A Single-Cell Multiomics Pipeline Maps YBX1 as a Functional Biomarker for Immune Evasion and Therapeutic Resistance in Prostate Adenocarcinoma.

IF 3.7 2区 医学 Q2 GENETICS & HEREDITY
Human Mutation Pub Date : 2026-05-04 eCollection Date: 2026-01-01 DOI:10.1155/humu/2147624
Changcheng Luo, Dongxu Lin, Jingmin Yang, Kai Cui, Zhong Chen
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引用次数: 0

Abstract

Translating high-resolution multiomics data into clinically actionable biomarkers is critical for overcoming therapeutic resistance and tumor heterogeneity in prostate adenocarcinoma (PRAD). To decode the complex immunosuppressive tumor microenvironment (TME) and identify robust prognostic targets, we developed a systematic biomarker discovery pipeline integrating single-cell RNA sequencing (scRNA-seq) mapping and high-dimensional network analysis. By deconvoluting scRNA-seq profiles from over 35,000 PRAD cells, nonnegative matrix factorization (NMF) of the malignant epithelial compartment revealed nine distinct transcriptional metaprograms (MPs). High-dimensional weighted gene coexpression network analysis (hdWGCNA) pinpointed PRAD-MP7 as the core proliferative engine and nominated the malignant-specific gene YBX1 as the master prognostic hub. To establish clinical utility evidence, we validated YBX1 across six independent global PRAD cohorts, where its overexpression robustly predicted poor overall survival (OS) and relapse-free survival (RFS). In vitro functional validation via siRNA-mediated knockdown in DU-145 and PC-3 cells significantly attenuated proliferative and invasive capacities, impairing cell viability and downregulating key progression markers (Ki-67, MMP2, and MMP9). Crucially, immunogenomic profiling mapped YBX1 expression to an "immune-excluded" TME, characterized by depleted CD8+ T cell and dendritic cell infiltration alongside elevated immune checkpoint networks. Serving as a bridge to clinical translation, YBX1 effectively predicted clinical responses in three immunotherapy cohorts and demonstrated broad resistance to 12 chemotherapeutic and targeted agents. Our multiomics integration pipeline highlights YBX1 as a dual-functional oncogene that couples malignant proliferation with immune evasion, establishing it as a highly translational biomarker and an actionable target for precision PRAD management.

一个单细胞多组学管道定位YBX1作为前列腺腺癌免疫逃避和治疗耐药的功能性生物标志物。
将高分辨率多组学数据转化为临床可操作的生物标志物对于克服前列腺腺癌(PRAD)的治疗耐药性和肿瘤异质性至关重要。为了解码复杂的免疫抑制肿瘤微环境(TME)并确定稳健的预后靶点,我们开发了一个系统的生物标志物发现管道,整合了单细胞RNA测序(scRNA-seq)图谱和高维网络分析。通过对超过35000个PRAD细胞的scRNA-seq图谱进行反折叠,恶性上皮室的非阴性基质因子分解(NMF)揭示了9种不同的转录元程序(MPs)。高维加权基因共表达网络分析(hdWGCNA)确定PRAD-MP7为核心增殖引擎,并指定恶性特异性基因YBX1为主要预后中心。为了建立临床效用证据,我们在6个独立的全球PRAD队列中验证了YBX1,其中其过表达强有力地预测了较差的总生存期(OS)和无复发生存期(RFS)。通过sirna介导的敲低DU-145和PC-3细胞的体外功能验证显着降低了增殖和侵袭能力,损害了细胞活力并下调了关键进展标志物(Ki-67, MMP2和MMP9)。至关重要的是,免疫基因组图谱将YBX1表达映射为“免疫排斥”TME,其特征是CD8+ T细胞和树突状细胞浸润减少,同时免疫检查点网络升高。作为临床转化的桥梁,YBX1有效地预测了三个免疫治疗队列的临床反应,并显示出对12种化疗和靶向药物的广泛耐药。我们的多组学整合产品线强调YBX1是一种双功能癌基因,将恶性增殖与免疫逃避结合在一起,使其成为一种高度可翻译的生物标志物和精确治疗PRAD的可操作靶标。
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
Human Mutation
Human Mutation 医学-遗传学
CiteScore
8.40
自引率
5.10%
发文量
190
审稿时长
2 months
期刊介绍: Human Mutation is a peer-reviewed journal that offers publication of original Research Articles, Methods, Mutation Updates, Reviews, Database Articles, Rapid Communications, and Letters on broad aspects of mutation research in humans. Reports of novel DNA variations and their phenotypic consequences, reports of SNPs demonstrated as valuable for genomic analysis, descriptions of new molecular detection methods, and novel approaches to clinical diagnosis are welcomed. Novel reports of gene organization at the genomic level, reported in the context of mutation investigation, may be considered. The journal provides a unique forum for the exchange of ideas, methods, and applications of interest to molecular, human, and medical geneticists in academic, industrial, and clinical research settings worldwide.
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