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Alfahed A. TWIK Complex Expression in Prostate Cancer: Insights into the Biological and Therapeutic Significances of Potassium Ion Channels in Clinical Cancer. BIOLOGY 2025; 14:569. [PMID: 40427758 PMCID: PMC12109200 DOI: 10.3390/biology14050569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2025] [Revised: 04/20/2025] [Accepted: 05/15/2025] [Indexed: 05/29/2025]
Abstract
Ion channels play ubiquitous roles in the maintenance of tumour cell homeostasis and hence are attractive targets in the molecular pathogenesis and progression of prostate cancer (PCa). This study aimed to investigate the roles of the potassium ion channel complex TWIK, a member of the two-pore-domain potassium channel subfamily, in clinical PCa. The clinicopathological, gene expression, and copy number data of three clinical PCa cohorts from cancer genomics databases were analysed to determine the clinicopathological, biological, and therapeutic significances of the TWIK expression signature using statistical correlations and gene enrichment techniques. The results show that the PCa subset with high TWIK expression exhibited associations with worse pathological tumours, nodes, and overall tumour stages, as well as with high Gleason scores, high prognostic grade groups, and poorer responses to androgen deprivation therapy. Furthermore, a combination of gene set and gene ontology enrichment analyses showed that the PCa subset with high TWIK complex expression was differentially enriched for known oncogenic signalling pathways, aberrant ubiquitination and glucuronidation activities, and for gene sets of ion channel blockers and chemotherapeutic agents. The implications of these findings with respect to cancer progression, therapeutic response, and opportunities for therapeutic targeting of the TWIK complex are discussed, along with the potential of the TWIK complex as a predictive biomarker for integrated, multitargeted therapy.
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Affiliation(s)
- Abdulaziz Alfahed
- Department of Medical Laboratory, College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia
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He X, Ge Q, Zhao W, Yu C, Bai H, Wu X, Tao J, Xu W, Qiu Y, Chen L, Yang J. Integrative multi-omics analysis and machine learning refine global histone modification features in prostate cancer. Front Mol Biosci 2025; 12:1557843. [PMID: 40144021 PMCID: PMC11936803 DOI: 10.3389/fmolb.2025.1557843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2025] [Accepted: 02/17/2025] [Indexed: 03/28/2025] Open
Abstract
Background Prostate cancer (PCa) is a major cause of cancer-related mortality in men, characterized by significant heterogeneity in clinical behavior and treatment response. Histone modifications play key roles in tumor progression and treatment resistance, but their regulatory effects in PCa remain poorly understood. Methods We utilized integrative multi-omics analysis and machine learning to explore histone modification-driven heterogeneity in PCa. The Comprehensive Machine Learning Histone Modification Score (CMLHMS) was developed to classify PCa into two distinct subtypes based on histone modification patterns. Single-cell RNA sequencing was performed, and drug sensitivity analysis identified potential therapeutic vulnerabilities. Results High-CMLHMS tumors exhibited elevated histone modification activity, enriched proliferative and metabolic pathways, and were strongly associated with progression to castration-resistant prostate cancer (CRPC). Low-CMLHMS tumors showed stress-adaptive and immune-regulatory phenotypes. Single-cell RNA sequencing revealed distinct differentiation trajectories related to tumor aggressiveness and histone modification patterns. Drug sensitivity analysis showed that high-CMLHMS tumors were more responsive to growth factor and kinase inhibitors (e.g., PI3K, EGFR inhibitors), while low-CMLHMS tumors demonstrated greater sensitivity to cytoskeletal and DNA damage repair-targeting agents (e.g., Paclitaxel, Gemcitabine). Conclusion The CMLHMS model effectively stratifies PCa into distinct subtypes with unique biological and clinical characteristics. This study provides new insights into histone modification-driven heterogeneity in PCa and suggests potential therapeutic targets, contributing to precision oncology strategies for advanced PCa.
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Affiliation(s)
- XiaoFeng He
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - QinTao Ge
- Department of Urology, Fudan University Shanghai Cancer Center, Fudan University, Qingdao Institute of Life Sciences, Fudan University, Shanghai, China
- Shanghai Genitourinary Cancer Institute, Shanghai, China
| | - WenYang Zhao
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Chao Yu
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - HuiMing Bai
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - XiaoTong Wu
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jing Tao
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - WenHao Xu
- Department of Urology, Fudan University Shanghai Cancer Center, Fudan University, Qingdao Institute of Life Sciences, Fudan University, Shanghai, China
- Shanghai Genitourinary Cancer Institute, Shanghai, China
| | - Yunhua Qiu
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Lei Chen
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - JianFeng Yang
- Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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