Development and validation of a prognostic model for mitophagy-related genes in colon adenocarcinoma: A study based on TCGA and GEO databases

被引:9
|
作者
Tang, Yong [1 ]
Guo, Haiyang [1 ]
Chen, Lin [1 ]
Wang, Xiaobo [1 ]
Chen, Qi [1 ]
Gou, Lei [1 ]
Liu, Xiuyu [1 ]
Wang, Xianfei [1 ]
机构
[1] North Sichuan Med Coll, Affiliated Hosp, Dept Gastroenterol, Nanchong, Sichuan, Peoples R China
来源
PLOS ONE | 2023年 / 18卷 / 04期
关键词
COLORECTAL-CANCER; GASTRIC-CANCER; EPHB2; CARCINOGENESIS; IDENTIFICATION; METASTASIS; EXPRESSION; BIOMARKERS; SURVIVAL; MARKER;
D O I
10.1371/journal.pone.0284089
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
BackgroundMitophagy is used by eukaryotic cells to eliminate damaged mitochondria. The deregulation of this process can lead to an accumulation of dysfunctional mitochondria and is implicated in carcinogenesis and tumorigenesis. Despite increasing evidence that mitophagy is involved in the development of colon cancer, the role of mitophagy-related genes (MRGs) in colon adenocarcinoma (COAD) prognosis and treatment remains largely unknown. MethodsDifferential analysis was used to identify differentially expressed mitophagy-related genes associated with COAD and conduct key module screening. Cox regression and least absolute shrinkage selection operator, and other analyses were used to characterize prognosis-related genes and verify the feasibility of the model. The model was tested using GEO data and a nomogram was constructed for future clinical application. The level of immune cell infiltration and immunotherapy were compared between the two groups, and sensitivity to treatment with many commonly used chemotherapeutic agents was assessed in individuals with different risk factors. Finally, qualitative reverse transcription polymerase chain reaction and western blotting were performed to assess the expression of prognosis-related MRGs. ResultsA total of 461 differentially expressed genes were mined in COAD. Four prognostic genes, PPARGC1A, SLC6A1, EPHB2, and PPP1R17, were identified to construct a mitophagy-related gene signature. The feasibility of prognostic models was assessed using Kaplan-Meier analysis, time-dependent receiver operating characteristics, risk scores, Cox regression analysis, and principal component analysis. At 1, 3, and 5 years, the area under the receiver operating characteristic curves were 0.628, 0.678, and 0.755, respectively, for TCGA cohort, and 0.609, 0.634, and 0.640, respectively, for the GEO cohort. Drug sensitivity analysis found that camptothecin, paclitaxel, bleomycin, and doxorubicin were significantly different between low- and high-risk patients. The qPCR and western blotting results of clinical samples further confirmed the public database results. ConclusionsThis study successfully constructed a mitophagy-related gene signature with significant predictive value for COAD, informing new possibilities for the treatment of this disease.
引用
收藏
页数:21
相关论文
共 50 条
  • [41] Development and Validation of a Necroptosis-related Prognostic Model for Lung Adenocarcinoma
    Wang, T.
    Xu, S.
    Wang, Q.
    Xiao, S.
    JOURNAL OF THORACIC ONCOLOGY, 2022, 17 (09) : S620 - S620
  • [42] Development of the prognostic value in lung adenocarcinoma based on anoikis-related genes and initial experimental validation
    Guo, Wenwei
    Zhao, Guang
    Liu, Suping
    Deng, Tao
    Zhang, Guangjian
    Zhang, Boxiang
    JOURNAL OF GENE MEDICINE, 2023, 25 (09):
  • [43] A Comprehensive Prognostic Model for Colon Adenocarcinoma Depending on Nuclear-Mitochondrial-Related Genes
    Lv, Lingling
    Huang, Yuqing
    Li, Qiong
    Wu, Yuan
    Zheng, Lan
    TECHNOLOGY IN CANCER RESEARCH & TREATMENT, 2024, 23
  • [44] The prognostic value of HGF-c-MET signaling pathway in Gastric Cancer: a study based on TCGA and GEO databases
    Wang, Chao
    Xi, Wenqi
    Ji, Jun
    Cai, Qu
    Zhao, Qianfu
    Jiang, Jinling
    Zhou, Chenfei
    Shi, Min
    Zhang, Huan
    Zhu, Zhenggang
    Zhang, Jun
    INTERNATIONAL JOURNAL OF MEDICAL SCIENCES, 2020, 17 (13): : 1946 - 1955
  • [45] Development and validation of a risk prediction model and nomogram for colon adenocarcinoma based on methylation-driven genes
    Zhu, Liangyu
    Sun, Hongyu
    Tian, Guo
    Wang, Juan
    Zhou, Qian
    Liu, Pu
    Tang, Xuejiao
    Shi, Xinrui
    Yang, Lei
    Liu, Guangjie
    AGING-US, 2021, 13 (12): : 16600 - 16619
  • [46] Construction and validation of a colon cancer prognostic model based on tumor mutation burden-related genes
    Zou, Daoyang
    Xu, Tianwen
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [47] Construction and validation of a colon cancer prognostic model based on tumor mutation burden-related genes
    Daoyang Zou
    Tianwen Xu
    Scientific Reports, 14
  • [48] Construction and validation of a prognostic model for lung adenocarcinoma based on endoplasmic reticulum stress-related genes
    Li, Feng
    Niu, Yandie
    Zhao, Wei
    Yan, Cheng
    Qi, Yonghua
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [49] Construction and validation of a prognostic model for lung adenocarcinoma based on endoplasmic reticulum stress-related genes
    Feng Li
    Yandie Niu
    Wei Zhao
    Cheng Yan
    Yonghua Qi
    Scientific Reports, 12
  • [50] Construction and Validation of an Immune-Based Prognostic Model for Pancreatic Adenocarcinoma Based on Public Databases
    Mao, Miaobin
    Ling, Hongjian
    Lin, Yuping
    Chen, Yanling
    Xu, Benhua
    Zheng, Rong
    FRONTIERS IN GENETICS, 2021, 12