Metzner Eli, Southard Kaden M, Norman Thomas M
Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Tri-Institutional Training Program in Computational Biology and Medicine, New York, NY 10065, USA.
Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Cell Syst. 2025 Jan 15;16(1):101161. doi: 10.1016/j.cels.2024.12.002. Epub 2024 Dec 16.
Single-cell CRISPR screens link genetic perturbations to transcriptional states, but high-throughput methods connecting these induced changes to their regulatory foundations are limited. Here, we introduce Multiome Perturb-seq, extending single-cell CRISPR screens to simultaneously measure perturbation-induced changes in gene expression and chromatin accessibility. We apply Multiome Perturb-seq in a CRISPRi screen of 13 chromatin remodelers in human RPE-1 cells, achieving efficient assignment of sgRNA identities to single nuclei via an improved method for capturing barcode transcripts from nuclear RNA. We organize expression and accessibility measurements into coherent programs describing the integrated effects of perturbations on cell state, finding that ARID1A and SUZ12 knockdowns induce programs enriched for developmental features. Modeling of perturbation-induced heterogeneity connects accessibility changes to changes in gene expression, highlighting the value of multimodal profiling. Overall, our method provides a scalable and simply implemented system to dissect the regulatory logic underpinning cell state. A record of this paper's transparent peer review process is included in the supplemental information.
单细胞CRISPR筛选将基因扰动与转录状态联系起来,但将这些诱导变化与其调控基础相连接的高通量方法却很有限。在此,我们引入了多组学扰动测序(Multiome Perturb-seq),将单细胞CRISPR筛选扩展到同时测量扰动诱导的基因表达和染色质可及性变化。我们在人RPE-1细胞中对13种染色质重塑因子进行的CRISPR干扰筛选中应用了多组学扰动测序,通过一种改进的从核RNA捕获条形码转录本的方法,实现了将sgRNA身份有效分配到单个细胞核。我们将表达和可及性测量组织成连贯的程序,描述扰动对细胞状态的综合影响,发现敲低ARID1A和SUZ12会诱导富含发育特征的程序。对扰动诱导的异质性进行建模,将可及性变化与基因表达变化联系起来,突出了多模态分析的价值。总体而言,我们的方法提供了一个可扩展且易于实施的系统,以剖析支撑细胞状态的调控逻辑。本文透明同行评审过程的记录包含在补充信息中。