单细胞 CRISPR 免疫筛选揭示了肿瘤内在因子的免疫学作用。

NAR Cancer Pub Date : 2022-12-09 eCollection Date: 2022-12-01 DOI:10.1093/narcan/zcac038
Jiakai Hou, Shaoheng Liang, Chunyu Xu, Yanjun Wei, Yunfei Wang, Yukun Tan, Nidhi Sahni, Daniel J McGrail, Chantale Bernatchez, Michael Davies, Yumei Li, Rui Chen, S Stephen Yi, Yiwen Chen, Cassian Yee, Ken Chen, Weiyi Peng
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摘要

基因筛选被广泛用于开发新型癌症治疗方法。随着单细胞技术的最新进展,单细胞CRISPR筛选(scCRISPR)平台为高通量的靶点验证和机理研究提供了机会。在这里,我们旨在建立适用于涉及多种细胞类型的免疫相关筛选的 scCRISPR 平台。我们将两个 scCRISPR 平台,即 Perturb-seq 和 CROP-seq 与体外和体内免疫筛选相结合。通过利用以前生成的资源,我们优化了实验条件和数据分析管道,使高通量和单个验证的结果更加一致。此外,我们还评估了 scCRISPR 免疫筛选在确定肿瘤内在免疫调节潜在机制方面的性能。我们的结果表明,scCRISPR 平台可以同时描述不同免疫筛选条件下单个细胞的基因表达谱和扰动效应。scCRISPR 免疫筛选的结果还能预测与癌症免疫疗法临床反应相关的转录表型。更重要的是,scriskPR 筛选平台揭示了靶向肿瘤内在因子与 T 细胞介导的抗肿瘤免疫反应之间的互动关系,而这种关系不容易通过大量 RNA-seq 进行评估。总之,scrISPR 免疫筛选为阐明肿瘤免疫抗性的分子决定因素提供了可扩展的可靠平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Single-cell CRISPR immune screens reveal immunological roles of tumor intrinsic factors.

Genetic screens are widely exploited to develop novel therapeutic approaches for cancer treatment. With recent advances in single-cell technology, single-cell CRISPR screen (scCRISPR) platforms provide opportunities for target validation and mechanistic studies in a high-throughput manner. Here, we aim to establish scCRISPR platforms which are suitable for immune-related screens involving multiple cell types. We integrated two scCRISPR platforms, namely Perturb-seq and CROP-seq, with both in vitro and in vivo immune screens. By leveraging previously generated resources, we optimized experimental conditions and data analysis pipelines to achieve better consistency between results from high-throughput and individual validations. Furthermore, we evaluated the performance of scCRISPR immune screens in determining underlying mechanisms of tumor intrinsic immune regulation. Our results showed that scCRISPR platforms can simultaneously characterize gene expression profiles and perturbation effects present in individual cells in different immune screen conditions. Results from scCRISPR immune screens also predict transcriptional phenotype associated with clinical responses to cancer immunotherapy. More importantly, scCRISPR screen platforms reveal the interactive relationship between targeting tumor intrinsic factors and T cell-mediated antitumor immune response which cannot be easily assessed by bulk RNA-seq. Collectively, scCRISPR immune screens provide scalable and reliable platforms to elucidate molecular determinants of tumor immune resistance.

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