Unknown

Dataset Information

0

Conserved Epigenetic Regulatory Logic Infers Genes Governing Cell Identity.


ABSTRACT: Determining genes that orchestrate cell differentiation in development and disease remains a fundamental goal of cell biology. This study establishes a genome-wide metric based on the gene-repressive trimethylation of histone H3 at lysine 27 (H3K27me3) across hundreds of diverse cell types to identify genetic regulators of cell differentiation. We introduce a computational method, TRIAGE, which uses discordance between gene-repressive tendency and expression to identify genetic drivers of cell identity. We apply TRIAGE to millions of genome-wide single-cell transcriptomes, diverse omics platforms, and eukaryotic cells and tissue types. Using a wide range of data, we validate the performance of TRIAGE in identifying cell-type-specific regulatory factors across diverse species including human, mouse, boar, bird, fish, and tunicate. Using CRISPR gene editing, we use TRIAGE to experimentally validate RNF220 as a regulator of Ciona cardiopharyngeal development and SIX3 as required for differentiation of endoderm in human pluripotent stem cells. A record of this paper's transparent peer review process is included in the Supplemental Information.

SUBMITTER: Shim WJ 

PROVIDER: S-EPMC7781436 | biostudies-literature | 2020 Dec

REPOSITORIES: biostudies-literature

altmetric image

Publications


Determining genes that orchestrate cell differentiation in development and disease remains a fundamental goal of cell biology. This study establishes a genome-wide metric based on the gene-repressive trimethylation of histone H3 at lysine 27 (H3K27me3) across hundreds of diverse cell types to identify genetic regulators of cell differentiation. We introduce a computational method, TRIAGE, which uses discordance between gene-repressive tendency and expression to identify genetic drivers of cell i  ...[more]

Similar Datasets

| S-EPMC5912935 | biostudies-literature
| S-EPMC7445234 | biostudies-literature
| S-EPMC6322776 | biostudies-literature
| S-EPMC4713227 | biostudies-literature
| S-EPMC8498966 | biostudies-literature
2015-12-16 | E-GEOD-75986 | biostudies-arrayexpress
| S-EPMC5568053 | biostudies-other
| S-EPMC4643771 | biostudies-literature
| S-EPMC3970491 | biostudies-literature
| S-EPMC1794698 | biostudies-other