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Updated: Jun 14, 2025

An Integrated Platform for Genome-wide Mapping of Chromatin States Using High-throughput ChIP-sequencing in Tumor Tissues
Published on: April 5, 2018
Single-cell chromatin accessibility reveals malignant regulatory programs in primary human cancers.
Laksshman Sundaram1,2,3,4, Arvind Kumar3, Matthew Zatzman5
1Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA.
Cancer genome atlas data reveals tumor-specific gene regulation, identifying healthy cell types similar to cancer cells. These findings suggest noncoding mutations in cancer are functional, offering a framework for understanding cancer gene regulation.
Area of Science:
- Genomics
- Cancer Biology
- Epigenetics
Background:
- Cancer development involves complex gene regulatory changes.
- Understanding these changes requires high-resolution mapping of regulatory elements.
Purpose of the Study:
- To map chromatin accessibility landscapes in diverse cancer types.
- To identify cancer-specific regulatory programs and functional noncoding mutations.
Main Methods:
- Generated single-cell chromatin accessibility data across eight tumor types (The Cancer Genome Atlas).
- Compared tumor chromatin landscapes to organ-matched healthy tissues.
- Utilized neural network models to identify regulatory programs and prioritize mutations.
Main Results:
- Tumor chromatin accessibility is influenced by copy number alterations but retains cancer type-specific features.
- Identified 'nearest healthy' cell types, finding basal-like breast cancer similar to secretory luminal epithelial cells.
- Neural networks revealed functional enrichment of noncoding mutations near cancer genes.
Conclusions:
- Cancer-specific gene regulation can be elucidated through chromatin accessibility mapping.
- Noncoding mutations, often dispersed and nonrecurrent, play a functional role in cancer.
- Developed interpretable models providing a framework for understanding cancer gene regulation.
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