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单细胞 RNA 测序解析人类肿瘤组织中细胞类型特异性药物反应

Deconvolution of cell type-specific drug responses in human tumor tissue with single-cell RNA-seq.

机构信息

Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, 10032, USA.

Department of Pathology & Cell Biology, Columbia University Irving Medical Center, New York, NY, 10032, USA.

出版信息

Genome Med. 2021 May 11;13(1):82. doi: 10.1186/s13073-021-00894-y.

Abstract

BACKGROUND

Preclinical studies require models that recapitulate the cellular diversity of human tumors and provide insight into the drug sensitivities of specific cellular populations. The ideal platform would enable rapid screening of cell type-specific drug sensitivities directly in patient tumor tissue and reveal strategies to overcome intratumoral heterogeneity.

METHODS

We combine multiplexed drug perturbation in acute slice culture from freshly resected tumors with single-cell RNA sequencing (scRNA-seq) to profile transcriptome-wide drug responses in individual patients. We applied this approach to drug perturbations on slices derived from six glioblastoma (GBM) resections to identify conserved drug responses and to one additional GBM resection to identify patient-specific responses.

RESULTS

We used scRNA-seq to demonstrate that acute slice cultures recapitulate the cellular and molecular features of the originating tumor tissue and the feasibility of drug screening from an individual tumor. Detailed investigation of etoposide, a topoisomerase poison, and the histone deacetylase (HDAC) inhibitor panobinostat in acute slice cultures revealed cell type-specific responses across multiple patients. Etoposide has a conserved impact on proliferating tumor cells, while panobinostat treatment affects both tumor and non-tumor populations, including unexpected effects on the immune microenvironment.

CONCLUSIONS

Acute slice cultures recapitulate the major cellular and molecular features of GBM at the single-cell level. In combination with scRNA-seq, this approach enables cell type-specific analysis of sensitivity to multiple drugs in individual tumors. We anticipate that this approach will facilitate pre-clinical studies that identify effective therapies for solid tumors.

摘要

背景

临床前研究需要能够重现人类肿瘤细胞多样性并深入了解特定细胞群体药物敏感性的模型。理想的平台应能够直接在患者肿瘤组织中快速筛选细胞类型特异性药物敏感性,并揭示克服肿瘤内异质性的策略。

方法

我们将新鲜切除的肿瘤的急性切片培养中的多重药物扰动与单细胞 RNA 测序 (scRNA-seq) 相结合,以在个体患者中分析全转录组范围的药物反应。我们将这种方法应用于从六个胶质母细胞瘤 (GBM) 切除术中获得的切片上的药物扰动,以鉴定保守的药物反应,并对另一个 GBM 切除术中鉴定患者特异性反应。

结果

我们使用 scRNA-seq 证明急性切片培养物再现了起源肿瘤组织的细胞和分子特征,以及从单个肿瘤进行药物筛选的可行性。对急性切片培养物中的拓扑异构酶抑制剂依托泊苷和组蛋白去乙酰化酶 (HDAC) 抑制剂帕比司他进行详细研究,揭示了多个患者中存在细胞类型特异性反应。依托泊苷对增殖性肿瘤细胞具有保守影响,而帕比司他治疗影响肿瘤和非肿瘤群体,包括对免疫微环境的意外影响。

结论

急性切片培养物在单细胞水平上再现了 GBM 的主要细胞和分子特征。与 scRNA-seq 相结合,这种方法能够在个体肿瘤中对多种药物的敏感性进行细胞类型特异性分析。我们预计这种方法将促进识别实体瘤有效治疗方法的临床前研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d64d/8114529/62ada7d2e2a8/13073_2021_894_Fig1_HTML.jpg

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