Department of Pathology and Molecular Pathology, University Hospital Zürich, University of Zürich, Zürich, Switzerland.
Department of Quantitative Biomedicine, University of Zürich, Zürich, Switzerland.
Cell Rep Med. 2022 Apr 19;3(4):100604. doi: 10.1016/j.xcrm.2022.100604.
Localized prostate cancer exhibits multiple genomic alterations and heterogeneity at the proteomic level. Single-cell technologies capture important cell-to-cell variability responsible for heterogeneity in biomarker expression that may be overlooked when molecular alterations are based on bulk tissue samples. This study aims to identify prognostic biomarkers and describe the heterogeneity of prostate cancer and the associated microenvironment by simultaneously quantifying 36 proteins using single-cell mass cytometry analysis of over 1.6 million cells from 58 men with localized prostate cancer. We perform this task, using a high-dimensional clustering pipeline named Franken to describe subpopulations of immune, stromal, and prostate cells, including changes occurring in tumor tissues and high-grade disease that provide insights into the coordinated progression of prostate cancer. Our results further indicate that men with localized disease already harbor rare subpopulations that typically occur in castration-resistant and metastatic disease.
局限性前列腺癌在蛋白质组水平表现出多种基因组改变和异质性。单细胞技术捕获了导致生物标志物表达异质性的重要细胞间变异性,而当分子改变基于大量组织样本时,这种异质性可能会被忽视。本研究旨在通过对 58 名局限性前列腺癌男性的超过 160 万个细胞进行单细胞质谱细胞分析,同时定量检测 36 种蛋白质,以确定预后生物标志物,并描述前列腺癌及其相关微环境的异质性。我们使用名为 Franken 的高维聚类分析管道来描述免疫、基质和前列腺细胞的亚群,包括肿瘤组织中发生的变化和高级别疾病,这为了解前列腺癌的协调进展提供了线索。我们的研究结果还表明,患有局限性疾病的男性已经存在罕见的亚群,这些亚群通常发生在去势抵抗性和转移性疾病中。