AmpliconReconstructor integrates NGS and optical mapping to resolve the complex structures of focal amplifications

被引:64
作者
Luebeck, Jens [1 ,2 ]
Coruh, Ceyda [3 ]
Dehkordi, Siavash R. [2 ]
Lange, Joshua T. [4 ,5 ]
Turner, Kristen M. [5 ]
Deshpande, Viraj [2 ]
Pai, Dave A. [6 ]
Zhang, Chao [1 ]
Rajkumar, Utkrisht [2 ]
Law, Julie A. [3 ]
Mischel, Paul S. [5 ,7 ,8 ]
Bafna, Vineet [2 ]
机构
[1] Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
[3] Salk Inst Biol Studies, Plant Mol & Cellular Biol Lab, La Jolla, CA 92037 USA
[4] Univ Calif San Diego, Biomed Sci Grad Program, La Jolla, CA 92093 USA
[5] Univ Calif San Diego, Ludwig Inst Canc Res, La Jolla, CA 92093 USA
[6] Bionano Genom Inc, San Diego, CA 92121 USA
[7] Univ Calif San Diego, Moores Canc Ctr, La Jolla, CA 92093 USA
[8] Univ Calif San Diego, Dept Pathol, La Jolla, CA 92093 USA
关键词
DOUBLE MINUTES; FUSION GENE; CELL-LINE; CANCER; REARRANGEMENTS; CHROMOSOMES; ALIGNMENT; MODEL; IMAGE; BCR;
D O I
10.1038/s41467-020-18099-z
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Oncogene amplification, a major driver of cancer pathogenicity, is often mediated through focal amplification of genomic segments. Recent results implicate extrachromosomal DNA (ecDNA) as the primary driver of focal copy number amplification (fCNA) - enabling gene amplification, rapid tumor evolution, and the rewiring of regulatory circuitry. Resolving an fCNA's structure is a first step in deciphering the mechanisms of its genesis and the fCNA's subsequent biological consequences. We introduce a computational method, AmpliconReconstructor (AR), for integrating optical mapping (OM) of long DNA fragments (>150kb) with next-generation sequencing (NGS) to resolve fCNAs at single-nucleotide resolution. AR uses an NGS-derived breakpoint graph alongside OM scaffolds to produce high-fidelity reconstructions. After validating its performance through multiple simulation strategies, AR reconstructed fCNAs in seven cancer cell lines to reveal the complex architecture of ecDNA, a breakage-fusion-bridge and other complex rearrangements. By reconstructing the rearrangement signatures associated with an fCNA's generative mechanism, AR enables a more thorough understanding of the origins of fCNAs. Focal copy number amplifications (fCNAs), which drive cancer pathogenicity, arise by a number of mechanisms and can be challenging to call. Here the authors present AmpliconReconstructor for precise and scalable fCNA reconstruction using optical mapping and next-generation sequencing data.
引用
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页数:14
相关论文
共 65 条
[1]  
Anantharaman T, 1999, Proc Int Conf Intell Syst Mol Biol, P18
[2]   Genomics via optical mapping .2. Ordered restriction maps [J].
Anantharaman, TS ;
Mishra, B ;
Schwartz, DC .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1997, 4 (02) :91-118
[3]  
[Anonymous], 2020, SOFTWARE DOWNLOADS B
[4]  
Barr LF, 2000, CANCER RES, V60, P143
[5]   Signatures of mutation and selection in the cancer genome [J].
Bignell, Graham R. ;
Greenman, Chris D. ;
Davies, Helen ;
Butler, Adam P. ;
Edkins, Sarah ;
Andrews, Jenny M. ;
Buck, Gemma ;
Chen, Lina ;
Beare, David ;
Latimer, Calli ;
Widaa, Sara ;
Hinton, Jonathon ;
Fahey, Ciara ;
Fu, Beiyuan ;
Swamy, Sajani ;
Dalgliesh, Gillian L. ;
Teh, Bin T. ;
Deloukas, Panos ;
Yang, Fengtang ;
Campbell, Peter J. ;
Futreal, P. Andrew ;
Stratton, Michael R. .
NATURE, 2010, 463 (7283) :893-U61
[6]   MapOptics: a light-weight, cross-platform visualization tool for optical mapping alignment [J].
Burgin, Josephine ;
Molitor, Corentin ;
Mohareb, Fady .
BIOINFORMATICS, 2019, 35 (15) :2671-2673
[7]   Rapid detection of structural variation in a human genome using nanochannel-based genome mapping technology [J].
Cao, Hongzhi ;
Hastie, Alex R. ;
Cao, Dandan ;
Lam, Ernest T. ;
Sun, Yuhui ;
Huang, Haodong ;
Liu, Xiao ;
Lin, Liya ;
Andrews, Warren ;
Chan, Saki ;
Huang, Shujia ;
Tong, Xin ;
Requa, Michael ;
Anantharaman, Thomas ;
Krogh, Anders ;
Yang, Huanming ;
Cao, Han ;
Xu, Xun .
GIGASCIENCE, 2014, 3
[8]   DOUBLE MINUTE CHROMOSOMES CAN BE PRODUCED FROM PRECURSORS DERIVED FROM A CHROMOSOMAL DELETION [J].
CARROLL, SM ;
DEROSE, ML ;
GAUDRAY, P ;
MOORE, CM ;
NEEDHAMVANDEVANTER, DR ;
VONHOFF, DD ;
WAHL, GM .
MOLECULAR AND CELLULAR BIOLOGY, 1988, 8 (04) :1525-1533
[9]   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)
[10]   Optical mapping reveals a higher level of genomic architecture of chained fusions in cancer [J].
Chan, Eva K. F. ;
Cameron, Daniel L. ;
Petersen, Desiree C. ;
Lyons, Ruth J. ;
Baldi, Benedetta F. ;
Papenfuss, Anthony T. ;
Thomas, David M. ;
Hayes, Vanessa M. .
GENOME RESEARCH, 2018, 28 (05) :726-738