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Updated: Jun 28, 2025

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
A novel immune-related long noncoding RNA (lncRNA) pair model to predict the prognosis of triple-negative breast
Jing-Ying Li1, Chen-Ji Hu1, Hui Peng1
1Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, China.
This study developed a novel risk model using immune-related long noncoding RNA pairs to predict immunotherapy effectiveness in metastatic triple-negative breast cancer (TNBC). The lncRNA USP30-AS1 shows potential as a therapeutic target for TNBC by correlating with PD-L1 expression.
Area of Science:
- Oncology
- Immunology
- Genomics
Background:
- Breast cancer (BC) is a leading cause of cancer death in women.
- Anti-programmed cell death protein 1/programmed cell death ligand 1 (PD-1/PD-L1) immunotherapy shows promise in metastatic triple-negative breast cancer (TNBC).
- Immune-related long noncoding RNAs (irlncRNAs) may influence PD-1/PD-L1 pathway efficacy in cancer immune escape.
Purpose of the Study:
- To explore the regulatory mechanisms of irlncRNAs in PD-1/PD-L1 immunotherapy for TNBC.
- To develop a predictive model for immunotherapy efficacy in TNBC patients.
- To identify specific irlncRNAs associated with immune responses and PD-L1 expression.
Main Methods:
- Transcriptome profiling data from The Cancer Genome Atlas (TCGA) was analyzed.
- Differentially expressed irlncRNA (DEirlncRNA) pairs were identified.
- A risk assessment model was constructed using Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis.
Main Results:
- The developed risk model demonstrated potential as a predictive tool for TNBC patients, validated by ROC curve analysis.
- Clinical stage and risk score were identified as independent prognostic predictors.
- The lncRNA USP30-AS1 was identified and found to be positively correlated with PD-L1 expression and associated with immune responses.
Conclusions:
- A novel risk assessment model based on irlncRNA pairs can predict immunotherapy efficacy in TNBC.
- The lncRNA USP30-AS1 is a potential therapeutic target for TNBC, linked to PD-L1 expression and immune responses.
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lncRNA - Long Non-coding RNAs
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