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Li et al. Cancer Drug Resist. 2025;8:31                                          Page 23 of 26





               for specific subtypes, these results remain exploratory and warrant confirmation in future studies.
               Additionally, drug-resistant tumor cells may evade immune surveillance; thus, immune checkpoint
               inhibitors or other immunomodulatory therapies might partially restore antitumor immune activity.
               Another pivotal strategy involves combination therapies, as distinct resistant subtypes may resist
               monotherapies but could be effectively targeted through combined androgen receptor pathway inhibitors
               with metabolic interventions or immunotherapies. Although the current study has not yet experimentally
               validated these hypotheses, future research will systematically explore the feasibility of these therapeutic
               approaches.


               In conclusion, this study delineates the intricate interplay between the dynamics of the immune
               microenvironment, genomic instability, and the heterogeneity of drug resistance in PCa. By integrating
               multi-omics data, we established a prognostic model that not only stratifies patients into high- and low-risk
               groups but also highlights subtype-specific drug resistance patterns. These results underscore the necessity
               for precision strategies that consider resistance mechanisms, such as targeting metabolic dependencies or
               tailoring therapies based on subtype-specific drug sensitivity profiles. Future studies should focus on
               translating these insights into combinatorial regimens to overcome resistance and enhance outcomes in
               advanced PCa.


               DECLARATIONS
               Authors’ contributions
               Conceived the study and performed bioinformatic analyses: Li C, Wu L, Zhong B
               Performed experiments: Gan Y, Zhou L, Tan S
               Developed reagents and analytic tools needed for the study: Hou W, Yao K, Wang B
               Drafted the initial version of the manuscript: Li C, Wu L, Zhong B
               Analyzed the data: Ou Z
               Supervised the study and provided critical revision of the manuscript: Xiong W, Zhang S
               All authors read and approved the final draft for publication.

               Availability of data and materials
               All data relevant to the study are included in the article or uploaded as supplemental information. Data from
               the TCGA repository (h​t​t​p​s​:​/​/​w​w​w​.​c​a​n​c​e​r​.​g​o​v​/​t​c​g​a​) for the PRAD cohort are available. Gene expression data
               from the GEO repository (h​t​t​p​s​:​/​/​w​w​w​.​n​c​b​i​.​n​l​m​.​n​i​h​.​g​o​v​/​g​e​o​/​) include the following datasets: GSE46602,
               GSE70769, and GSE116918. Data will be made available from the corresponding authors upon reasonable
               request. For any other inquiries regarding the data from this study, please contact the author Li C.

               Financial support and sponsorship
               This work was supported by the National Natural Science Foundation of China (82303120), Natural Science
               Foundation of Hunan Province (2022JJ40747 and 2022JJ30908), Postdoctoral Science Foundation of China
               (2022M713533), Innovation Guidance Project of Clinical Medical Technology of Hunan Province
               (2021SK53710), and Research Plan Project of Hunan Provincial Health Commission(D202304057666).

               Conflicts of interest
               All authors declared that there are no conflicts of interest.

               Ethics approval and consent to participate
               This study is based entirely on publicly available, de-identified bioinformatics data and conducted in
               accordance with the ethical guidelines approved by the Third Xiangya Hospital’s ethics committee (Approval
               No. 2023-S140).

               Consent for publication
               Not applicable.

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