Comprehensive analysis of autophagy-related prognostic genes in breast cancer

被引:18
|
作者
Lai, Jianguo [1 ]
Chen, Bo [1 ]
Mok, Hsiaopei [1 ]
Zhang, Guochun [1 ]
Ren, Chongyang [1 ]
Liao, Ning [1 ]
机构
[1] Guangdong Prov Peoples Hosp & Guangdong Acad Med, Ctr Canc, Dept Breast Canc, 106 Zhongshan Er Rd, Guangzhou 510080, Peoples R China
基金
中国国家自然科学基金;
关键词
autophagy; breast cancer; gene; model; prognosis; IDENTIFICATION; SIGNATURE; SURVIVAL; TARGET;
D O I
10.1111/jcmm.15551
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Accumulating evidence revealed that autophagy played vital roles in breast cancer (BC) progression. Thus, the aim of this study was to investigate the prognostic value of autophagy-related genes (ARGs) and develop a ARG-based model to evaluate 5-year overall survival (OS) in BC patients. We acquired ARG expression profiling in a large BC cohort (N = 1007) from The Cancer Genome Atlas (TCGA) database. The correlation between ARGs and OS was confirmed by the LASSO and Cox regression analyses. A predictive model was established based on independent prognostic variables. Thus, time-dependent receiver operating curve (ROC), calibration plot, decision curve and subgroup analysis were conducted to determine the predictive performance of ARG-based model. Four ARGs (ATG4A, IFNG, NRG1 and SERPINA1) were identified using the LASSO and multivariate Cox regression analyses. A ARG-based model was constructed based on the four ARGs and two clinicopathological risk factors (age and TNM stage), dividing patients into high-risk and low-risk groups. The 5-year OS of patients in the low-risk group was higher than that in the high-risk group (P < 0.0001). Time-dependent ROC at 5 years indicated that the four ARG-based tool had better prognostic accuracy than TNM stage in the training cohort (AUC: 0.731 vs 0.640,P < 0.01) and validation cohort (AUC: 0.804 vs 0.671,P < 0.01). The mutation frequencies of the four ARGs (ATG4A, IFNG, NRG1 and SERPINA1) were 0.9%, 2.8%, 8% and 1.3%, respectively. We built and verified a novel four ARG-based nomogram, a credible approach to predict 5-year OS in BC, which can assist oncologists in determining effective therapeutic strategies.
引用
收藏
页码:9145 / 9153
页数:9
相关论文
共 50 条
  • [31] Identification and validation of prognostic autophagy-related genes associated with immune microenvironment in human gastric cancer
    Tian, Ruyue
    Sun, Ya
    Han, Xuedi
    Wang, Jiajun
    Gu, Hongli
    Wang, Wenhai
    Liang, Lei
    AGING-US, 2022, 14 (18): : 7617 - 7634
  • [32] Diagnostic and prognostic value of single nucleotide polymorphisms in autophagy-related genes (ATG) among Egyptian patients with breast cancer disease
    Saadawy, Sara F.
    Raafat, Ahmed
    Omar, Walaa E.
    EGYPTIAN JOURNAL OF MEDICAL HUMAN GENETICS, 2024, 25 (01)
  • [33] Diagnostic and prognostic value of single nucleotide polymorphisms in autophagy-related genes (ATG) among Egyptian patients with breast cancer disease
    Sara F. Saadawy
    Ahmed Raafat
    Walaa E. Omar
    Egyptian Journal of Medical Human Genetics, 25
  • [34] Bioinformatics Analysis of Autophagy-Related Genes in Kidney Transplantation
    Xie, Cankun
    Yiu, Wingkeung
    Jie, Jiahui
    Wu, Yonglu
    Li, Guanjun
    IRANIAN JOURNAL OF KIDNEY DISEASES, 2024, 18 (06) : 337 - 359
  • [35] Construction of a Prognostic Nomogram Based on Autophagy-Related Genes for Children With Neuroblastoma
    Ye, Guogang
    Wang, Yue
    EVOLUTIONARY BIOINFORMATICS, 2022, 18
  • [36] Comprehensive analysis of autophagy-related genes and patterns of immune cell infiltration in valvular atrial fibrillation
    Liu, Ao
    Jia, Kangni
    Liang, Huaibin
    Jin, Qi
    BMC CARDIOVASCULAR DISORDERS, 2021, 21 (01)
  • [37] Comprehensive analysis of lumbar disc degeneration and autophagy-related candidate genes, pathways, and targeting drugs
    Xu, Wei-long
    Zhao, Yan
    JOURNAL OF ORTHOPAEDIC SURGERY AND RESEARCH, 2021, 16 (01)
  • [38] Comprehensive analysis of lumbar disc degeneration and autophagy-related candidate genes, pathways, and targeting drugs
    Wei-long Xu
    Yan Zhao
    Journal of Orthopaedic Surgery and Research, 16
  • [39] Comprehensive analysis of autophagy-related genes and patterns of immune cell infiltration in valvular atrial fibrillation
    Ao Liu
    Kangni Jia
    Huaibin Liang
    Qi Jin
    BMC Cardiovascular Disorders, 21
  • [40] Development and validation of an autophagy-related prognostic signature in esophageal cancer
    Du, Hailei
    Xie, Shanshan
    Guo, Wei
    Che, Jiaming
    Zhu, Lianggang
    Hang, Junbiao
    Li, Hecheng
    ANNALS OF TRANSLATIONAL MEDICINE, 2021, 9 (04)