Construction of a Cancer Stem Cell Marker Genes-Related 22-Gene Signature for Overall Survival Prediction in High-Risk Wilms' Tumor
View abstract on PubMed
Summary
This summary is machine-generated.Researchers identified a 22-gene signature for predicting overall survival in high-risk Wilms
Area Of Science
- Oncology
- Genomics
- Pediatric Cancer Research
Background
- High-risk Wilms' tumor (WT) presents challenges in predicting patient outcomes.
- Cancer stem cell (CSC)-related genes play a crucial role in tumor progression and survival.
- Understanding gene expression profiles is vital for developing targeted therapies.
Purpose Of The Study
- To comprehensively analyze the expression of CSC-related genes in high-risk WT.
- To develop a prognostic gene signature for predicting overall survival (OS) in these patients.
- To identify potential therapeutic targets based on gene expression patterns.
Main Methods
- Utilized gene expression and survival data from 120 high-risk WT cases from the TARGET-WT database.
- Identified significantly dysregulated CSC-related genes by comparing tumor and adjacent normal tissues.
- Employed LASSO regression to construct a predictive 22-gene signature for OS.
Main Results
- 229 CSC-related genes were found to be significantly dysregulated in WT, with 34 linked to OS.
- The developed 22-gene signature demonstrated high accuracy (AUC > 0.86) in predicting 3-, 5-, and 10-year OS.
- A high-risk score based on the signature was independently associated with significantly poorer OS (HR = 5.086, p < 0.001).
Conclusions
- A robust 22-gene prognostic signature for high-risk Wilms' tumor overall survival prediction was successfully developed.
- This signature can serve as an independent prognostic factor, aiding clinical decision-making.
- The findings provide a foundation for further research into CSC-targeted therapies for WT.

