Exploring the prognostic role of microbial and genetic markers in lung squamous cell carcinoma

被引:0
|
作者
Yang, Fan [1 ]
Jia, Xiaodong [1 ]
Ma, Zihuan [2 ]
Liu, Siyao [2 ]
Liu, Chunzi [1 ]
Chen, Dan [1 ]
Wang, Xiuju [1 ]
Qian, Niansong [3 ]
Ma, Hui [4 ]
机构
[1] Chinese Peoples Liberat Army Gen Hosp, Med Ctr 5, Senior Dept Oncol, Beijing, Peoples R China
[2] Beijing ChosenMed Clin Lab Co Ltd, Jinghai Ind Pk, Beijing 100176, Peoples R China
[3] Peoples Liberat Army Gen Hosp, Med Ctr 8, Sr Dept Thorac Oncol Resp & Crit Care Med, Beijing, Peoples R China
[4] Peoples Liberat Army Gen Hosp, Nursing Dept Chinese, Beijing, Peoples R China
来源
SCIENTIFIC REPORTS | 2025年 / 15卷 / 01期
关键词
Lung squamous cell carcinoma; Microbiome; Prognosis; Risk score model;
D O I
10.1038/s41598-025-88120-2
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Despite advances in diagnostic and therapeutic strategies, the prognosis of lung squamous cell carcinoma (LUSC) patients remains poor, and the potential of microbiome-based prognostic biomarkers and therapeutic targets remains largely unexplored. LUSC patient data from The Cancer Genome Atlas (TCGA), including microbial genus level abundance data and RNA sequencing (RNA-Seq) data, were used as a training dataset. Two other independent datasets GSE19188 and GSE157009 serve as validation datasets. A microbiome-based risk score (RS) model was constructed by univariate Cox regression analysis combined with the least absolute contraction and selection operator (LASSO) regression. 18 microbial genera were found to be significantly associated with RFS in LUSC patients. The microbial signature built with these microbial genera, exhibited robust predictive accuracy in both the training and validation datasets. Furthermore, hub mRNA between high- and low-risk groups were selected by XGBOOST and intersect with mRNAs screened by univariate Cox regression analysis, finally identifying four mRNA significantly associated with LUSC prognosis. This study reveals a complex interplay between the lung microbiome and genetic biomarkers, and identifies specific microbial-based and mRNA associated with prognosis in LUSC. These findings provide a basis for future studies aimed to elucidate the mechanisms underlying these associations and provide potential biomarkers for guiding treatment decisions and improving patient outcomes.
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页数:12
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