The value of a metabolic and immune-related gene signature and adjuvant therapeutic response in pancreatic cancer

被引:0
|
作者
Ni, Danlei [1 ]
Wu, Jiayi [1 ]
Pan, Jingjing [1 ]
Liang, Yajing [1 ]
Xu, Zihui [1 ]
Yan, Zhiying [1 ]
Xu, Kequn [1 ]
Wei, Feifei [1 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 3, Dept Oncol, Changzhou, Peoples R China
关键词
metabolism and immune-related gene; value; PDAC; prognosis; adjuvant therapy; IMMUNOTHERAPY; DIAGNOSIS; IMPROVE;
D O I
10.3389/fgene.2024.1475378
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy characterized by a dismal prognosis. Treatment outcomes exhibit substantial variability across patients, underscoring the urgent need for robust predictive models to effectively estimate survival probabilities and therapeutic responses in PDAC.Methods Metabolic and immune-related genes exhibiting differential expression were identified using the TCGA-PDAC and GTEx datasets. A genetic prognostic model was developed via univariable Cox regression analysis on a training cohort. Predictive accuracy was assessed using Kaplan-Meier (K-M) curves, calibration plots, and ROC curves. Additional analyses, including GSAE and immune cell infiltration studies, were conducted to explore relevant biological mechanisms and predict therapeutic efficacy.Results An 8-gene prognostic model (AK2, CXCL11, TYK2, ANGPT4, IL20RA, MET, ENPP6, and CA12) was established. Three genes (AK2, ENPP6, and CA12) were associated with metabolism, while the others were immune-related. Most genes correlated with poor prognosis. Validation in TCGA-PDAC and GSE57495 datasets demonstrated robust performance, with AUC values for 1-, 3-, and 5-year OS exceeding 0.7. The model also effectively predicted responses to adjuvant therapy.Conclusion This 8-gene signature enhances prognostic accuracy and therapeutic decision-making in PDAC, offering valuable insights for clinical applications and personalized treatment strategies.
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页数:15
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