Anoikis resistance regulates immune infiltration and drug sensitivity in clear-cell renal cell carcinoma: insights from multi omics, single cell analysis and in vitro experiment

Front Immunol. 2024 Jun 17:15:1427475. doi: 10.3389/fimmu.2024.1427475. eCollection 2024.

Abstract

Background: Anoikis is a form of programmed cell death essential for preventing cancer metastasis. In some solid cancer, anoikis resistance can facilitate tumor progression. However, this phenomenon is underexplored in clear-cell renal cell carcinoma (ccRCC).

Methods: Using SVM machine learning, we identified core anoikis-related genes (ARGs) from ccRCC patient transcriptomic data. A LASSO Cox regression model stratified patients into risk groups, informing a prognostic model. GSVA and ssGSEA assessed immune infiltration, and single-cell analysis examined ARG expression across immune cells. Quantitative PCR and immunohistochemistry validated ARG expression differences between immune therapy responders and non-responders in ccRCC.

Results: ARGs such as CCND1, CDKN3, PLK1, and BID were key in predicting ccRCC outcomes, linking higher risk with increased Treg infiltration and reduced M1 macrophage presence, indicating an immunosuppressive environment facilitated by anoikis resistance. Single-cell insights showed ARG enrichment in Tregs and dendritic cells, affecting immune checkpoints. Immunohistochemical analysis reveals that ARGs protein expression is markedly elevated in ccRCC tissues responsive to immunotherapy.

Conclusion: This study establishes a novel anoikis resistance gene signature that predicts survival and immunotherapy response in ccRCC, suggesting that manipulating the immune environment through these ARGs could improve therapeutic strategies and prognostication in ccRCC.

Keywords: anoikis; immune microenvironment; prognosis; renal cell carcinoma; signature.

MeSH terms

  • Anoikis* / drug effects
  • Biomarkers, Tumor / genetics
  • Carcinoma, Renal Cell* / drug therapy
  • Carcinoma, Renal Cell* / genetics
  • Carcinoma, Renal Cell* / immunology
  • Carcinoma, Renal Cell* / pathology
  • Cell Line, Tumor
  • Drug Resistance, Neoplasm / genetics
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic
  • Humans
  • Kidney Neoplasms* / genetics
  • Kidney Neoplasms* / immunology
  • Kidney Neoplasms* / pathology
  • Lymphocytes, Tumor-Infiltrating / immunology
  • Lymphocytes, Tumor-Infiltrating / metabolism
  • Male
  • Multiomics
  • Prognosis
  • Single-Cell Analysis*
  • T-Lymphocytes, Regulatory / immunology
  • Transcriptome
  • Tumor Microenvironment / immunology

Substances

  • Biomarkers, Tumor

Grants and funding

The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This manuscript was supported by a grant from the Guangdong Medical Science and Technology Research (B2023384).