– 1125. 24185095 PMC4117202
- Chapman JA, Ho I, Sunkara S, Luo S, Schroth GP, Rokhsar DS. 2011 Meraculous: de novo genome assembly with short paired-end reads. PLoS One 6: e23501. 21876754 PMC3158087
- Church DM, Schneider VA, Graves T, Auger K, Cunningham F, Bouk N, Chen HC, Agarwala R, McLaren WM, Ritchie GR, 2011 Modernizing reference genome assemblies. PLoS Biol 9: e1001091. 21750661 PMC3130012
- de Koning AP, Gu W, Castoe TA, Batzer MA, Pollock DD. 2011 Repetitive elements may comprise over two-thirds of the human genome. PLoS Genet 7: e1002384. 22144907 PMC3228813
- Genome 10K Community of Scientists. 2009 Genome 10K: a proposal to obtain whole-genome sequence for 10,000 vertebrate species. J Hered 100: 659– 674. 19892720 PMC2877544
- Gnerre S, Maccallum I, Przybylski D, Ribeiro FJ, Burton JN, Walker BJ, Sharpe T, Hall G, Shea TP, Sykes S, 2011 High-quality draft assemblies of mammalian genomes from massively parallel sequence data. Proc Natl Acad Sci 108: 1513– 1518. 21187386 PMC3029755
- Goodwin S, Gurtowski J, Ethe-Sayers S, Deshpande P, Schatz MC, McCombie WR. 2015 Oxford Nanopore sequencing, hybrid error correction, and de novo assembly of a eukaryotic genome. Genome Res 25: 1750– 1756. 26447147 PMC4617970
- Green RE, Braun EL, Armstrong J, Earl D, Nguyen N, Hickey G, Vandewege MW, St John JA, Capella-Gutierrez S, Castoe TA, 2014 Three crocodilian genomes reveal ancestral patterns of evolution among archosaurs. Science 346: 1254449. 25504731 PMC4386873
- International Human Genome Sequencing Consortium. 2004 Finishing the euchromatic sequence of the human genome. Nature 431: 931– 945. 15496913
- Kalhor R, Tjong H, Jayathilaka N, Alber F, Chen L. 2012 Genome architectures revealed by tethered chromosome conformation capture and population-based modeling. Nat Biotechnol 30: 90– 98. 22198700 PMC3782096
- Kaplan N, Dekker J. 2013 High-throughput genome scaffolding from in vivo DNA interaction frequency. Nat Biotechnol 31: 1143– 1147. 24270850 PMC3880131
- Kidd JM, Cooper GM, Donahue WF, Hayden HS, Sampas N, Graves T, Hansen N, Teague B, Alkan C, Antonacci F, 2008 Mapping and sequencing of structural variation from eight human genomes. Nature 453: 56– 64. 18451855 PMC2424287
- Koren S, Schatz MC, Walenz BP, Martin J, Howard JT, Ganapathy G, Wang Z, Rasko DA, McCombie WR, Jarvis ED, 2012 Hybrid error correction and de novo assembly of single-molecule sequencing reads. Nat Biotechnol 30: 693– 700. 22750884 PMC3707490
- Lieberman-Aiden E, van Berkum NL, Williams L, Imakaev M, Ragoczy T, Telling A, Amit I, Lajoie BR, Sabo PJ, Dorschner MO, 2009 Comprehensive mapping of long-range interactions reveals folding principles of the human genome. Science 326: 289– 293. 19815776 PMC2858594
- Marie-Nelly H, Marbouty M, Cournac A, Flot JF, Liti G, Parodi DP, Syan S, Guillen N, Margeot A, Zimmer C, 2014 High-quality genome (re)assembly using chromosomal contact data. Nat Commun 5: 5695. 25517223 PMC4284522
- Meyer M, Kircher M. 2010 Illumina sequencing library preparation for highly multiplexed target capture and sequencing. Cold Spring Harb Protoc 2010: pdb prot5448. 20516186
- Miga KH, Newton Y, Jain M, Altemose N, Willard HF, Kent WJ. 2014 Centromere reference models for human chromosomes X and Y satellite arrays. Genome Res 24: 697– 707. 24501022 PMC3975068
- Rozowsky J, Abyzov A, Wang J, Alves P, Raha D, Harmanci A, Leng J, Bjornson R, Kong Y, Kitabayashi N, 2011 AlleleSeq: analysis of allele-specific expression and binding in a network framework. Mol Syst Biol 7: 522. 21811232 PMC3208341
- Salzberg SL, Phillippy AM, Zimin A, Puiu D, Magoc T, Koren S, Treangen TJ, Schatz MC, Delcher AL, Roberts M, 2012 GAGE: a critical evaluation of genome assemblies and assembly algorithms. Genome Res 22: 557– 567. 22147368 PMC3290791
- Selvaraj S, Dixon RJ, Bansal V, Ren B. 2013 Whole-genome haplotype reconstruction using proximity-ligation and shotgun sequencing. Nat Biotechnol 31: 1111– 1118. 24185094 PMC4180835
- Shedlock AM, Botka CW, Zhao S, Shetty J, Zhang T, Liu JS, Deschavanne PJ, Edwards SV. 2007 Phylogenomics of nonavian reptiles and the structure of the ancestral amniote genome. Proc Natl Acad Sci 104: 2767– 2772. 17307883 PMC1815256
- Sheridan C. 2014 Milestone approval lifts Illumina's NGS from research into clinic. Nat Biotechnol 32: 111– 112. 24509734
- Simpson JT, Durbin R. 2012 Efficient de novo assembly of large genomes using compressed data structures. Genome Res 22: 549– 556. 22156294 PMC3290790
- Torjesen I. 2013 Genomes of 100,000 people will be sequenced to create an open access research resource. BMJ 347: f6690. 24200819
- Tuzun E, Sharp AJ, Bailey JA, Kaul R, Morrison VA, Pertz LM, Haugen E, Hayden H, Albertson D, Pinkel D, 2005 Fine-scale structural variation of the human genome. Nat Genet 37: 727– 732. 15895083
- Voskoboynik A, Neff NF, Sahoo D, Newman AM, Pushkarev D, Koh W, Passarelli B, Fan HC, Mantalas GL, Palmeri KJ, 2013 The genome sequence of the colonial chordate, Botryllus schlosseri. eLife 2: e00569. 23840927 PMC3699833
- Weisenfeld NI, Yin S, Sharpe T, Lau B, Hegarty R, Holmes L, Sogoloff B, Tabbaa D, Williams L, Russ C, 2014 Comprehensive variation discovery in single human genomes. Nat Genet 46: 1350– 1355. 25326702 PMC4244235
- Williams LJ, Tabbaa DG, Li N, Berlin AM, Shea TP, Maccallum I, Lawrence MS, Drier Y, Getz G, Young SK, 2012 Paired-end sequencing of Fosmid libraries by Illumina. Genome Res 22: 2241– 2249. 22800726 PMC3483553
- Wu TD, Watanabe CK. 2005 GMAP: a genomic mapping and alignment program for mRNA and EST sequences. Bioinformatics 21: 1859– 1875. 15728110
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- Authors
- Putnam, N. H., O'Connell, B. L., Stites, J. C., Rice, B. J., Blanchette, M., Calef, R., Troll, C. J., Fields, A., Hartley, P. D., Sugnet, C. W., Haussler, D., Rokhsar, D. S., & Green, R. E.
- Affiliations
- Dovetail Genomics (United States) (US)
- Howard Hughes Medical Institute (US)
- Joint Genome Institute (US)
- University of California, Santa Cruz (US)
- ORCID
- Venue
- Genome Research
- Publisher
- Cold Spring Harbor Laboratory
- Published
- 2016-02-04
- Volume
- 26
- Issue
- 3
- Pages
- 342-350
- ISSN
- 1088-9051 (ISSN-L)
- 1549-5469
- PMC
- PMC4772016
- OpenAlex
- W1489349053
- Cited by
- 732
- References
- 3
- Citations by year
- 2026: 19 · 2025: 49 · 2024: 88 · 2023: 79 · 2022: 94 · 2021: 88 · 2020: 89 · 2019: 79 · 2018: 59 · 2017: 53 · 2016: 26 · 2015: 7 · 2014: 1
- Type
- posted content
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- other-oa
- Locations
- Genome Research (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion, other-oa)
- eScholarship (California Digital Library) (submittedVersion)
- HighWire Press Open Archive (submittedVersion)
- arXiv (Cornell University)
- Funders
- Howard Hughes Medical Institute
- National Human Genome Research Institute (U54HG007990)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomic variations and chromosomal abnormalities
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
- Keywords
- de novo genome assembly, scaffold assembly, human genome assembly, proximity ligation, short-read sequencing
- MeSH terms
- Animals, Cell Line, Chromosomes, Humans, Genetic Linkage, Reproducibility of Results, Genomic Library, Computational Biology, Genomics, High-Throughput Nucleotide Sequencing
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