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全面的转录因子扰动概括了成纤维细胞的转录状态。

Comprehensive transcription factor perturbations recapitulate fibroblast transcriptional states.

作者信息

Southard Kaden M, Ardy Rico C, Tang Anran, O'Sullivan Deirdre D, Metzner Eli, Guruvayurappan Karthik, Norman Thomas M

机构信息

Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.

Louis V. Gerstner, Jr. Graduate School of Biomedical Sciences, Memorial Sloan Kettering Cancer Center, New York, NY, USA.

出版信息

Nat Genet. 2025 Aug 6. doi: 10.1038/s41588-025-02284-1.

Abstract

Cell atlas projects have revealed that common cell types often comprise distinct, recurrent transcriptional states, but the function and regulation of these states remain poorly understood. Here, we show that systematic activation of transcription factors can recreate such states in vitro, providing tractable models for mechanistic and functional studies. Using a scalable CRISPR activation (CRISPRa) Perturb-seq platform, we activated 1,836 transcription factors in two cell types. CRISPRa induced gene expression within physiological ranges, with chromatin features predicting responsiveness. Comparisons with atlas datasets showed that transcription factor perturbations recapitulated key fibroblast states and identified their regulators, including KLF2 and KLF4 for a universal state present in many tissues, and PLAGL1 for a disease-associated inflammatory state. Inducing the universal state suppressed the inflammatory state, suggesting therapeutic potential. These findings position CRISPRa as a nuanced tool for perturbing differentiated cells and establish a general strategy for studying clinically relevant transcriptional states ex vivo.

摘要

细胞图谱项目已经揭示,常见的细胞类型通常包含不同的、反复出现的转录状态,但这些状态的功能和调控仍知之甚少。在这里,我们表明转录因子的系统性激活可以在体外重现这些状态,为机制和功能研究提供易于处理的模型。使用一个可扩展的CRISPR激活(CRISPRa)Perturb-seq平台,我们在两种细胞类型中激活了1836个转录因子。CRISPRa在生理范围内诱导基因表达,染色质特征可预测反应性。与图谱数据集的比较表明,转录因子扰动概括了关键的成纤维细胞状态并确定了它们的调节因子,包括许多组织中存在的一种普遍状态的KLF2和KLF4,以及一种疾病相关炎症状态的PLAGL1。诱导普遍状态可抑制炎症状态,提示其具有治疗潜力。这些发现将CRISPRa定位为一种用于扰动分化细胞的精细工具,并建立了一种在体外研究临床相关转录状态的通用策略。

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