Guidelines on lung adenocarcinoma prognosis based on immuno-glycolysis-related genes

被引:3
作者
Zhang, Yuting [1 ,2 ]
Qin, Wen [1 ,2 ]
Zhang, Wenhui [1 ,2 ]
Qin, Yi [4 ]
Zhou, You Lang [3 ]
机构
[1] Med Sch Nantong Univ, Affiliated Hosp Nantong Univ, Dept Thorac Surg, Nantong 226001, Jiangsu, Peoples R China
[2] Affiliated Hosp Nantong Univ, Res Inst Translat Med Cardiothorac Dis, Nantong Key Lab Translat Med Cardiothorac Dis, Nantong 226001, Jiangsu, Peoples R China
[3] Affiliated Hosp Nantong Univ, Res Ctr Clin Med, Nantong 226001, Jiangsu, Peoples R China
[4] Affiliated Hosp Nantong Univ, Nursing Dept, Nantong 226001, Jiangsu, Peoples R China
关键词
Lung adenocarcinoma; Glycolysis; Immune; Prognosis; Bioinformatics; LACTATE-DEHYDROGENASE; LACTIC-ACID; SIGNALING PATHWAY; CANCER CELLS; TUMOR-GROWTH; DICKKOPF-1; METASTASIS; EXPRESSION; MICROENVIRONMENT; ANGPTL4;
D O I
10.1007/s12094-022-03000-9
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objectives This study developed a new model for risk assessment of immuno-glycolysis-related genes for lung adenocarcinoma (LUAD) patients to predict prognosis and immunotherapy efficacy. Methods LUAD samples and data obtained from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases are used as training and test columns, respectively. Twenty-two (22) immuno-glycolysis-related genes were screened, the patients diagnosed with LUAD were divided into two molecular subtypes by consensus clustering of these genes. The initial prognosis model was developed using the multiple regression analysis method and Receiver Operating characteristic (ROC) analysis was used to verify its predictive potential. Gene set enrichment analysis (GSEA) showed the immune activities and pathways in different risk populations, we calculated immune checkpoints, immune escape, immune phenomena (IPS), and tumor mutation burden (TMB) based on TCGA datasets. Finally, the relationship between the model and drug sensitivity was analyzed. Results Fifteen (15) key differentially expressed genes (DEGs) with prognostic value were screened and a new prognostic model was constructed. Four hundred and forty-three (443) samples were grouped into two different risk cohorts based on median model risk values. It was observed that survival rates in high-risk groups were significantly low. ROC curves were used to evaluate the model's accuracy in determining the survival time and clinical outcome of LUAD patients. Cox analysis of various clinical factors proved that the risk score has great potential as an independent prognostic factor. The results of immunological analysis can reveal the immune infiltration and the activity of related functions in different pathways in the two risk groups, and immunotherapy was more effective in low-risk patients. Most chemotherapeutic agents are more sensitive to low-risk patients, making them more likely to benefit. Conclusion A novel prognostic model for LUAD patients was established based on IGRG, which could more accurately predict the prognosis and an effective immunotherapy approach for patients.
引用
收藏
页码:959 / 975
页数:17
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