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Updated: Jan 2, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Two precision medicine predictive tools for six malignant solid tumors: from gene-based research to clinical
Zhiqiao Zhang1, Tingshan He1, Liwen Huang1
1Department of Infectious Diseases, Shunde Hospital, Southern Medical University, No. 1 Jiazi Road, Lunjiao, Shunde District, Foshan, 528308, Guangdong Province, China.
Researchers developed a competing endogenous RNA (ceRNA) network and a fifteen-messenger RNA (mRNA) signature to predict colorectal cancer (CRC) survival. These tools offer improved individualized treatment decisions for CRC patients.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Colorectal cancer (CRC) poses a significant health challenge.
- Understanding the complex regulatory networks in CRC is crucial for improving patient outcomes.
Purpose of the Study:
- To construct a competing endogenous RNA (ceRNA) regulation network for colorectal cancer (CRC).
- To develop predictive tools for precision medicine in CRC.
- To identify prognostic biomarkers for CRC survival.
Main Methods:
- Differential expression (DE) analyses were conducted on CRC and normal tissues.
- A ceRNA network was built using differentially expressed lncRNAs, miRNAs, and mRNAs.
- Multivariate Cox regression identified fifteen mRNAs as prognostic biomarkers.
Main Results:
- A fifteen-mRNA signature was developed to predict overall survival (OS) in CRC patients.
- The signature demonstrated high concordance indexes for 1-, 2-, and 3-year OS (0.817, 0.838, 0.825).
- High-risk scores correlated with worse OS, indicating prognostic value.
Conclusions:
- The study enhances understanding of prognosis-related ceRNA networks in CRC.
- Two precision medicine tools, Smart Cancer Survival Predictive System and Gene Survival Analysis Screen System, were created.
- These tools provide valuable individual mortality risk predictions, aiding treatment decisions.
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