Integrative single-cell analysis of allele-specific copy number alterations and chromatin accessibility in cancer.
Chi-Yun WuBilly T LauHeon Seok KimAnuja SatheSusan M GrimesHanlee P JiNancy R ZhangPublished in: Nature biotechnology (2021)
Cancer progression is driven by both somatic copy number aberrations (CNAs) and chromatin remodeling, yet little is known about the interplay between these two classes of events in shaping the clonal diversity of cancers. We present Alleloscope, a method for allele-specific copy number estimation that can be applied to single-cell DNA- and/or transposase-accessible chromatin-sequencing (scDNA-seq, ATAC-seq) data, enabling combined analysis of allele-specific copy number and chromatin accessibility. On scDNA-seq data from gastric, colorectal and breast cancer samples, with validation using matched linked-read sequencing, Alleloscope finds pervasive occurrence of highly complex, multiallelic CNAs, in which cells that carry varying allelic configurations adding to the same total copy number coevolve within a tumor. On scATAC-seq from two basal cell carcinoma samples and a gastric cancer cell line, Alleloscope detected multiallelic copy number events and copy-neutral loss-of-heterozygosity, enabling dissection of the contributions of chromosomal instability and chromatin remodeling to tumor evolution.
Keyphrases
- copy number
- genome wide
- single cell
- mitochondrial dna
- dna methylation
- rna seq
- dna damage
- gene expression
- high throughput
- papillary thyroid
- transcription factor
- basal cell carcinoma
- big data
- squamous cell
- single molecule
- risk assessment
- squamous cell carcinoma
- childhood cancer
- cell death
- oxidative stress
- cell cycle arrest
- signaling pathway
- endoplasmic reticulum stress
- cell proliferation
- deep learning
- artificial intelligence