PO.BCS01.10 · 生物信息与计算
整合单细胞转录组学与计算对接鉴定CCL18为前列腺癌的免疫调节靶点
Integrative single-cell transcriptomics and computational docking identify CCL18 as an immunomodulatory target in prostate cancer
作者与单位 Authors & Affiliations
摘要 Abstract
中文摘要
背景:前列腺腺癌(PRAD)仍是男性癌症发病的主要原因,其驱动因素包括细胞异质性和免疫逃逸。单细胞RNA测序(scRNA-seq)能够对肿瘤和免疫状态进行高分辨率分析,以发现细胞特异性治疗靶点。本研究整合scRNA-seq、通路富集和分子对接,以识别在前列腺癌中具有治疗潜力的免疫调节分子。
方法:来自34个PRAD和5个正常样本(165,905个细胞)的scRNA-seq数据(GSE181294)在Seurat中进行质量控制、聚类和注释处理。在肿瘤、上皮和免疫区室间进行差异表达分析后,进行GO/KEGG富集和拟散装(pseudobulk)验证。使用TCGA-PRAD数据通过UALCAN评估表达和生存关联。通过细胞间通讯建模对候选基因进行优先级排序,并使用基于结构的分子对接和精选配体文库进行计算机模拟验证。
结果:鉴定出七个主要细胞簇。肿瘤细胞显示有丝分裂和趋化因子通路富集,而T/NK细胞则表现出免疫抑制特征。CCL18作为一种关键趋化因子出现,在肿瘤和免疫区室中均过表达,并在TCGA数据中得到验证。通讯分析发现产生CCL18的簇0通过CCR1、CCR5和CCR8发出信号。对接揭示了与残基GLU-9和ACT-101相互作用的高亲和力配体,支持CCL18的可成药性。
结论:整合单细胞分析、通路分析和对接,突出了CCL18作为PRAD中一个有前景的治疗或疫苗靶点。其在肿瘤-免疫中一致的表达和良好的结合特性支持进一步的实验验证。
关键词:scRNA-seq,前列腺癌,CCL18,免疫治疗,肿瘤微环境,分子对接。
查看英文原文 English abstract
Background: Prostate adenocarcinoma (PRAD) remains a major cause of cancer morbidity in men, driven by cellular heterogeneity and immune evasion. Single-cell RNA sequencing (scRNA-seq) enables high-resolution profiling of tumor and immune states to uncover cell-specific therapeutic targets. This study integrates scRNA-seq, pathway enrichment, and molecular docking to identify immunomodulatory molecules with therapeutic potential in prostate cancer.
Methods: scRNA-seq data (GSE181294) from 34 PRAD and 5 normal samples (165,905 cells) were processed in Seurat for quality control, clustering, and annotation. Differential expression analyses across tumor, epithelial, and immune compartments were followed by GO/KEGG enrichment and pseudobulk validation. Expression and survival associations were evaluated using TCGA-PRAD via UALCAN. Candidate genes were prioritized through cell-cell communication modeling and validated in silico using structure-based molecular docking with curated ligand libraries.
Results: Seven major cell clusters were identified. Tumor cells showed enrichment of mitotic and chemokine pathways, while T/NK cells exhibited immune-suppressive signatures. CCL18 emerged as a key chemokine overexpressed across tumor and immune compartments and validated in TCGA data. Communication analysis identified CCL18-producing cluster 0 signaling through CCR1, CCR5, and CCR8. Docking revealed high-affinity ligands interacting with residues GLU-9 and ACT-101, supporting the druggability of CCL18.
Conclusions: Integrating single-cell analysis, pathway profiling, and docking highlights CCL18 as a promising therapeutic or vaccine target in PRAD. Its consistent tumor-immune expression and favorable binding properties support further experimental validation.
Keywords: scRNA-seq, prostate cancer, CCL18, immunotherapy, tumor microenvironment, molecular docking.
利益披露 Disclosure
E. F. Gouegni, None..
G. Kiros, None..
R. Reams, None..
D. J. Wilke, None..
F. Kristianna, None.