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丁酸代谢与胃癌预后相关性的总生存预后预测模型的开发与验证:孟德尔随机化和转录组学分析

Development and validation of a prognosis prediction model for overall survival in correlation between butyrate metabolism and gastric cancer prognosis: Mendelian randomization and transcriptomics analysis.

作者信息

Gu Renjun, Mei Kun, Chen Zilu, Huang Yan, Wang Fangyu

机构信息

Department of Gastroenterology and Hepatology, Jinling Hospital, Medical School of Nanjing University, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.

School of Chinese Medicine & School of Integrated Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, China.

出版信息

Transl Cancer Res. 2025 Feb 28;14(2):743-760. doi: 10.21037/tcr-24-677. Epub 2025 Feb 26.

DOI:10.21037/tcr-24-677
PMID:40104718
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11912061/
Abstract

BACKGROUND

Gastric cancer (GC) remains a leading cause of cancer-related mortality due to its late diagnosis and poor prognosis. Butyrate metabolism (BM) has demonstrated significant roles in tumor biology, but its prognostic implications in GC remain unexplored. We aimed to investigate the effect of butyrate metabolic biomarkers on the prognosis of GC.

METHODS

We acquired datasets from The Cancer Genome Atlas and Gene Expression Omnibus. Differential BM-related genes (BMGs) were identified using weighted gene co-expression network analysis (WGCNA). Patients were stratified into subtypes, and a prognostic model was constructed using least absolute shrinkage and selection operator (LASSO) regression. Mendelian randomization (MR) analysis was conducted using genetic variants as instrumental variables to establish causal links between BM and GC prognosis.

RESULTS

Our model demonstrated robust prognostic accuracy with an area under the receiver operating characteristic (ROC) curve of 0.716. Transcriptomic analysis identified two key BMGs, SMC2 and HSPB1, with significant implications for GC survival. However, MR analysis provided no evidence of a causal association between BM and GC.

CONCLUSIONS

We identified two butyrate metabolic prognostic genes, namely, structural maintenance of chromosome 2 and heat shock protein beta-1, as the prognostic markers for GC. Furthermore, MR indicated no causal association between the butyrate metabolic pathway and GC.

摘要

背景

由于胃癌(GC)诊断较晚且预后较差,它仍然是癌症相关死亡的主要原因。丁酸代谢(BM)在肿瘤生物学中已显示出重要作用,但其在GC中的预后意义仍未得到探索。我们旨在研究丁酸代谢生物标志物对GC预后的影响。

方法

我们从癌症基因组图谱(The Cancer Genome Atlas)和基因表达综合数据库(Gene Expression Omnibus)获取数据集。使用加权基因共表达网络分析(WGCNA)鉴定差异BM相关基因(BMGs)。将患者分层为不同亚型,并使用最小绝对收缩和选择算子(LASSO)回归构建预后模型。使用遗传变异作为工具变量进行孟德尔随机化(MR)分析,以建立BM与GC预后之间的因果联系。

结果

我们的模型显示出强大的预后准确性,受试者操作特征曲线(ROC)下面积为0.716。转录组分析确定了两个关键的BMGs,即SMC2和HSPB1,对GC生存具有重要意义。然而,MR分析没有提供BM与GC之间存在因果关联的证据。

结论

我们确定了两个丁酸代谢预后基因,即染色体结构维持蛋白2和热休克蛋白β-1,作为GC的预后标志物。此外,MR表明丁酸代谢途径与GC之间没有因果关联。

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