Integrative analysis of genome-wide loss of heterozygosity and monoallelic expression at nucleotide resolution reveals disrupted pathways in triple-negative breast cancer

被引:196
作者
Ha, Gavin [1 ,2 ]
Roth, Andrew [1 ,2 ]
Lai, Daniel [2 ,3 ]
Bashashati, Ali [1 ]
Ding, Jiarui [1 ,3 ]
Goya, Rodrigo [2 ,4 ]
Giuliany, Ryan [1 ,2 ]
Rosner, Jamie [1 ]
Oloumi, Arusha [1 ]
Shumansky, Karey [1 ]
Chin, Suet-Feung [5 ]
Turashvili, Gulisa [1 ]
Hirst, Martin [4 ]
Caldas, Carlos [5 ]
Marra, Marco A. [4 ]
Aparicio, Samuel [1 ,6 ]
Shah, Sohrab P. [1 ,3 ,6 ]
机构
[1] British Columbia Canc Agcy, Dept Mol Oncol, Vancouver, BC V5Z 1L3, Canada
[2] Univ British Columbia, Bioinformat Training Program, Vancouver, BC V6T 1Z4, Canada
[3] Univ British Columbia, Dept Comp Sci, Vancouver, BC V6T 1Z4, Canada
[4] British Columbia Canc Agcy, Genome Sci Ctr, Vancouver, BC V5Z 1L3, Canada
[5] Li Ka Shing Ctr, Cambridge Res Inst, Cambridge CB2 0RE, England
[6] Univ British Columbia, Dept Pathol & Lab Med, Vancouver, BC V6T 2B5, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
LOSS-OF-HETEROZYGOSITY; COPY-NUMBER VARIATION; HIDDEN-MARKOV MODEL; SOMATIC MUTATIONS; EVOLUTION; EXOME; GENES;
D O I
10.1101/gr.137570.112
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
Loss of heterozygosity (LOH) and copy number alteration (CNA) feature prominently in the somatic genomic landscape of tumors. As such, karyotypic aberrations in cancer genomes have been studied extensively to discover novel oncogenes and tumor-suppressor genes. Advances in sequencing technology have enabled the cost-effective detection of tumor genome and transcriptome mutation events at single-base-pair resolution; however, computational methods for predicting segmental regions of LOH in this context are not yet fully explored. Consequently, whole transcriptome, nucleotide-level resolution analysis of monoallelic expression patterns associated with LOH has not yet been undertaken in cancer. We developed a novel approach for inference of LOH from paired tumor/normal sequence data and applied it to a cohort of 23 triple-negative breast cancer (TNBC) genomes. Following extensive benchmarking experiments, we describe the nucleotide-resolution landscape of LOH in TNBC and assess the consequent effect of LOH on the transcriptomes of these tumors using RNA-seq-derived measurements of allele-specific expression. We show that the majority of monoallelic expression in the transcriptomes of triple-negative breast cancer can be explained by genomic regions of LOH and establish an upper bound for monoallelic expression that may be explained by other tumor-specific modifications such as epigenetics or mutations. Monoallelically expressed genes associated with LOH reveal that cell cycle, homologous recombination and actin-cytoskeletal functions are putatively disrupted by LOH in TNBC. Finally, we show how inference of LOH can be used to interpret allele frequencies of somatic mutations and postulate on temporal ordering of mutations in the evolutionary history of these tumors.
引用
收藏
页码:1995 / 2007
页数:13
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