Identification and validation of prognostic genes associated with clear cell renal cell carcinoma: based on public whole transcriptome sequencing datasets - Report - MDSpire

Identification and validation of prognostic genes associated with clear cell renal cell carcinoma: based on public whole transcriptome sequencing datasets

  • By

  • Pengcheng Chang

  • Zitong Qin

  • Runzhang Liu

  • Binxian Wang

  • Huaiquan Lu

  • Suoshi Jing

  • Chenhao Guo

  • Weiping Li

  • July 8, 2026

  • 0 min

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Clinical Report: Prognostic Genes in Clear Cell Renal Cell Carcinoma

Overview

This study identifies eight prognostic genes linked to clear cell renal cell carcinoma (ccRCC) through whole transcriptome sequencing.

Background

Clear cell renal cell carcinoma (ccRCC) accounts for 80-90% of kidney cancer cases and poses significant treatment challenges, including metastatic recurrence and resistance to therapies. Identifying prognostic biomarkers is important for patient management and therapeutic strategies. This study leverages whole transcriptome sequencing to uncover gene expression patterns.

Data Highlights

GeneFunction
IFNGImmune response
CXCL13Chemokine signaling
KLRK1Immune activation
LAG3Immune checkpoint
ITGAXCell adhesion
TNFRSF9Costimulation
CD2Immune signaling
CD8BT cell activation

Key Findings

  • Eight prognostic genes were identified: IFNG, CXCL13, KLRK1, LAG3, ITGAX, TNFRSF9, CD2, CD8B.
  • These genes are enriched in immune-related pathways, particularly antigen processing and presentation.
  • A risk stratification model was constructed based on the identified genes.
  • RT-qPCR validation confirmed elevated expression of IFNG, LAG3, TNFRSF9, and CD8B in ccRCC patients compared to controls (p < 0.05).
  • Potential targeted drugs were predicted, including amitriptyline hydrochloride and rituximab, with noted binding affinities for ITGAX and KLRK1.

Clinical Implications

Further validation in clinical settings is necessary to establish the utility of the identified gene signature.

Conclusion

This study presents an eight-gene signature that is involved in the tumor immune microenvironment in ccRCC.

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  12. Clinical and Molecular Validation of the Very Favorable IMDC Risk Group in Metastatic Renal Cell Carcinoma | Cancer Biomarkers | JAMA Network Open | JAMA Network
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