Prioritisation of structural variant calls in cancer genomes

被引:18
作者
Ahdesmaki, Miika J. [1 ]
Chapman, Brad A. [2 ]
Cingolani, Pablo [3 ]
Hofmann, Oliver [4 ]
Sidoruk, Aleksandr [5 ,6 ]
Lai, Zhongwu [7 ]
Zakharov, Gennadii [5 ,8 ]
Rodichenko, Mikhail [5 ]
Alperovich, Mikhail [5 ]
Jenkins, David [9 ]
Carr, T. Hedley [1 ]
Stetson, Daniel [7 ]
Dougherty, Brian [7 ]
Barrett, J. Carl [7 ]
Johnson, Justin H. [7 ]
机构
[1] AstraZeneca, Oncol, Innovat Med & Early Dev, Cambridge, England
[2] Harvard Univ, Harvard TH Chan Sch Publ Hlth, Boston, MA 02115 USA
[3] Kew Inc, Cambridge, MA USA
[4] Univ Melbourne, Ctr Canc Res, Melbourne, Vic, Australia
[5] EPAM Syst Inc, Newtown, PA USA
[6] St Petersburg State Univ, Dept Software Engn, St Petersburg, Russia
[7] AstraZeneca, Oncol, Innovat Med & Early Dev, Waltham, MA USA
[8] Russian Acad Sci, Pavlov Inst Physiol, St Petersburg, Russia
[9] Boston Univ, Boston, MA 02215 USA
关键词
Structural variation; Gene fusion; Oncology; Prioritisation; Annotation; Visualisation; GENE;
D O I
10.7717/peerj.3166
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
Sensitivity of short read DNA-sequencing for gene fusion detection is improving, but is hampered by the significant amount of noise composed of uninteresting or false positive hits in the data. In this paper we describe a tiered prioritisation approach to extract high impact gene fusion events from existing structural variant calls. Using cell line and patient DNA sequence data we improve the annotation and interpretation of structural variant calls to best highlight likely cancer driving fusions. We also considerably improve on the automated visualisation of the high impact structural variants to highlight the effects of the variants on the resulting transcripts. The resulting framework greatly improves on readily detecting clinically actionable structural variants.
引用
收藏
页数:15
相关论文
共 21 条
[11]   UpSet: Visualization of Intersecting Sets [J].
Lex, Alexander ;
Gehlenborg, Nils ;
Strobelt, Hendrik ;
Vuillemot, Romain ;
Pfister, Hanspeter .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2014, 20 (12) :1983-1992
[12]  
Li H., 2013, Aligning sequence reads, clone sequences and assembly contigs with BWAMEM, DOI [DOI 10.48550/ARXIV.1303.3997, 10.48550/arXiv.1303.3997]
[13]   CSN and CAVA: variant annotation tools for rapid, robust next-generation sequencing analysis in the clinical setting [J].
Muenz, Marton ;
Ruark, Elise ;
Renwick, Anthony ;
Ramsay, Emma ;
Clarke, Matthew ;
Mahamdallie, Shazia ;
Cloke, Victoria ;
Seal, Sheila ;
Strydom, Ann ;
Lunter, Gerton ;
Rahman, Nazneen .
GENOME MEDICINE, 2015, 7
[14]  
Nicorici D, 2014, bioRxiv, DOI DOI 10.1101/011650
[15]   Clinical detection of deletion structural variants in whole-genome sequences [J].
Noll, Aaron C. ;
Miller, Neil A. ;
Smith, Laurie D. ;
Yoo, Byunggil ;
Fiedler, Stephanie ;
Cooley, Linda D. ;
Willig, Laurel K. ;
Petrikin, Josh E. ;
Cakici, Julie ;
Lesko, John ;
Newton, Angela ;
Detherage, Kali ;
Thiffault, Isabelle ;
Saunders, Carol J. ;
Farrow, Emily G. ;
Kingsmore, Stephen F. .
NPJ GENOMIC MEDICINE, 2016, 1
[16]   Identification of the transforming EML4-ALK fusion gene in non-small-cell lung cancer [J].
Soda, Manabu ;
Choi, Young Lim ;
Enomoto, Munehiro ;
Takada, Shuji ;
Yamashita, Yoshihiro ;
Ishikawa, Shunpei ;
Fujiwara, Shin-ichiro ;
Watanabe, Hideki ;
Kurashina, Kentaro ;
Hatanaka, Hisashi ;
Bando, Masashi ;
Ohno, Shoji ;
Ishikawa, Yuichi ;
Aburatani, Hiroyuki ;
Niki, Toshiro ;
Sohara, Yasunori ;
Sugiyama, Yukihiko ;
Mano, Hiroyuki .
NATURE, 2007, 448 (7153) :561-U3
[17]   svviz: a read viewer for validating structural variants [J].
Spies, Noah ;
Zook, Justin M. ;
Salit, Marc ;
Sidow, Arend .
BIOINFORMATICS, 2015, 31 (24) :3994-3996
[18]   IDENTICAL SPLICING OF ABERRANT EPIDERMAL GROWTH-FACTOR RECEPTOR TRANSCRIPTS FROM AMPLIFIED REARRANGED GENES IN HUMAN GLIOBLASTOMAS [J].
SUGAWA, N ;
EKSTRAND, AJ ;
JAMES, CD ;
COLLINS, VP .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1990, 87 (21) :8602-8606
[19]   Detection of genomic structural variants from next-generation sequencing data [J].
Tattini, Lorenzo ;
D'Aurizio, Romina ;
Magi, Alberto .
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2015, 3
[20]   Recurrent ESR1-CCDC170 rearrangements in an aggressive subset of oestrogen receptor-positive breast cancers [J].
Veeraraghavan, Jamunarani ;
Tan, Ying ;
Cao, Xi-Xi ;
Kim, Jin Ah ;
Wang, Xian ;
Chamness, Gary C. ;
Maiti, Sourindra N. ;
Cooper, Laurence J. N. ;
Edwards, Dean P. ;
Contreras, Alejandro ;
Hilsenbeck, Susan G. ;
Chang, Eric C. ;
Schiff, Rachel ;
Wang, Xiao-Song .
NATURE COMMUNICATIONS, 2014, 5