An immunometabolism-related signature for renal clear cell carcinoma diagnosis and therapeutic target

Guofan Hu1, Jian Liang2, Meiling Feng2

  • 1Department of Urology Guangdong Medical University Zhanjiang China.

Insights

This study identifies six key immunometabolism biomarkers for kidney renal clear cell carcinoma (KIRC) diagnosis and treatment. The findings offer new avenues for personalized KIRC therapies by targeting tumor metabolism and immunity.

Area of Science:

  • Oncology
  • Immunology
  • Metabolomics

Background:

  • Kidney renal clear cell carcinoma (KIRC) lacks effective early diagnostic markers and therapeutic strategies.
  • The interplay between tumor metabolism and immunity (immunometabolism) presents a promising area for biomarker discovery in KIRC.

Purpose of the Study:

  • To investigate immunometabolism for novel biomarker discovery in KIRC.
  • To develop and validate a robust diagnostic model for KIRC based on immunometabolism-related genes.
  • To explore the therapeutic potential of identified biomarkers and their role in tumor-immune interactions.

Main Methods:

  • Integrated transcriptomic data from TCGA and GEO databases.
  • Applied weighted gene co-expression network analysis, differential expression analysis, and machine learning algorithms (LASSO, SVM-RFE, random forest) for biomarker selection.
  • Validated the diagnostic model in external cohorts and performed multi-omics correlation, immune infiltration, drug sensitivity, and functional assays (in vitro and in vivo).

Main Results:

  • Identified six key immunometabolism biomarkers: ABCB1, ACADSB, PLA2G6, AKR1C3, PANK1, and LDHB.
  • Developed a diagnostic model with high discrimination (AUC > 0.90 in validation cohorts).
  • Demonstrated that these biomarkers correlate with immune checkpoints, cytokine signaling, T-cell infiltration, and clinical parameters. Functional assays confirmed their role in KIRC progression and response to therapy.

Conclusions:

  • A robust immunometabolism-based diagnostic model and six validated biomarkers for KIRC have been established.
  • These findings provide mechanistic insights into KIRC tumor-immune interactions.
  • The identified biomarkers and therapeutic strategies offer potential avenues for personalized KIRC therapy.