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Accurate circular consensus long-read sequencing improves variant detection and assembly of a human genome
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Abstract
The DNA sequencing technologies in use today produce either highly accurate short reads or less-accurate long reads. We report the optimization of circular consensus sequencing (CCS) to improve the accuracy of single-molecule real-time (SMRT) sequencing (PacBio) and generate highly accurate (99.8%) long high-fidelity (HiFi) reads with an average length of 13.5 kilobases (kb). We applied our approach to sequence the well-characterized human HG002/NA24385 genome and obtained precision and recall rates of at least 99.91% for single-nucleotide variants (SNVs), 95.98% for insertions and deletions <50 bp (indels) and 95.99% for structural variants. Our CCS method matches or exceeds the ability of short-read sequencing to detect small variants and structural variants. We estimate that 2,434 discordances are correctable mistakes in the 'genome in a bottle' (GIAB) benchmark set. Nearly all (99.64%) variants can be phased into haplotypes, further improving variant detection. De novo genome assembly using CCS reads alone produced a contiguous and accurate genome with a contig N50 of >15 megabases (Mb) and concordance of 99.997%, substantially outperforming assembly with less-accurate long reads.
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“more than two-thirds of SVs have been missed in studies that used short-read data and the human reference assembly6–8”
From A draft human pangenome reference. (2023) · cites this paper as [7]
Experimental — accuracy not yet measuredIn the citing paper
“Recent technological advances by PacBio have enabled circular consensus sequencing of both RNA and DNA, resulting in long (>10 kb), highly accurate (99.8%) reads (136).”
From Tandem repeats lead to sequence assembly errors and impose multi-level challenges for genome and protein databases (2019) · cites this paper as [136]
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Cites
DNA sequencing with chain-terminating inhibitors
Sanger, F., Nicklen, S., & Coulson, A. R. (1977) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.74.12.5463 · Cited by 68,572
Initial sequencing and analysis of the human genome
International Human Genome Sequencing Consortium, Whitehead Institute for Biomedical Research, C. F. G. R., Lander, E. S., Linton, L. M., Birren, B., Nusbaum, C., Zody, M. C., Baldwin, J., Devon, K., Dewar, K., et al. (2001) · Nature · doi:10.1038/35057062 · Cited by 24,216
A global reference for human genetic variation
The 1000 Genomes Project Consortium, authors, C., Auton, A., Abecasis, G. R., Steering committee, Altshuler, D. M., Durbin, R. M., Abecasis, G. R., Bentley, D. R., Chakravarti, A., et al. (2015) · Nature · doi:10.1038/nature15393 · Cited by 18,247
Self-citationMinimap2: Pairwise alignment for nucleotide sequences
Li, H. (2018) · Bioinformatics · doi:10.1093/bioinformatics/bty191 · Cited by 14,807
Self-citationThe sequence of the human genome
Venter, J. C., Adams, M. D., Myers, E. W., Li, P. W., Mural, R. J., Sutton, G. G., Smith, H. O., Yandell, M., Evans, C. A., Holt, R. A., et al. (2001) · Science · doi:10.1126/science.1058040 · Cited by 13,909
Self-citationBUSCO: assessing genome assembly and annotation completeness with single-copy orthologs
Simão, F. A., Waterhouse, R. M., Ioannidis, P., Kriventseva, E. V., & Zdobnov, E. M. (2015) · Bioinformatics · doi:10.1093/bioinformatics/btv351 · Cited by 13,344
A framework for variation discovery and genotyping using next-generation DNA sequencing data
DePristo, M. A., Banks, E., Poplin, R. E., Garimella, K. V., Maguire, J., Hartl, C., Philippakis, A., del Angel, G., Rivas, M. A., Hanna, M., et al. (2011) · Nature Genetics · doi:10.1038/ng.806 · Cited by 11,457
Self-citationAnalysis of the genome sequence of the flowering plant Arabidopsis thaliana
Initiative, T. A. G. (2000) · Nature · doi:10.1038/35048692 · Cited by 9,301
Canu: scalable and accurate long-read assembly via adaptive k -mer weighting and repeat separationPreprint
Koren, S., Walenz, B. P., Berlin, K., Miller, J. R., Bergman, N. H., & Phillippy, A. M. (2017) · Genome Research · doi:10.1101/gr.215087.116 · Cited by 7,260
Self-citationInitial sequencing and comparative analysis of the mouse genome
Mouse Genome Sequencing Consortium (2002) · Nature · doi:10.1038/nature01262 · Cited by 7,187
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Yan, Z., Tšuiko, O., Jatsenko, T., Peeters, G., Souche, E. L., Geysens, M., Dimitriadou, E., Vanhie, A., Peeraer, K., Debrock, S., et al. (2025) · Nucleic Acids Research · doi:10.1093/nar/gkaf247 · Cited by 7
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Self-citationSorrentino, E., Albion, E., Modena, C., Daja, M., Cecchin, S., Paolacci, S., Miertuš, J., Bertelli, M., Maltese, P. E., Chiurazzi, P., et al. (2022) · Gene · doi:10.1016/j.gene.2022.146554 · Cited by 6
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Huang, C., Shao, L., Qu, S., Rao, J., Cheng, T., Cao, Z., Liu, S., Hu, J., Liang, X., Shang, L., et al. (2020) · Scientific Reports · doi:10.1038/s41598-020-66605-6 · Cited by 5
Jourdy, Y., Bardel, C., Frétigny, M., Diguet, F., Rollat‐Farnier, P., Mathieu, M., Labalme, A., Sanlaville, D., Edery, P., Vinciguerra, C., et al. (2021) · Haemophilia · doi:10.1111/hae.14402 · Cited by 6
What sequencing technologies can teach us about innate immunity*
Salih, M. M., & Carpenter, S. B. (2021) · Immunological Reviews · doi:10.1111/imr.13033 · Cited by 6
Satellite DNAs and human sex chromosome variation
Čechová, M., & Miga, K. H. (2022) · Seminars in Cell and Developmental Biology · doi:10.1016/j.semcdb.2022.04.022 · Cited by 5
Expanding Duplication of the Testis Phd Finger Protein 7 (Phf7) Gene in the Chicken Genome
Fouchécourt, S., Fillon, V., Marrauld, C., Callot, C., Ronsin, S., Picolo, F., Douet, C., Piégu, B., & Monget, P. (2022) · Genomics · doi:10.1016/j.ygeno.2022.110411 · Cited by 6
Wang, S., Liu, Y., Wang, J., Zhu, X., Shi, Y., Wang, X., Liu, T., Xiao, X., & Wang, J. (2023) · Frontiers in Genetics · doi:10.3389/fgene.2022.1096797 · Cited by 5
In vivo single-molecule RNA structural profiling
Chen, Z., Duan, H., & Li, X. (2023) · Trends in Biochemical Sciences · doi:10.1016/j.tibs.2023.01.001 · Cited by 5
A cloud-based pipeline for analysis of FHIR and long-read data
Dunn, T., & Coşgun, E. (2023) · Bioinformatics Advances · doi:10.1093/bioadv/vbac095 · Cited by 5
Plaza, D. F., Zerebinski, J., Broumou, I., Lautenbach, M. J., Ngasala, B., Sundling, C., & Färnert, A. (2023) · Cell Reports Methods · doi:10.1016/j.crmeth.2023.100574 · Cited by 5
Carpinteyro-Ponce, J., & Machado, C. A. (2024) · Genome Biology and Evolution · doi:10.1093/gbe/evae047 · Cited by 5
AlignGraph2: similar genome-assisted reassembly pipeline for PacBio long reads
Huang, S., He, X., Wang, G., & Bao, E. (2021) · Briefings in Bioinformatics · doi:10.1093/bib/bbab022 · Cited by 5
stLFRsv: A Germline Structural Variant Analysis Pipeline Using Co-barcoded Reads
Guo, J., Chang, S., Chen, X., Wang, O., Liu, P., Yang, H., Xu, X., Zhang, W., & Zhu, H. (2021) · Frontiers in Genetics · doi:10.3389/fgene.2021.636239 · Cited by 4
Minimizer-space de Bruijn graphsPreprint
Ekim, B., Berger, B., & Chikhi, R. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.06.09.447586 · Cited by 5
Gorzynski, J. E., Marwaha, S., Reuter, C. M., Jensen, T. D., Ferrasse, A., Raja, A. N., Fernández, L., Kravets, E., Carter, J. N., Bonner, D. E., et al. (2024) · medRxiv · doi:10.1101/2024.03.28.24304304 · Cited by 5
Kim, J., Kim, Y.-S., Shin, J. W., Kim, Y., Lee, D. H., Park, J.-W., Lee, D., Kim, H.-C., Lee, J., Lee, S. H., et al. (2024) · Scientific Data · doi:10.1038/s41597-024-04033-1 · Cited by 5
Black, G. S., Huang, X., Qiao, Y., Moos, P. J., Sampath, D., Stephens, D. M., Woyach, J. A., & Marth, G. (2025) · Genome Research · doi:10.1101/gr.279049.124 · Cited by 5
Analytical validation of germline small variant detection using long-read HiFi genome sequencingPreprint
Hammond, N. A., Liao, L., Tong, P. W., Ng, Z., Nguyen, T.-M. P., Ho, C. C., Yang, Y., & Scott, S. A. (2025) · Genome Research · doi:10.1101/gr.278836.123 · Cited by 5
Assessing the readiness of Oxford Nanopore sequencing for clinical genomics applicationsPreprint
Arres, J., Elavalli, S., Behl, S., Matías-Sánchez, D., Ali, A. A., Saad, A. A. Y. A., Attia, A., Minas, C., Pariyachery, S., Ahmed, S., et al. (2026) · Genome Research · doi:10.1101/gr.280134.124 · Cited by 5
Self-citationLok, S., Lau, T. N. H., Trost, B., Tong, A. H. Y., Paton, T., Wintle, R. F., Engstrom, M. D., Gunn, A., & Scherer, S. W. (2024) · Scientific Reports · doi:10.1038/s41598-024-67270-9 · Cited by 4
“…strategy used in this study over the computationally intensive approach of correcting individual PacBio reads prior to assembly 62 or the use of PacBio’s recent Circular Consensus Sequencing also known as HiFi Sequencing (HiFi/CCS) 63,64 where reads are partially corrected during sequencing.”
MethodMinahan, N. T., Yen, T., Guo, Y. L., Shu, P., & Tsai, K. (2024) · Pathogens · doi:10.3390/pathogens13040299 · Cited by 4
Metadata
- Authors
- Wenger, A. M., Peluso, P., Rowell, W. J., Chang, P.-C., Hall, R. J., Concepcion, G. T., Ebler, J., Fungtammasan, A., Kolesnikov, A., Olson, N. D., Töpfer, A., Alonge, M., Mahmoud, M., Qian, Y., Chin, C.-S., Phillippy, A. M., Schatz, M. C., Myers, G., DePristo, M. A., Ruan, J., Marschall, T., Sedlazeck, F. J., Zook, J. M., Li, H., Koren, S., Carroll, A., Rank, D. R., & Hunkapiller, M. W.
- Affiliations
- Pacific Biosciences (United States) (US)
- Google (United States) (US)
- Max Planck Institute for Informatics (DE)
- DNAnexus (United States) (US)
- National Institute of Standards and Technology (US)
- Johns Hopkins University (US)
- Baylor College of Medicine (US)
- National Institutes of Health (US)
- Agricultural Genomics Institute at Shenzhen (CN)
- Dana-Farber Cancer Institute (US)
- Corresponding author
- Rank, David R.
- Hunkapiller, Michael W.
- ORCID
- Wenger, Aaron M.
- Peluso, Paul
- Rowell, William J.
- Chang, Pi-Chuan
- Hall, Richard J.
- Concepcion, Gregory T.
- Ebler, Jana
- Fungtammasan, Arkarachai
- Kolesnikov, Alexey
- Olson, Nathan D.
- Töpfer, Armin
- Alonge, Michael
- Mahmoud, Medhat
- Chin, Chen-Shan
- Phillippy, Adam M.
- Schatz, Michael C.
- DePristo, Mark A.
- Ruan, Jue
- Marschall, Tobias
- Sedlazeck, Fritz J.
- Zook, Justin M.
- Li, Heng
- Koren, Sergey
- Carroll, Andrew
- Rank, David R.
- Hunkapiller, Michael W.
- Venue
- Nature Biotechnology
- Published
- 2019-08-12
- Volume
- 37
- Issue
- 10
- Pages
- 1155-1162
- ISSN
- 0733-222X (ISSN-L)
- 1087-0156
- 1546-1696
- PMC
- PMC6776680
- OpenAlex
- W2968499116
- Cited by
- 1,841
- References
- 57
- Citations by year
- 2026: 246 · 2025: 300 · 2024: 326 · 2023: 275 · 2022: 261 · 2021: 241 · 2020: 133 · 2019: 56
- FWCI
- 60.58
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Licence
- Locations
- Nature Biotechnology (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- Deutsche Forschungsgemeinschaft (391137747, 395192176)
- National Science Foundation (DBI-1350041)
- U.S. Department of Health & Human Services | National Institutes of Health (R01-HG006677, UM1 HG008898, 1R01HG010040)
- U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute
- National Natural Science Foundation of China (31571353, 31822029)
- 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 › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Keywords
- circular consensus sequencing, single-molecule real-time sequencing, PacBio HiFi reads, variant calling, structural variants, indels, single nucleotide variants, haplotype phasing, de novo genome assembly
- MeSH terms
- Base Sequence, DNA, Circular, Haplotypes, Humans, Genetic Variation, Genome, Human, Sequence Analysis, DNA, High-Throughput Nucleotide Sequencing
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