A novel prognostic model for hepatocellular carcinoma based on pyruvate metabolism-related genes

被引:5
|
作者
Shi, Qingmiao [1 ]
Xue, Chen [1 ]
Zeng, Yifan [1 ]
Gu, Xinyu [1 ]
Wang, Jinzhi [1 ]
Li, Lanjuan [1 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 1,Natl Clin Res Ctr Infect Dis, Collaborat Innovat Ctr Diag & Treatment Infect Di, Natl Med Ctr Infect Dis,Sch Med,State Key Lab Dia, 79 Qingchun Rd, Hangzhou 310003, Peoples R China
来源
SCIENTIFIC REPORTS | 2023年 / 13卷 / 01期
基金
中国国家自然科学基金;
关键词
CANCER CELL; MICROENVIRONMENT; EXPRESSION; SIGNATURE; SURVIVAL; CARRIER;
D O I
10.1038/s41598-023-37000-8
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
Hepatocellular carcinoma (HCC) is the most prevalent form of primary liver cancer, accounting for over 90% of cases. As pyruvate metabolic pathways are often dysregulated in cancer cells, investigating pyruvate metabolism-related genes may help identify prognostic gene signature and develop potential strategies for the management of patients with HCC. The mRNA expression profile, gene mutation data, and clinical information of HCC were obtained from open-source databases. A list of pyruvate metabolism-related genes was downloaded from the MSigDB dataset. Our findings revealed that certain pyruvate metabolism-related genes had copy number variations and single nucleotide variations in patients with liver cancer. Based on pyruvate metabolism-related genes, we stratified patients with HCC into three subtypes with different prognoses, clinical features, mutation profiles, functional annotation, and immune infiltration status. Next, we identified 13 key pyruvate metabolism-related genes significantly correlated with the prognosis of HCC using six machine learning algorithms and constructed a risk model. We also observed that the risk score was positively associated with a worse prognosis and increased immune infiltration. In summary, our study established a prognostic risk model for HCC based on pyruvate metabolism-related genes, which may contribute to the identification of potential prognostic targets and the development of new clinical management strategies for HCC.
引用
收藏
页数:14
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