Allele-specific transcriptional effects of subclonal copy number alterations enable genotype-phenotype mapping in cancer cells

被引:4
|
作者
Shi, Hongyu [1 ,2 ]
Williams, Marc J. [1 ]
Satas, Gryte [1 ]
Weiner, Adam C. [1 ,3 ]
Mcpherson, Andrew [1 ]
Shah, Sohrab P. [1 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, Computat Oncol, New York, NY 10065 USA
[2] Gerstner Sloan Kettering Grad Sch Biomed Sci, New York, NY USA
[3] Weill Cornell Med, Triinst PhD Program Computat Biol & Med, New York, NY USA
基金
美国国家卫生研究院;
关键词
LINEAGE PLASTICITY; GENOME; RESISTANCE; PROGRAM;
D O I
10.1038/s41467-024-46710-0
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
Subclonal copy number alterations are a prevalent feature in tumors with high chromosomal instability and result in heterogeneous cancer cell populations with distinct phenotypes. However, the extent to which subclonal copy number alterations contribute to clone-specific phenotypes remains poorly understood. We develop TreeAlign, which computationally integrates independently sampled single-cell DNA and RNA sequencing data from the same cell population. TreeAlign accurately encodes dosage effects from subclonal copy number alterations, the impact of allelic imbalance on allele-specific transcription, and obviates the need to define genotypic clones from a phylogeny a priori, leading to highly granular definitions of clones with distinct expression programs. These improvements enable clone-clone gene expression comparisons with higher resolution and identification of expression programs that are genomically independent. Our approach sets the stage for dissecting the relative contribution of fixed genomic alterations and dynamic epigenetic processes on gene expression programs in cancer. Quantifying the impact of copy-number alterations (CNAs) on gene expression at the subclone level in cancer remains a challenge. Here, the authors develop TreeAlign, a method that integrates sample-matched single-cell DNA and RNA sequencing data to infer the impact of CNAs on subclonal gene expression.
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页数:13
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