Related Experiment Video
Updated: Jul 31, 2026

The Use of Reverse Phase Protein Arrays RPPA to Explore Protein Expression Variation within Individual Renal Cell Cancers
Published on: January 22, 2013
CT Radiogenomics Provides a Novel Factor for cM0(i+) Risk Stratification in Localized Renal Cell Carcinoma: A Model
Xiangyu Wang1, Liyu He2, Zihe Peng1
1Department of Urology, the Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China (X.W., Z.P., Z.H., M.L., M.H., Z.C., T.C.).
Radiomics from CT scans can predict the risk of cM0(i+) progression in localized renal cell carcinoma (LRCC) patients. This novel factor may guide personalized monitoring strategies for circulating tumor cells (CTCs).
Area of Science:
- Oncology
- Radiology
- Genomics
Background:
- The pre-metastatic cM0(i+) stage, defined by circulating tumor cells (CTCs), is crucial for localized renal cell carcinoma (LRCC) prognosis.
- Current CTC monitoring lacks flexibility, potentially increasing patient burden and missing prognostic insights.
Purpose of the Study:
- To investigate radiomics as a predictor of cM0(i+) risk in LRCC patients.
- To explore radiomics' potential in developing risk-adapted CTC monitoring strategies.
Main Methods:
- CTC-related genes (CRGs) were identified using public datasets (GSE106363, GSE82198, GSE18670, TCGA-KIRC).
- A radiogenomic model was trained on CT imaging (TCIA) to predict CTC risk stratification (CRS).
- The model's ability to stratify CTC burden and cM0(i+) progression risk was evaluated in an institutional cohort using postoperative CTC assessments.
Main Results:
- Three CRGs (CYFIP2, SLC19A1, ENGASE) were identified.
- The radiogenomic model accurately predicted CRS (AUC=0.82) and served as an independent predictor of cM0(i+)-free survival (HR=3.20).
- High-risk patients showed significantly higher CTC counts and increased risk of cM0(i+) progression.
Conclusions:
- Contrast-enhanced CT radiomics offers a novel factor for stratifying cM0(i+) progression risk in LRCC.
- This finding may facilitate the development of risk-adapted CTC monitoring strategies.
Related Concept Videos
The Tumor Microenvironment
Cancer-Critical Genes I: Proto-oncogenes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Cancer-Critical Genes II: Tumor Suppressor Genes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Cancer-Critical Genes I: Proto-oncogenes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Cancer-Critical Genes II: Tumor Suppressor Genes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...

