Cargando…
A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer
Objective: To identify ferroptosis-related molecular clusters, and to develop and validate a ferroptosis-based molecular signature for predicting biochemical recurrence-free survival (BCRFS) and tumor immune microenvironment of prostate cancer (PCa). Materials and Methods: The clinical data and tran...
Autores principales: | , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8773967/ https://www.ncbi.nlm.nih.gov/pubmed/35071228 http://dx.doi.org/10.3389/fcell.2021.774625 |
_version_ | 1784636226766110720 |
---|---|
author | Ke, Zhi-Bin You, Qi Sun, Jiang-Bo Zhu, Jun-Ming Li, Xiao-Dong Chen, Dong-Ning Su, Li Zheng, Qing-Shui Wei, Yong Xue, Xue-Yi Xu, Ning |
author_facet | Ke, Zhi-Bin You, Qi Sun, Jiang-Bo Zhu, Jun-Ming Li, Xiao-Dong Chen, Dong-Ning Su, Li Zheng, Qing-Shui Wei, Yong Xue, Xue-Yi Xu, Ning |
author_sort | Ke, Zhi-Bin |
collection | PubMed |
description | Objective: To identify ferroptosis-related molecular clusters, and to develop and validate a ferroptosis-based molecular signature for predicting biochemical recurrence-free survival (BCRFS) and tumor immune microenvironment of prostate cancer (PCa). Materials and Methods: The clinical data and transcriptome data of PCa were downloaded from TCGA and GEO database. Ferroptosis-related genes (FRGs) were obtained from FerrDb database. We performed consensus clustering analysis to identify ferroptosis-related molecular subtypes for PCa. Univariate and multivariate Cox regression analysis were used to establish a ferroptosis-based signature for predicting BCRFS. Internal verification, external verification and subgroup survival analysis were then successfully performed. Results: There was a total of 40 differentially expressed FRGs in PCa. We then identified three ferroptosis-related molecular clusters of PCa, which have significantly different immune infiltrating cells, tumor immune microenvironment and PD-L1 expression level. More importantly, a novel ferroptosis-based signature for predicting BCRFS of PCa based on four FRGs (including ASNS, GPT2, NFE2L2, RRM2) was developed. Internal and external verifications were then successfully performed. Patients with high-risk score were associated with significant poor BCRFS compared with those with low-risk score in training cohort, testing cohort and validating cohort, respectively. The area under time-dependent Receiver Operating Characteristic (ROC) curve were 0.755, 0.705 and 0.726 in training cohort, testing cohort and validating cohort, respectively, indicating the great performance of this signature. Independent prognostic analysis indicated that this signature was an independent predictor for BCRFS of PCa. Subgroup analysis revealed that this signature was particularly suitable for younger or stage T III-IV or stage N0 or cluster 1-2 PCa patients. Patients with high-risk score have significantly different tumor immune microenvironment in comparison with those with low-risk score. The results of qRT-PCR successfully verified the mRNA expression levels of ASNS, GPT2, RRM2 and NFE2L2 in DU-145 and RWPE-1 cells while the results of IHC staining exactly verified the relative protein expression levels of ASNS, GPT2, RRM2 and NFE2L2 between PCa and BPH tissues. Conclusions: This study successfully identified three ferroptosis-related molecular clusters. Besides, we developed and validated a novel ferroptosis-based molecular signature, which performed well in predicting BCRFS and tumor immune microenvironment of PCa. |
format | Online Article Text |
id | pubmed-8773967 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87739672022-01-21 A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer Ke, Zhi-Bin You, Qi Sun, Jiang-Bo Zhu, Jun-Ming Li, Xiao-Dong Chen, Dong-Ning Su, Li Zheng, Qing-Shui Wei, Yong Xue, Xue-Yi Xu, Ning Front Cell Dev Biol Cell and Developmental Biology Objective: To identify ferroptosis-related molecular clusters, and to develop and validate a ferroptosis-based molecular signature for predicting biochemical recurrence-free survival (BCRFS) and tumor immune microenvironment of prostate cancer (PCa). Materials and Methods: The clinical data and transcriptome data of PCa were downloaded from TCGA and GEO database. Ferroptosis-related genes (FRGs) were obtained from FerrDb database. We performed consensus clustering analysis to identify ferroptosis-related molecular subtypes for PCa. Univariate and multivariate Cox regression analysis were used to establish a ferroptosis-based signature for predicting BCRFS. Internal verification, external verification and subgroup survival analysis were then successfully performed. Results: There was a total of 40 differentially expressed FRGs in PCa. We then identified three ferroptosis-related molecular clusters of PCa, which have significantly different immune infiltrating cells, tumor immune microenvironment and PD-L1 expression level. More importantly, a novel ferroptosis-based signature for predicting BCRFS of PCa based on four FRGs (including ASNS, GPT2, NFE2L2, RRM2) was developed. Internal and external verifications were then successfully performed. Patients with high-risk score were associated with significant poor BCRFS compared with those with low-risk score in training cohort, testing cohort and validating cohort, respectively. The area under time-dependent Receiver Operating Characteristic (ROC) curve were 0.755, 0.705 and 0.726 in training cohort, testing cohort and validating cohort, respectively, indicating the great performance of this signature. Independent prognostic analysis indicated that this signature was an independent predictor for BCRFS of PCa. Subgroup analysis revealed that this signature was particularly suitable for younger or stage T III-IV or stage N0 or cluster 1-2 PCa patients. Patients with high-risk score have significantly different tumor immune microenvironment in comparison with those with low-risk score. The results of qRT-PCR successfully verified the mRNA expression levels of ASNS, GPT2, RRM2 and NFE2L2 in DU-145 and RWPE-1 cells while the results of IHC staining exactly verified the relative protein expression levels of ASNS, GPT2, RRM2 and NFE2L2 between PCa and BPH tissues. Conclusions: This study successfully identified three ferroptosis-related molecular clusters. Besides, we developed and validated a novel ferroptosis-based molecular signature, which performed well in predicting BCRFS and tumor immune microenvironment of PCa. Frontiers Media S.A. 2022-01-06 /pmc/articles/PMC8773967/ /pubmed/35071228 http://dx.doi.org/10.3389/fcell.2021.774625 Text en Copyright © 2022 Ke, You, Sun, Zhu, Li, Chen, Su, Zheng, Wei, Xue and Xu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cell and Developmental Biology Ke, Zhi-Bin You, Qi Sun, Jiang-Bo Zhu, Jun-Ming Li, Xiao-Dong Chen, Dong-Ning Su, Li Zheng, Qing-Shui Wei, Yong Xue, Xue-Yi Xu, Ning A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title | A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title_full | A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title_fullStr | A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title_full_unstemmed | A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title_short | A Novel Ferroptosis-Based Molecular Signature Associated with Biochemical Recurrence-Free Survival and Tumor Immune Microenvironment of Prostate Cancer |
title_sort | novel ferroptosis-based molecular signature associated with biochemical recurrence-free survival and tumor immune microenvironment of prostate cancer |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8773967/ https://www.ncbi.nlm.nih.gov/pubmed/35071228 http://dx.doi.org/10.3389/fcell.2021.774625 |
work_keys_str_mv | AT kezhibin anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT youqi anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT sunjiangbo anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT zhujunming anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT lixiaodong anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT chendongning anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT suli anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT zhengqingshui anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT weiyong anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT xuexueyi anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT xuning anovelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT kezhibin novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT youqi novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT sunjiangbo novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT zhujunming novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT lixiaodong novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT chendongning novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT suli novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT zhengqingshui novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT weiyong novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT xuexueyi novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer AT xuning novelferroptosisbasedmolecularsignatureassociatedwithbiochemicalrecurrencefreesurvivalandtumorimmunemicroenvironmentofprostatecancer |