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Updated: Jan 16, 2026

The Use of Reverse Phase Protein Arrays RPPA to Explore Protein Expression Variation within Individual Renal Cell Cancers
Published on: January 22, 2013
CDCA8 and TROAP as Prognostic Biomarkers of Postoperative Metastatic Progression in Clear Cell Renal Cell Carcinoma
Mingyu Kim1, Geehyun Song1, Jaeyoung Joung2
1Center for Urologic Cancer, National Cancer Center, 323, Ilsan-Ro, Ilsandong-Gu, Gyeonggi-Do, Goyang-Si 10408, Republic of Korea.
Objectives:
Clear cell renal cell carcinoma (ccRCC) may later metastasize despite curative surgery. This study asked whether transcriptomic alterations detectable at nephrectomy are associated with subsequent metastatic progression, and whether such signals retain prognostic relevance in overt metastatic disease.
Methods:
Bulk RNA sequencing was performed in 30 ccRCC patients without metastasis at surgery; 4 developed distant metastasis during follow-up. Differential expression, enrichment, and network analyses identified hub genes, which were screened by ROC analysis with bootstrap optimism correction. External validation used TCGA-KIRC focusing on patients metastatic at baseline (M1) to evaluate overall and disease-specific survival with multivariable Cox models (per-SD expression, adjusted for age, sex, and stage); Kaplan-Meier curves were shown for visualization only.
Results:
Fifty-nine DEGs distinguished patients who later metastasized from those who remained metastasis-free, with enrichment in mitotic and chromosomal-segregation pathways. Five hub genes (BASP1, CDCA8, KIF2C, LMNB1, TROAP) showed high discrimination in the discovery set (optimism-corrected AUC ~0.92-0.93). In TCGA-M1, CDCA8, and TROAP were consistently associated with worse survival and remained significant in multivariable models.
Conclusions:
Dysregulation of mitotic control may underlie latent metastatic competence in ccRCC. CDCA8 and TROAP emerge as candidate prognostic biomarkers, linking postoperative metastatic progression in an initially M0 cohort with survival in metastatic disease. These hypothesis-generating findings warrant validation in larger, prospective cohorts.
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