Identification and validation of prognostic genes associated with clear cell renal cell carcinoma: based on public whole transcriptome sequencing datasets - Takeaways - 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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  • 1

    Clear cell renal cell carcinoma (ccRCC) accounts for 80−90% of kidney cancer cases and poses significant treatment challenges.

  • 2

    The study identified eight prognostic genes linked to ccRCC, forming a risk stratification model enriched in immune-related pathways.

  • 3

    Key genes validated include IFNG, LAG3, TNFRSF9, and CD8B, which showed significantly elevated expression in ccRCC patients.

  • 4

    Drug prediction analysis suggested potential targeted therapies, including amitriptyline hydrochloride and rituximab, for specific genes.

  • 5

    The findings provide insights into ccRCC pathogenesis and highlight the potential for improved prognostic strategies and therapeutic targets.

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