Article
Decoding the Sphingolipid Landscape of Clear Cell Renal Cell Carcinoma: A Single-Cell-Guided Prognostic Model Built With 101 Machine Learning.
Human mutation - 1 Jan 2026
Huang Jinbang, Wang Shunsheng, Zhou Yaojun, Zhang Hui, Zhang Yanyuan, Huang Shi, Su Haiwei, Zhu Hongling, Lin Yuhan, Deng Gang
Abstract excerpt
Background: Clear cell renal cell carcinoma (ccRCC) is the most common histological subtype of kidney cancer and shows marked heterogeneity in progression, metastasis, and therapeutic response. Sphingolipid metabolism has emerged as an important regulator of tumor progression and the tumor microenvironment, but its cell-state-specific role in ccRCC remains unclear. Methods: Public datasets from multiple cohorts...
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