A gene prognostic index from cellular senescence predicting metastasis and radioresistance for prostate cancer

被引:30
|
作者
Feng, Dechao [1 ]
Li, Dengxiong [1 ]
Shi, Xu [1 ]
Xiong, Qiao [1 ]
Zhang, Facai [1 ]
Wei, Qiang [1 ]
Yang, Lu [1 ]
机构
[1] Sichuan Univ, West China Hosp, Inst Urol, Dept Urol, Guoxue Xiang 37, Chengdu 610041, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cellular senescence; Prognostic index; Prostate cancer; Tumor immune microenvironment; Metastasis-free survival; Radioresistance; Immune checkpoint; EXPRESSION; RISK; MANAGEMENT; BIOPSIES;
D O I
10.1186/s12967-022-03459-8
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background Senescent cells have been identified in the aging prostate, and the senescence-associated secretory phenotype might be linked to prostate cancer (PCa). Thus, we established a cellular senescence-related gene prognostic index (CSGPI) to predict metastasis and radioresistance in PCa. Methods We used Lasso and Cox regression analysis to establish the CSGPI. Clinical correlation, external validation, functional enrichment analysis, drug and cell line analysis, and tumor immune environment analysis were conducted. All analyses were conducted with R version 3.6.3 and its suitable packages. Results We used ALCAM and ALDH2 to establish the CSGPI risk score. High-risk patients experienced a higher risk of metastasis than their counterparts (HR: 10.37, 95% CI 4.50-23.93, p < 0.001), consistent with the results in the TCGA database (HR: 1.60, 95% CI 1.03-2.47, p = 0.038). Furthermore, CSGPI had high diagnostic accuracy distinguishing radioresistance from no radioresistance (AUC: 0.938, 95% CI 0.834-1.000). GSEA showed that high-risk patients were highly associated with apoptosis, cell cycle, ribosome, base excision repair, aminoacyl-tRNA biosynthesis, and mismatch repair. For immune checkpoint analysis, we found that PDCD1LG2 and CD226 were expressed at significantly higher levels in patients with metastasis than in those without metastasis. In addition, higher expression of CD226 significantly increased the risk of metastasis (HR: 3.65, 95% CI 1.58-8.42, p = 0.006). We observed that AZD7762, PHA-793887, PI-103, and SNX-2112 might be sensitive to ALDH2 and ALCAM, and PC3 could be the potential cell line used to investigate the interaction among ALDH2, ALCAM, and the above drugs. Conclusions We found that CSGPI might serve as an effective biomarker predicting metastasis probability and radioresistance for PCa and proposed that immune evasion was involved in the process of PCa metastasis.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] A gene prognostic index from cellular senescence predicting metastasis and radioresistance for prostate cancer
    Dechao Feng
    Dengxiong Li
    Xu Shi
    Qiao Xiong
    Facai Zhang
    Qiang Wei
    Lu Yang
    Journal of Translational Medicine, 20
  • [2] A cellular senescence-related gene prognostic index for biochemical recurrence and drug resistance in patients with prostate cancer
    Feng, Dechao
    Shi, Xu
    You, Jia
    Xiong, Qiao
    Zhu, Weizhen
    Wei, Qiang
    Yang, Lu
    AMERICAN JOURNAL OF CANCER RESEARCH, 2022, 12 (08): : 3811 - 3828
  • [3] An autophagy-related gene prognostic index predicting biochemical recurrence, metastasis, and drug resistance for prostate cancer
    Zhu, Wei-Zhen
    Feng, De-Chao
    Xiong, Qiao
    Shi, Xu
    Zhang, Fa-Cai
    Wei, Qiang
    Yang, Lu
    ASIAN JOURNAL OF ANDROLOGY, 2023, 25 (02) : 208 - 216
  • [4] Emerging roles of radioresistance in prostate cancer metastasis and radiation therapy
    Lei Chang
    Peter H. Graham
    Jingli Hao
    Joseph Bucci
    Paul J. Cozzi
    John H. Kearsley
    Yong Li
    Cancer and Metastasis Reviews, 2014, 33 : 469 - 496
  • [5] Emerging roles of radioresistance in prostate cancer metastasis and radiation therapy
    Chang, Lei
    Graham, Peter H.
    Hao, Jingli
    Bucci, Joseph
    Cozzi, Paul J.
    Kearsley, John H.
    Li, Yong
    CANCER AND METASTASIS REVIEWS, 2014, 33 (2-3) : 469 - 496
  • [6] A PROGNOSTIC INDEX FOR PREDICTING LYMPH NODE METASTASIS IN MINOR SALIVARY GLAND CANCER
    Lloyd, Shane
    Yu, James B.
    Ross, Douglas A.
    Wilson, Lynn D.
    Decker, Roy H.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2010, 76 (01): : 169 - 175
  • [7] Evaluation of prostate health index in predicting bone metastasis of prostate cancer before bone scanning
    Sun, Haoyu
    Zhu, Yaofeng
    Guo, Hongda
    Jiang, Songlin
    Guo, Hu
    Chen, Shouzhen
    INTERNATIONAL UROLOGY AND NEPHROLOGY, 2022, 54 (12) : 3079 - 3086
  • [8] Evaluation of prostate health index in predicting bone metastasis of prostate cancer before bone scanning
    Haoyu Sun
    Yaofeng Zhu
    Hongda Guo
    Songlin Jiang
    Hu Guo
    Shouzhen Chen
    International Urology and Nephrology, 2022, 54 : 3079 - 3086
  • [9] A Gene Prognostic Index Associated With Epithelial-Mesenchymal Transition Predicting Biochemical Recurrence and Tumor Chemoresistance for Prostate Cancer
    Feng, Dechao
    Shi, Xu
    Xiong, Qiao
    Zhang, Facai
    Li, Dengxiong
    Yang, Lu
    FRONTIERS IN ONCOLOGY, 2022, 11
  • [10] Automated bone scan index as a prognostic tool in prostate cancer patients with bone metastasis
    Park, Sonya
    Srinivas, Sandy
    Mittra, Erik
    JOURNAL OF NUCLEAR MEDICINE, 2017, 58