Molecular subtypes and prognostic models for predicting prognosis of lung adenocarcinoma based on miRNA-related genes

小RNA 基因 肺癌 生物 腺癌 肿瘤科 免疫疗法 列线图 生物信息学 计算生物学 癌症 医学 内科学 遗传学
作者
Yiran Wei,Wei Zhong,Yalan Bi,Xiaoyan Liu,Qing Zhou,Jia Liu,Mengzhao Wang,Hong Zhao,Minjiang Chen
出处
期刊:Current Medicinal Chemistry [Bentham Science]
卷期号:31
标识
DOI:10.2174/0929867331666230914151943
摘要

Background: MicroRNAs (miRNAs) are crucial in cancer development and progression, and therapies targeting miRNAs demonstrate great therapeutic promise. Aim: We sought to predict the prognosis and therapeutic response of lung adenocarcinoma (LUAD) by classifying molecular subtypes and constructing a prognostic model based on miRNA-related genes. Method: This study was based on miRNA-mRNA action pairs and ceRNA networks in the Cancer Genome Atlas (TCGA) database. Three molecular subtypes were determined based on 64 miRNA-associated target genes identified in the ceRNA network. The S3 subtype had the best prognosis, and the S2 subtype had the worst prognosis. The S2 subtype had a higher tumor mutational load (TMB) and a lower immune score. The S2 subtype was more suitable for immunotherapy and sensitive to chemotherapy. The least absolute shrinkage and selection operator (LASSO) algorithm was performed to determine eight miRNA-associated target genes for the construction of prognostic models. Result: High-risk patients had a poorer prognosis, lower immune score, and lower response to immunotherapy. Robustness was confirmed in the Gene-Expression Omnibus (GEO) database cohort (GSE31210, GSE50081, and GSE37745 datasets). Overall, our study deepened the understanding of the mechanism of miRNA-related target genes in LUAD and provided new ideas for classification. Conclusion: Such miRNA-associated target gene characterization could be useful for prognostic prediction and contribute to therapeutic decision-making in LUAD.
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