Transcription factor networks disproportionately enrich for heritability of blood cell phenotypes

Jorge Diego Martin-Rufino, Alexis Caulier, Seayoung Lee, Nicole Castano, Emily King, Samantha Joubran, Marcus Jones, Seth R. Goldman, Uma P. Arora, Lara Wahlster, Eric S. Lander, Vijay G. Sankaran
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Abstract

Most phenotype-associated genetic variants map to non-coding regulatory regions of the human genome. Moreover, variants associated with blood cell phenotypes are enriched in regulatory regions active during hematopoiesis. To systematically explore the nature of these regions, we developed a highly efficient strategy, Perturb-multiome, that makes it possible to simultaneously profile both chromatin accessibility and gene expression in single cells with CRISPR-mediated perturbation of a range of master transcription factors (TFs). This approach allowed us to examine the connection between TFs, accessible regions, and gene expression across the genome throughout hematopoietic differentiation. We discovered that variants within the TF-sensitive accessible chromatin regions, while representing less than 0.3% of the genome, show a ~100-fold enrichment in heritability across certain blood cell phenotypes; this enrichment is strikingly higher than for other accessible chromatin regions. Our approach facilitates large-scale mechanistic understanding of phenotype-associated genetic variants by connecting key cis-regulatory elements and their target genes within gene regulatory networks.
转录因子网络不成比例地丰富了血细胞表型的遗传性
大多数与表型相关的基因变异映射到人类基因组的非编码调控区。此外,与血细胞表型相关的变异富集在造血过程中活跃的调控区域。为了系统地探索这些区域的性质,我们开发了一种高效的策略--Perturb-multiome,通过 CRISPR 介导的对一系列主转录因子(TFs)的扰动,可以同时分析单细胞中染色质的可及性和基因表达。通过这种方法,我们可以研究整个造血分化过程中基因组中 TFs、可访问区域和基因表达之间的联系。我们发现,对 TF 敏感的可访问染色质区域内的变异虽然只占基因组的不到 0.3%,但在某些血细胞表型中却显示出约 100 倍的遗传性富集;这种富集程度明显高于其他可访问染色质区域。我们的方法通过连接基因调控网络中的关键顺式调控元件及其靶基因,促进了对表型相关遗传变异的大规模机理理解。
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