Integrated Multi-Omics Profiling Identifies PDZ-Binding Kinase (PBK) as a Novel Prognostic Biomarker in Hepatocellular Carcinoma.

IF 3.4 3区 医学 Q2 ONCOLOGY
Journal of Hepatocellular Carcinoma Pub Date : 2025-07-17 eCollection Date: 2025-01-01 DOI:10.2147/JHC.S493907
Juan Zhang, Yingyu Xu, Xiaojian Ni, Zhiyi Mao, Haitao Xiao, Maopei Chen, Youpei Lin, Jiaomeng Pan, Boheng Zhang, Lan Zhang, Xueying Zheng, Guohe Song, Ningling Ge
{"title":"Integrated Multi-Omics Profiling Identifies PDZ-Binding Kinase (PBK) as a Novel Prognostic Biomarker in Hepatocellular Carcinoma.","authors":"Juan Zhang, Yingyu Xu, Xiaojian Ni, Zhiyi Mao, Haitao Xiao, Maopei Chen, Youpei Lin, Jiaomeng Pan, Boheng Zhang, Lan Zhang, Xueying Zheng, Guohe Song, Ningling Ge","doi":"10.2147/JHC.S493907","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Hepatocellular carcinoma (HCC) necessitates novel immunotherapeutic targets. PBK, a cancer/testis antigen (CTA), was identified as a pivotal hub gene influencing prognosis, tumor mutation burden (TMB), and immune microenvironment remodeling.</p><p><strong>Methods: </strong>PBK was prioritized using weighted gene co-expression network analysis (WGCNA) and differential expression screening in the TCGA-LIHC cohort, intersected with curated CTAs. Analyses assessed correlations with clinicopathological features (TNM stage, survival), genomic characterization (mutation frequencies), and functional validation via siRNA-mediated PBK knockdown in Huh7 cells (migration assay). Single-cell RNA sequencing (scRNA-seq) profiled of the tumor immune microenvironment.</p><p><strong>Results: </strong>PBK overexpression was significantly correlated with advanced TNM stage (<i>P</i> < 0.05) and poor survival (log-rank <i>P</i> = 0.003). Genomic analysis revealed distinct mutation profiles: high-PBK tumors exhibited increased <i>TP53</i> mutation frequency (39% vs 17%) but decreased <i>CTNNB1</i> mutations (20% vs 31%). Patients exhibiting with combined PBK overexpression and high TMB demonstrated the poorest prognosis. Functional validation confirmed that PBK knockdown significantly inhibited Huh7 cell migration capacity (<i>P</i> < 0.05). scRNA-seq analysis showed PBK-enriched tumors contained elevated proportions of immunosuppressive SPP1(+) macrophages (22.33% vs 6.6%, FDR corrected <i>P</i> < 0.001) and CD8(+) SLC4A10(+) MAIT cells (9.82% vs 4.7%, FDR corrected <i>P</i> < 0.001).</p><p><strong>Conclusion: </strong>PBK synergistically drives HCC progression through three synergistic mechanisms: (1) promoting oncogenic mutation accumulation (eg, <i>TP53</i>), (2) increasing metastatic potential, and (3) reprogramming an immune-suppressive microenvironment enriched for SPP1(+) macrophages and CD8(+)SLC4A10(+) MAIT cells. This establishes PBK as a dual-purpose biomarker for prognostic stratification and immunotherapy resistance prediction, providing a mechanistic rationale for developing PBK-targeted therapies in HCC.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"1453-1469"},"PeriodicalIF":3.4000,"publicationDate":"2025-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12279550/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hepatocellular Carcinoma","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/JHC.S493907","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Hepatocellular carcinoma (HCC) necessitates novel immunotherapeutic targets. PBK, a cancer/testis antigen (CTA), was identified as a pivotal hub gene influencing prognosis, tumor mutation burden (TMB), and immune microenvironment remodeling.

Methods: PBK was prioritized using weighted gene co-expression network analysis (WGCNA) and differential expression screening in the TCGA-LIHC cohort, intersected with curated CTAs. Analyses assessed correlations with clinicopathological features (TNM stage, survival), genomic characterization (mutation frequencies), and functional validation via siRNA-mediated PBK knockdown in Huh7 cells (migration assay). Single-cell RNA sequencing (scRNA-seq) profiled of the tumor immune microenvironment.

Results: PBK overexpression was significantly correlated with advanced TNM stage (P < 0.05) and poor survival (log-rank P = 0.003). Genomic analysis revealed distinct mutation profiles: high-PBK tumors exhibited increased TP53 mutation frequency (39% vs 17%) but decreased CTNNB1 mutations (20% vs 31%). Patients exhibiting with combined PBK overexpression and high TMB demonstrated the poorest prognosis. Functional validation confirmed that PBK knockdown significantly inhibited Huh7 cell migration capacity (P < 0.05). scRNA-seq analysis showed PBK-enriched tumors contained elevated proportions of immunosuppressive SPP1(+) macrophages (22.33% vs 6.6%, FDR corrected P < 0.001) and CD8(+) SLC4A10(+) MAIT cells (9.82% vs 4.7%, FDR corrected P < 0.001).

Conclusion: PBK synergistically drives HCC progression through three synergistic mechanisms: (1) promoting oncogenic mutation accumulation (eg, TP53), (2) increasing metastatic potential, and (3) reprogramming an immune-suppressive microenvironment enriched for SPP1(+) macrophages and CD8(+)SLC4A10(+) MAIT cells. This establishes PBK as a dual-purpose biomarker for prognostic stratification and immunotherapy resistance prediction, providing a mechanistic rationale for developing PBK-targeted therapies in HCC.

综合多组学分析发现pdz结合激酶(PBK)是肝细胞癌的一种新的预后生物标志物。
背景:肝细胞癌需要新的免疫治疗靶点。PBK是一种癌症/睾丸抗原(CTA),被认为是影响预后、肿瘤突变负担(TMB)和免疫微环境重塑的关键枢纽基因。方法:在TCGA-LIHC队列中,使用加权基因共表达网络分析(WGCNA)和差异表达筛选对PBK进行优先排序,并与筛选的cta交叉。分析评估了与临床病理特征(TNM分期、生存期)、基因组特征(突变频率)以及通过sirna介导的PBK敲低Huh7细胞(迁移试验)的功能验证的相关性。单细胞RNA测序(scRNA-seq)分析肿瘤免疫微环境。结果:PBK过表达与TNM分期晚期(P < 0.05)和生存率差相关(log-rank P = 0.003)。基因组分析显示了不同的突变谱:高pbk肿瘤表现出TP53突变频率增加(39%对17%),但CTNNB1突变减少(20%对31%)。合并PBK过表达和高TMB的患者预后较差。功能验证证实PBK敲低显著抑制Huh7细胞迁移能力(P < 0.05)。scRNA-seq分析显示,pbk富集的肿瘤含有较高比例的免疫抑制性SPP1(+)巨噬细胞(22.33% vs 6.6%, FDR校正P < 0.001)和CD8(+) SLC4A10(+) MAIT细胞(9.82% vs 4.7%, FDR校正P < 0.001)。结论:PBK通过三种协同机制协同推动HCC进展:(1)促进致癌突变积累(如TP53),(2)增加转移潜力,(3)重编程一个富含SPP1(+)巨噬细胞和CD8(+)SLC4A10(+) MAIT细胞的免疫抑制微环境。这证实了PBK作为预后分层和免疫治疗耐药预测的双重生物标志物,为开发PBK靶向治疗HCC提供了机制基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
0.50
自引率
2.40%
发文量
108
审稿时长
16 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信