Comprehensive analysis of structural variants in breast cancer genomes using single-molecule sequencing

被引:67
作者
Aganezov, Sergey [1 ]
Goodwin, Sara [2 ]
Sherman, Rachel M. [1 ]
Sedlazeck, Fritz J. [3 ]
Arun, Gayatri [2 ]
Bhatia, Sonam [2 ]
Lee, Isac [4 ]
Kirsche, Melanie [1 ]
Wappel, Robert [2 ]
Kramer, Melissa [2 ]
Kostroff, Karen [5 ]
Spector, David L. [2 ]
Timp, Winston [4 ]
McCombie, W. Richard [2 ]
Schatz, Michael C. [1 ,2 ,6 ]
机构
[1] Johns Hopkins Univ, Dept Comp Sci, Baltimore, MD 21211 USA
[2] Cold Spring Harbor Lab, POB 100, Cold Spring Harbor, NY 11724 USA
[3] Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USA
[4] Johns Hopkins Univ, Biomed Engn, Baltimore, MD 21211 USA
[5] Northwell Hlth, Lake Success, NY 11042 USA
[6] Johns Hopkins Univ, Dept Biol, Baltimore, MD 21211 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
DNA ELEMENTS; EVOLUTION; GERMLINE; GENE; CHROMOTHRIPSIS; ENCYCLOPEDIA; EXPRESSION; MUTATIONS; DISEASE; QUALITY;
D O I
10.1101/gr.260497.119
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Improved identification of structural variants (SVs) in cancer can lead to more targeted and effective treatment options as well as advance our basic understanding of the disease and its progression. We performed whole-genome sequencing of the SKBR3 breast cancer cell line and patient-derived tumor and normal organoids from two breast cancer patients using Illumina /10x Genomics, Pacific Biosciences (PacBio), and Oxford Nanopore Technologies (ONT) sequencing. We then inferred SVs and large-scale allele-specific copy number variants (CNVs) using an ensemble of methods. Our findings show that long-read sequencing allows for substantially more accurate and sensitive SV detection, with between 90% and 95% of variants supported by each long-read technology also supported by the other. We also report high accuracy for long reads even at relatively low coverage (25x-30x). Furthermore, we integrated SV and CNV data into a unifying karyotype-graph structure to present a more accurate representation of the mutated cancer genomes. We find hundreds of variants within known cancer-related genes detectable only through long-read sequencing. These findings highlight the need for long-read sequencing of cancer genomes for the precise analysis of their genetic instability.
引用
收藏
页码:1258 / 1273
页数:16
相关论文
共 83 条
[1]   Reconstruction of clone- and haplotype-specific cancer genome karyotypes from bulk tumor samples [J].
Aganezov, Sergey ;
Raphael, Benjamin J. .
GENOME RESEARCH, 2020, 30 (09) :1274-1290
[2]   Recovering rearranged cancer chromosomes from karyotype graphs [J].
Aganezov, Sergey ;
Zban, Ilya ;
Aksenov, Vitaly ;
Alexeev, Nikita ;
Schatz, Michael C. .
BMC BIOINFORMATICS, 2019, 20 (01)
[3]   Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[4]  
[Anonymous], 2016, GGPLOT2 ELEGANT GRAP, DOI DOI 10.1007/978-3-319-24277-4
[5]   Characterizing the Major Structural Variant Alleles of the Human Genome [J].
Audano, Peter A. ;
Sulovari, Arvis ;
Graves-Lindsay, Tina A. ;
Cantsilieris, Stuart ;
Sorensen, Melanie ;
Welch, AnneMarie E. ;
Dougherty, Max L. ;
Nelson, Bradley J. ;
Shah, Ankeeta ;
Dutcher, Susan K. ;
Warren, Wesley C. ;
Magrini, Vincent ;
McGrath, Sean D. ;
Li, Yang I. ;
Wilson, Richard K. ;
Eichler, Evan E. .
CELL, 2019, 176 (03) :663-+
[6]  
Baudino Troy A, 2015, Curr Drug Discov Technol, V12, P3
[7]   Transposable elements in cancer [J].
Burns, Kathleen H. .
NATURE REVIEWS CANCER, 2017, 17 (07) :415-424
[8]  
Cameron DL, 2019, LINX UNSCRAMBLING TU, DOI [10.1101/781013v1, DOI 10.1101/781013V1]
[9]   EXPRESSION OF RECESSIVE ALLELES BY CHROMOSOMAL MECHANISMS IN RETINOBLASTOMA [J].
CAVENEE, WK ;
DRYJA, TP ;
PHILLIPS, RA ;
BENEDICT, WF ;
GODBOUT, R ;
GALLIE, BL ;
MURPHREE, AL ;
STRONG, LC ;
WHITE, RL .
NATURE, 1983, 305 (5937) :779-784
[10]   Multi-platform discovery of haplotype-resolved structural variation in human genomes [J].
Chaisson, Mark J. P. ;
Sanders, Ashley D. ;
Zhao, Xuefang ;
Malhotra, Ankit ;
Porubsky, David ;
Rausch, Tobias ;
Gardner, Eugene J. ;
Rodriguez, Oscar L. ;
Guo, Li ;
Collins, Ryan L. ;
Fan, Xian ;
Wen, Jia ;
Handsaker, Robert E. ;
Fairley, Susan ;
Kronenberg, Zev N. ;
Kong, Xiangmeng ;
Hormozdiari, Fereydoun ;
Lee, Dillon ;
Wenger, Aaron M. ;
Hastie, Alex R. ;
Antaki, Danny ;
Anantharaman, Thomas ;
Audano, Peter A. ;
Brand, Harrison ;
Cantsilieris, Stuart ;
Cao, Han ;
Cerveira, Eliza ;
Chen, Chong ;
Chen, Xintong ;
Chin, Chen-Shan ;
Chong, Zechen ;
Chuang, Nelson T. ;
Lambert, Christine C. ;
Church, Deanna M. ;
Clarke, Laura ;
Farrell, Andrew ;
Flores, Joey ;
Galeev, Timur ;
Gorkin, David U. ;
Gujral, Madhusudan ;
Guryev, Victor ;
Heaton, William Haynes ;
Korlach, Jonas ;
Kumar, Sushant ;
Kwon, Jee Young ;
Lam, Ernest T. ;
Lee, Jong Eun ;
Lee, Joyce ;
Lee, Wan-Ping ;
Lee, Sau Peng .
NATURE COMMUNICATIONS, 2019, 10 (1)