The prognostic value and potential mechanism of Matrix Metalloproteinases among Prostate Cancer

Int J Med Sci. 2020 Jun 21;17(11):1550-1560. doi: 10.7150/ijms.46780. eCollection 2020.

Abstract

Background: Matrix Metalloproteinases (MMPs) play an indispensable role in the initial alteration and development of PCa. We tried to generate an MMP-related prognostic signature (MMPS) in prostate cancer (PCa). Methods: TCGA-PRAD, MSKCC/GSE21032, GSE116918, GSE70769 cohorts were enrolled to assess the prognostic value of MMPs. The least absolute shrinkage and selection operator (LASSO) Cox regression was employed to generate the MMPS signature. The log-rank test and Kaplan-Meier (K-M) survival curve were applied to show the difference RFS, The receiver operating characteristic (ROC) curve and area under the ROC curve (AUC) was plotted to predict the accuracy of signature. CIBERSORT was conducted to analyze the different immune infiltration in MMPS-H and MMPS-L groups. Potential signaling pathways activated in the MMPS-H groups by Metascape. Results: MMP1, MMP7, MMP11, MMP24 and MMP26 were selected by LASSO regression and established the MMPS predict signature. The MMPS showed the high prognostic value in TCGA-PRAD training cohort (AUC=0.714) and validation cohorts (GSE116918: AUC=0.976, GSE70769: AUC=0.738, MSKCC: AUC=0.793). Pid integrin1 pathway, G2M checkpoint, and response to growth factor signaling pathways were activated in MMPS-H group, patients with the high MMPS risk score and low M2 macrophage showed the worst recurrence-free survival (RFS). Conclusion: MMPs involved and played an essential role in the tumorigenesis and biochemical recurrence in PCa patients. The MMPS signature could accurately predict the recurrence of PCa patients and validated in several cohorts.

Keywords: LASSO regressio; matrix metalloproteinases; prognostic signature; prostate cancer.

MeSH terms

  • Biomarkers, Tumor / genetics
  • Biomarkers, Tumor / metabolism
  • Disease-Free Survival
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic / genetics
  • Gene Expression Regulation, Neoplastic / physiology
  • Humans
  • Kaplan-Meier Estimate
  • Male
  • Matrix Metalloproteinase 1 / genetics
  • Matrix Metalloproteinase 1 / metabolism
  • Matrix Metalloproteinase 11 / genetics
  • Matrix Metalloproteinase 11 / metabolism
  • Matrix Metalloproteinase 7 / genetics
  • Matrix Metalloproteinase 7 / metabolism
  • Matrix Metalloproteinases / genetics
  • Matrix Metalloproteinases / metabolism*
  • Matrix Metalloproteinases, Membrane-Associated / genetics
  • Matrix Metalloproteinases, Membrane-Associated / metabolism
  • Matrix Metalloproteinases, Secreted / genetics
  • Matrix Metalloproteinases, Secreted / metabolism
  • Neoplasm Recurrence, Local / genetics
  • Neoplasm Recurrence, Local / metabolism
  • Prognosis
  • Prostatic Neoplasms / enzymology*
  • Prostatic Neoplasms / metabolism
  • Prostatic Neoplasms / pathology*
  • ROC Curve

Substances

  • Biomarkers, Tumor
  • MMP11 protein, human
  • MMP24 protein, human
  • MMP26 protein, human
  • Matrix Metalloproteinase 11
  • Matrix Metalloproteinases
  • Matrix Metalloproteinases, Membrane-Associated
  • Matrix Metalloproteinases, Secreted
  • Matrix Metalloproteinase 7
  • Matrix Metalloproteinase 1