Characterization of the metabolic alteration-modulated tumor microenvironment mediated by TP53 mutation and hypoxia

被引:16
|
作者
Luo, Kunpeng [1 ,2 ,3 ]
Qian, Zhipeng [1 ,4 ]
Jiang, Yanan [5 ,6 ]
Lv, Dongxu [4 ]
Zhu, Kaibin [7 ]
Shao, Jing [3 ]
Hu, Ying [3 ]
Lv, Chengqian [3 ]
Huang, Qianqian [3 ]
Gao, Yang [3 ]
Jin, Shizhu [3 ]
Shang, Desi [1 ,2 ,4 ,8 ]
机构
[1] Univ South China Hengyang, Affiliated Hosp 1, Hengyang Med Sch, Cardiovasc Lab Big Data & lmaging Artificial Intel, Hengyang 421001, Hunan, Peoples R China
[2] Univ South China, Sch Comp, Hengyang 421001, Hunan, Peoples R China
[3] Harbin Med Univ, Dept Gastroenterol & Hepatol, Affiliated Hosp 2, Harbin 150081, Heilongjiang, Peoples R China
[4] Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin 150081, Heilongjiang, Peoples R China
[5] Harbin Med Univ, Coll Pharm, State Prov Key Labs Biomed Pharmaceut China, Dept Pharmacol,Key Lab Cardiovasc Res,Minist Educ, Harbin 150081, Heilongjiang, Peoples R China
[6] Heilongjiang Acad Med Sci, Translat Med Res & Cooperat Ctr Northern China, Harbin 150081, Heilongjiang, Peoples R China
[7] Harbin Med Univ, Dept Thorac Surg, Canc Hosp, 150 Haping Rd, Harbin 150081, Heilongjiang, Peoples R China
[8] Univ South China, Affiliated Hosp 1, Hengyang Med Sch, Hengyang 421001, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
TP53; mutation; Metabolic alteration; Hypoxia; Tumor microenvironment; Precise oncology; DNA-REPAIR; SENSITIVITY; DISCOVERY;
D O I
10.1016/j.compbiomed.2023.107078
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: TP53 mutation and hypoxia play an essential role in cancer progression. However, the metabolic reprogramming and tumor microenvironment (TME) heterogeneity mediated by them are still not fully understood.Methods: The multi-omics data of 32 cancer types and immunotherapy cohorts were acquired to comprehensively characterize the metabolic reprogramming pattern and the TME across cancer types and explore immunotherapy candidates. An assessment model for metabolic reprogramming was established by integration of multiple machine learning methods, including lasso regression, neural network, elastic network, and survival support vector machine (SVM). Pharmacogenomics analysis and in vitro assay were conducted to identify potential therapeutic drugs.Results: First, we identified metabolic subtype A (hypoxia-TP53 mutation subtype) and metabolic subtype B (nonhypoxia-TP53 wildtype subtype) in hepatocellular carcinoma (HCC) and showed that metabolic subtype A had an "immune inflamed" microenvironment. Next, we established an assessment model for metabolic reprogramming, which was more effective compared to the traditional prognostic indicators. Then, we identified a potential targeting drug, teniposide. Finally, we performed the pan-cancer analysis to illustrate the role of metabolic reprogramming in cancer and found that the metabolic alteration (MA) score was positively correlated with tumor mutational burden (TMB), neoantigen load, and homologous recombination deficiency (HRD) across cancer types. Meanwhile, we demonstrated that metabolic reprogramming mediated a potential immunotherapysensitive microenvironment in bladder cancer and validated it in an immunotherapy cohort.Conclusion: Metabolic alteration mediated by hypoxia and TP53 mutation is associated with TME modulation and tumor progression across cancer types. In this study, we analyzed the role of metabolic alteration in cancer and propose a predictive model for cancer prognosis and immunotherapy responsiveness. We also explored a potential therapeutic drug, teniposide.
引用
收藏
页数:12
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