ORIGINAL RESEARCH article
Front. Cell Dev. Biol.
Sec. Cancer Cell Biology
Volume 13 - 2025 | doi: 10.3389/fcell.2025.1674844
This article is part of the Research TopicApplication of Novel Biomarkers and Natural Compounds in Precision OncologyView all 9 articles
Metabolic Subtyping Reveals PDIK1L as a Dual-Functional Regulator of Progression and PARP Inhibitor Sensitivity in Prostate Cancer
Provisionally accepted- 1Department of Oncology, Shanghai Medical College, shanghai, China
- 2Department of Urology, Fudan University Shanghai Cancer Center, shanghai, China
- 3Fudan University, Shanghai, China
- 4Department of Nursing, Fudan University Shanghai Cancer Center, shanghai, China
- 5Department of Urology, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, shanghai, China
- 6Sichuan University West China Medical Center, Chengdu, China
- 7Wuxi Hospital of Traditional Chinese Medicine, Wuxi, China
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Background: Prostate cancer demonstrates significant metabolic heterogeneity, but its role in therapeutic resistance and disease progression remains unclear. This study investigates the clinical implications of metabolic diversity and identifies potential biomarkers for precision oncology. Methods: Multi-omics analyses of TCGA-PRAD and meta-cohorts classified tumors into three metabolic subtypes (C1, C2, C3). Functional studies utilized prostate cancer cell lines with genetic modulation of PDIK1L. Proliferation assays, protein expression analysis, and drug sensitivity evaluations were systematically performed. Results: Metabolic subtyping delineated distinct molecular and clinical profiles. The C2 subtype demonstrated elevated genomic instability and heightened sensitivity to PARP inhibitors, characterized by enrichment of glycogen metabolism and TP53-driven oncogenic pathways. Integrative multi-omics and random survival forest analysis prioritized PDIK1L as a C2-specific biomarker, where its overexpression accelerated tumor proliferation and rewired metabolic programs to confer resistance to PARP inhibitors. Conversely, PDIK1L knockdown suppressed proliferation and sensitized cells to therapy, underscoring its role as a dual-functional regulator. Mechanistically, PDIK1L interacted with DNA repair and metabolic adaptation pathways, creating a permissive environment for therapeutic resistance. Combinatorial therapy with Enzalutamide and PARP inhibitors effectively reversed PDIK1L-mediated resistance, restoring drug sensitivity across preclinical models. Independent validation in multi-institutional cohorts confirmed the robustness of metabolic subtyping and PDIK1L's prognostic value in predicting survival and treatment outcomes. Discussion: Metabolic stratification reveals the C2 subtype as a high-risk prostate cancer group with unique therapeutic vulnerabilities. PDIK1L emerges as a dual-functional biomarker driving tumor progression and modulating treatment efficacy, offering a novel target for precision therapeutic strategies.
Keywords: prostate cancer, metabolic subtyping, PARP inhibitor, Genomic Instability, durg resistance
Received: 28 Jul 2025; Accepted: 10 Oct 2025.
Copyright: © 2025 Wang, Ge, Aihetaimujiang, Zhang, Lu, Yang, Chen, Qin, Zhang, Xu and Ye. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Dingwei Ye, dwyelie@163.com
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