Clonality inference in multiple tumor samples using phylogeny

被引:137
作者
Malikic, Salem [1 ]
McPherson, Andrew W. [2 ]
Donmez, Nilgun [3 ]
Sahinalp, Cenk S. [1 ,4 ]
机构
[1] Simon Fraser Univ, Sch Comp Sci, Burnaby, BC V5A 1S6, Canada
[2] BC Canc Agcy, Vancouver, BC, Canada
[3] Vancouver Prostate Ctr, Vancouver, BC, Canada
[4] Indiana Univ, Sch Informat & Comp, Bloomington, IN USA
基金
加拿大自然科学与工程研究理事会;
关键词
HETEROGENEITY; EVOLUTION; PROGRESSION;
D O I
10.1093/bioinformatics/btv003
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Intra-tumor heterogeneity presents itself through the evolution of subclones during cancer progression. Although recent research suggests that this heterogeneity has clinical implications, in silico determination of the clonal subpopulations remains a challenge. Results: We address this problem through a novel combinatorial method, named clonality inference in tumors using phylogeny (CITUP), that infers clonal populations and their frequencies while satisfying phylogenetic constraints and is able to exploit data from multiple samples. Using simulated datasets and deep sequencing data from two cancer studies, we show that CITUP predicts clonal frequencies and the underlying phylogeny with high accuracy.
引用
收藏
页码:1349 / 1356
页数:8
相关论文
共 16 条
[1]   Emerging landscape of oncogenic signatures across human cancers [J].
Ciriello, Giovanni ;
Miller, Martin L. ;
Aksoy, Buelent Arman ;
Senbabaoglu, Yasin ;
Schultz, Nikolaus ;
Sander, Chris .
NATURE GENETICS, 2013, 45 (10) :1127-U247
[2]   Clonal evolution in relapsed acute myeloid leukaemia revealed by whole-genome sequencing [J].
Ding, Li ;
Ley, Timothy J. ;
Larson, David E. ;
Miller, Christopher A. ;
Koboldt, Daniel C. ;
Welch, John S. ;
Ritchey, Julie K. ;
Young, Margaret A. ;
Lamprecht, Tamara ;
McLellan, Michael D. ;
McMichael, Joshua F. ;
Wallis, John W. ;
Lu, Charles ;
Shen, Dong ;
Harris, Christopher C. ;
Dooling, David J. ;
Fulton, Robert S. ;
Fulton, Lucinda L. ;
Chen, Ken ;
Schmidt, Heather ;
Kalicki-Veizer, Joelle ;
Magrini, Vincent J. ;
Cook, Lisa ;
McGrath, Sean D. ;
Vickery, Tammi L. ;
Wendl, Michael C. ;
Heath, Sharon ;
Watson, Mark A. ;
Link, Daniel C. ;
Tomasson, Michael H. ;
Shannon, William D. ;
Payton, Jacqueline E. ;
Kulkarni, Shashikant ;
Westervelt, Peter ;
Walter, Matthew J. ;
Graubert, Timothy A. ;
Mardis, Elaine R. ;
Wilson, Richard K. ;
DiPersio, John F. .
NATURE, 2012, 481 (7382) :506-510
[3]   A combinatorial approach for analyzing intra-tumor heterogeneity from high-throughput sequencing data [J].
Hajirasouliha, Iman ;
Mahmoody, Ahmad ;
Raphael, Benjamin J. .
BIOINFORMATICS, 2014, 30 (12) :78-86
[4]   Inferring clonal evolution of tumors from single nucleotide somatic mutations [J].
Jiao, Wei ;
Vembu, Shankar ;
Deshwar, Amit G. ;
Stein, Lincoln ;
Morris, Quaid .
BMC BIOINFORMATICS, 2014, 15
[5]   Variable Clonal Repopulation Dynamics Influence Chemotherapy Response in Colorectal Cancer [J].
Kreso, Antonija ;
O'Brien, Catherine A. ;
van Galen, Peter ;
Gan, Olga I. ;
Notta, Faiyaz ;
Brown, Andrew M. K. ;
Ng, Karen ;
Ma, Jing ;
Wienholds, Erno ;
Dunant, Cyrille ;
Pollett, Aaron ;
Gallinger, Steven ;
McPherson, John ;
Mullighan, Charles G. ;
Shibata, Darryl ;
Dick, John E. .
SCIENCE, 2013, 339 (6119) :543-548
[6]   The Hungarian Method for the assignment problem [J].
Kuhn, HW .
NAVAL RESEARCH LOGISTICS, 2005, 52 (01) :7-21
[7]   RNA sequencing reveals the role of splicing polymorphisms in regulating human gene expression [J].
Lalonde, Emilie ;
Ha, Kevin C. H. ;
Wang, Zibo ;
Bemmo, Amandine ;
Kleinman, Claudia L. ;
Kwan, Tony ;
Pastinen, Tomi ;
Majewski, Jacek .
GENOME RESEARCH, 2011, 21 (04) :545-554
[8]   A Comprehensive Survey of Clonal Diversity Measures in Barrett's Esophagus as Biomarkers of Progression to Esophageal Adenocarcinoma [J].
Merlo, Lauren M. F. ;
Shah, Najaf A. ;
Li, Xiaohong ;
Blount, Patricia L. ;
Vaughan, Thomas L. ;
Reid, Brian J. ;
Maley, Carlo C. .
CANCER PREVENTION RESEARCH, 2010, 3 (11) :1388-1397
[9]   THetA: inferring intra-tumor heterogeneity from high-throughput DNA sequencing data [J].
Oesper, Layla ;
Mahmoody, Ahmad ;
Raphael, Benjamin J. .
GENOME BIOLOGY, 2013, 14 (07)
[10]  
Roth A, 2014, NAT METHODS, V11, P396, DOI [10.1038/NMETH.2883, 10.1038/nmeth.2883]