Integrated analysis of single-cell and bulk transcriptomes uncovers clinically relevant molecular subtypes in human prostate cancer.

IF 7 2区 医学 Q1 ONCOLOGY
Tao Ding, Lina He, Guowen Lin, Lei Xu, Yanjun Zhu, Xinan Wang, Xuefei Liu, Jianming Guo, Fanghong Lei, Zhixiang Zuo, Jianghua Zheng
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Abstract

Objective: Prostate cancer (PCa) is a complex disease characterized by diverse cellular ecosystems within the tumor microenvironment (TME) and high tumor heterogeneity, which challenges clinically stratified management and reinforces the need for novel strategies to fight against castration-resistant PCa (CRPC).

Methods: We performed single-cell RNA sequencing (scRNA-seq) on 10 untreated primary PCa tissues and integrated public scRNA-seq resources from three normal prostate tissues, two untreated primary PCa tissues, and six CRPC tumors to portray a comprehensive cellular and molecular interaction atlas of PCa. We further integrated the single-cell and bulk transcriptomes of PCa to establish a molecular classification system.

Results: scRNA-seq profiles revealed substantial inter- and intra-tumoral heterogeneity across different cell subpopulations in untreated PCa and CRPC tumors. In the malignant epithelial reservoir, cells evolved along decoupled paths in treatment-naive PCa and CRPC tumors, and distinct transcriptional reprogramming processes were activated, highlighting anti-androgen therapy-induced lineage plasticity. Based on the specifically expressed markers of the epithelial subpopulations, we conducted unsupervised clustering analysis in The Cancer Genome Atlas prostate adenocarcinoma (TCGA-PRAD) cohort and identified three molecularly and clinically distinct subtypes. The C1 subtype, characterized by high enrichment of CRPC-enriched epithelial cells, had a high risk of rapid development of anti-androgen resistance and might require active surveillance and additional promising intervention treatments, such as integrin A3 (ITGA3) + integrin B1 (ITGB1) inhibition. The C2 subtype resembled the immune-modulated subtype that was most likely to benefit from anti-LAG3 immunotherapy. The C3 subtype had a favorable prognosis.

Conclusions: Our study provides a comprehensive and high-resolution landscape of the intricate architecture of the PCa TME, and our trichotomic molecular taxonomy could help facilitate precision oncology.

单细胞和大量转录组的综合分析揭示了人类前列腺癌临床相关的分子亚型。
目的:前列腺癌(PCa)是一种复杂的疾病,其特点是肿瘤微环境(TME)内细胞生态系统多样化,肿瘤异质性高,这对临床分层管理提出了挑战,并加强了对抗去势抵抗性前列腺癌(CRPC)的新策略的需求。方法:我们对10个未经治疗的原发性前列腺癌组织进行了单细胞RNA测序(scRNA-seq),并整合了来自3个正常前列腺组织、2个未经治疗的原发性前列腺癌组织和6个CRPC肿瘤的公开scRNA-seq资源,以描绘一个全面的前列腺癌细胞和分子相互作用图谱。我们进一步整合了PCa的单细胞转录组和整体转录组,建立了分子分类系统。结果:scRNA-seq谱揭示了未经治疗的PCa和CRPC肿瘤中不同细胞亚群的肿瘤间和肿瘤内的异质性。在恶性上皮细胞库中,细胞在治疗初期的PCa和CRPC肿瘤中沿着解耦的路径进化,并且不同的转录重编程过程被激活,突出了抗雄激素治疗诱导的谱系可塑性。基于特异性表达的上皮亚群标记,我们在癌症基因组图谱前列腺腺癌(TCGA-PRAD)队列中进行了无监督聚类分析,并确定了三种分子和临床不同的亚型。C1亚型以crpc富集的上皮细胞高度富集为特征,具有快速发展为抗雄激素耐药性的高风险,可能需要积极监测和其他有希望的干预治疗,如整合素A3 (ITGA3) +整合素B1 (ITGB1)抑制。C2亚型类似于免疫调节亚型,最有可能从抗lag3免疫治疗中获益。C3亚型预后良好。结论:我们的研究提供了PCa TME复杂结构的全面和高分辨率的景观,我们的三分型分子分类可以帮助精确肿瘤学。
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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来源期刊
自引率
9.80%
发文量
1726
审稿时长
4.5 months
期刊介绍: Chinese Journal of Cancer Research (CJCR; Print ISSN: 1000-9604; Online ISSN:1993-0631) is published by AME Publishing Company in association with Chinese Anti-Cancer Association.It was launched in March 1995 as a quarterly publication and is now published bi-monthly since February 2013. CJCR is published bi-monthly in English, and is an international journal devoted to the life sciences and medical sciences. It publishes peer-reviewed original articles of basic investigations and clinical observations, reviews and brief communications providing a forum for the recent experimental and clinical advances in cancer research. This journal is indexed in Science Citation Index Expanded (SCIE), PubMed/PubMed Central (PMC), Scopus, SciSearch, Chemistry Abstracts (CA), the Excerpta Medica/EMBASE, Chinainfo, CNKI, CSCI, etc.
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