ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1545486
This article is part of the Research TopicImmune Predictive and Prognostic Biomarkers in Immuno-Oncology: Refining the Immunological Landscape of CancerView all 36 articles
Identification of Necroptosis-Associated mRNA Biomarkers in Kidney Clear Cell Carcinoma
Provisionally accepted- 1Cuiying Biomedical Research Center, The Second Hospital & Clinical Medicine School, Lanzhou University, Lanzhou, Gansu Province, China
- 2Department of Oncology, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou, Gansu Province, China
- 3Department of Bioengineering and Biotechnology, College of Chemical Engineering, Huaqiao University, Xiamen, Fujian Province, China
- 4Medical Laboratory Sciences Program, College of Health and Human Sciences, Northern Illinois University, DeKalb, Illinois, United States
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Kidney clear cell carcinoma (KIRC) is the most common subtype of renal malignancy with a high mortality rate. It is difficult to treat and often leads to death due to its genomic heterogeneity, metastatic nature, and limited effectiveness of targeted and immunotherapies. Recent studies showed that the progression of KIRC is frequently accompanied by significant changes in necroptosis while these studies were limited by small gene sets, which increases the risk of missing low-expressed yet important genes. This study focused on necroptosis-associated genes within the context of KIRC and performed a complete closed-loop studies by gene screening, gene expression analysis, model validation and experimental translation. Among screened nine core biomarkers (RIPK1, RIPK3, MLKL, CASP8, ZBP1, TLR3, PYGL, TRPM7, PGAM5), CASP8 and TRPM7 were identified as new potential biomarkers. The predictive performance of risk prognostic model for 5-year survival (AUC: 0.77 and 0.89 in training and independent/external validation cohort) outperformed prior studies by 5.5% and 17.1%, respectively. A more pronounced immune response was found with high-risk cohort, underscoring the immunosuppressive properties of tumor immune microenvironments, which evidenced by increased immune cell infiltration and elevated immunogenicity. Drug sensitivity revealed that doxorubicin could serve as a promising therapeutic agent for KIRC. Furthermore, BFTC909 and CAL54 were identified as the most suitable cell lines for in vitro experimental translation, and highlighting three functionally significant target genes (CASP8, PGAM5, and CPT2). This study offers multi-dimensional data that support novel mechanistic investigations and provide valuable insights for developing precision immunotherapy strategies in KIRC.
Keywords: KIRC, necroptosis, biomarkers, prognostic, immune microenvironment, Therapeutic target
Received: 15 Dec 2024; Accepted: 20 Aug 2025.
Copyright: © 2025 Zhang, Jin, Cheng, Niu, Yang and Chen. 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:
Suping Yang, Department of Bioengineering and Biotechnology, College of Chemical Engineering, Huaqiao University, Xiamen, Fujian Province, China
Shicheng Chen, Medical Laboratory Sciences Program, College of Health and Human Sciences, Northern Illinois University, DeKalb, Illinois, United States
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