Perturb-Multimodal pooled screening in intact tissues

IF 31.7 1区 生物学 Q1 GENETICS & HEREDITY
Wei Li
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引用次数: 0

Abstract

Imaging-based pooled genetic screening has been adopted to study genotype–phenotype relationships and expanded to multimodal measurements. Saunders et al. introduce an integrated approach known as Perturb-Multimodal (Perturb-Multi), which combines imaging and single-cell RNA sequencing for pooled genetic screens in intact tissues with multimodal phenotypic readouts. Perturb-Multi benefits from technological innovations to capture RNA–protein phenotypes and intact transcriptomes for in vivo screens. The unique feature is paired sequencing and imaging analysis of genetic perturbations in the same tissue, which enables the effects on both gene expression and subcellular morphology to be measured simultaneously, providing the potential to study genetic regulation of organ function at scale and in vivo. Applying Perturb-Multi to the mouse liver led to a systematic view of diverse gene perturbation effects on transcriptional state and tissue organization, and importantly, the identification of candidate genetic regulators of liver physiology related to hepatocyte zonation, cellular stress response and steatosis. Perturb-Multi provides training data for machine learning models, and may be expanded to other organs for functional genomics studies at the cellular and tissue levels under different physiological conditions.

Original reference: Cell https://doi.org/10.1016/j.cell.2025.05.022 (2025)

在完整组织中进行多模态混合筛选
基于成像的混合遗传筛选已被用于研究基因型-表型关系,并扩展到多模态测量。Saunders等人介绍了一种称为Perturb-Multimodal (Perturb-Multi)的综合方法,该方法将成像和单细胞RNA测序结合起来,在具有多模态表型读数的完整组织中进行汇总遗传筛选。Perturb-Multi受益于技术创新,以捕获rna -蛋白表型和完整的转录组,用于体内筛选。其独特的特点是对同一组织中的遗传扰动进行配对测序和成像分析,从而可以同时测量对基因表达和亚细胞形态的影响,从而为在规模和体内研究器官功能的遗传调控提供了潜力。将Perturb-Multi应用于小鼠肝脏,可以系统地观察不同基因扰动对转录状态和组织组织的影响,更重要的是,可以确定与肝细胞分区、细胞应激反应和脂肪变性相关的肝脏生理的候选遗传调控因子。Perturb-Multi为机器学习模型提供训练数据,并可扩展到其他器官,在不同生理条件下进行细胞和组织水平的功能基因组学研究。原始参考文献:Cell https://doi.org/10.1016/j.cell.2025.05.022 (2025)
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来源期刊
Nature genetics
Nature genetics 生物-遗传学
CiteScore
43.00
自引率
2.60%
发文量
241
审稿时长
3 months
期刊介绍: Nature Genetics publishes the very highest quality research in genetics. It encompasses genetic and functional genomic studies on human and plant traits and on other model organisms. Current emphasis is on the genetic basis for common and complex diseases and on the functional mechanism, architecture and evolution of gene networks, studied by experimental perturbation. Integrative genetic topics comprise, but are not limited to: -Genes in the pathology of human disease -Molecular analysis of simple and complex genetic traits -Cancer genetics -Agricultural genomics -Developmental genetics -Regulatory variation in gene expression -Strategies and technologies for extracting function from genomic data -Pharmacological genomics -Genome evolution
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