A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer

Abstract Background The clinical behavior of prostate cancer (PCa) is variable, and while the majority of cases remain indolent, 10% of patients progress to deadly forms of the disease. Current clinical predictors used at the time of diagnosis have limitations to accurately establish progression ris...

Full description

Bibliographic Details
Main Authors: Constantin Georgescu, Joshua M. Corbin, Sandra Thibivilliers, Zachary D. Webb, Yan D. Zhao, Jan Koster, Kar-Ming Fung, Adam S. Asch, Jonathan D. Wren, Maria J. Ruiz-Echevarría
Format: Article
Language:English
Published: BMC 2019-05-01
Series:BMC Cancer
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12885-019-5592-6
_version_ 1818544148006830080
author Constantin Georgescu
Joshua M. Corbin
Sandra Thibivilliers
Zachary D. Webb
Yan D. Zhao
Jan Koster
Kar-Ming Fung
Adam S. Asch
Jonathan D. Wren
Maria J. Ruiz-Echevarría
author_facet Constantin Georgescu
Joshua M. Corbin
Sandra Thibivilliers
Zachary D. Webb
Yan D. Zhao
Jan Koster
Kar-Ming Fung
Adam S. Asch
Jonathan D. Wren
Maria J. Ruiz-Echevarría
author_sort Constantin Georgescu
collection DOAJ
description Abstract Background The clinical behavior of prostate cancer (PCa) is variable, and while the majority of cases remain indolent, 10% of patients progress to deadly forms of the disease. Current clinical predictors used at the time of diagnosis have limitations to accurately establish progression risk. Here we describe the development of a tumor suppressor regulated, cell-cycle gene expression based prognostic signature for PCa, and validate its independent contribution to risk stratification in several radical prostatectomy (RP) patient cohorts. Methods We used RNA interference experiments in PCa cell lines to identify a gene expression based gene signature associated with Tmeff2, an androgen regulated, tumor suppressor gene whose expression shows remarkable heterogeneity in PCa. Gene expression was confirmed by qRT-PCR. Correlation of the signature with disease outcome (time to recurrence) was retrospectively evaluated in four geographically different cohorts of patients that underwent RP (834 samples), using multivariate logistical regression analysis. Multivariate analyses were adjusted for standard clinicopathological variables. Performance of the signature was compared to previously described gene expression based signatures using the SigCheck software. Results Low levels of TMEFF2 mRNA significantly (p < 0.0001) correlated with reduced disease-free survival (DFS) in patients from the Memorial Sloan Kettering Cancer Center (MSKCC) dataset. We identified a panel of 11 TMEFF2 regulated cell cycle related genes (TMCC11), with strong prognostic value. TMCC11 expression was significantly associated with time to recurrence after prostatectomy in four geographically different patient cohorts (2.9 ≤ HR ≥ 4.1; p ≤ 0.002), served as an independent indicator of poor prognosis in the four RP cohorts (1.96 ≤ HR ≥ 4.28; p ≤ 0.032) and improved the prognostic value of standard clinicopathological markers. The prognostic ability of TMCC11 panel exceeded previously published oncogenic gene signatures (p = 0.00017). Conclusions This study provides evidence that the TMCC11 gene signature is a robust independent prognostic marker for PCa, reveals the value of using highly heterogeneously expressed genes, like Tmeff2, as guides to discover prognostic indicators, and suggests the possibility that low Tmeff2 expression marks a distinct subclass of PCa.
first_indexed 2024-12-11T22:44:40Z
format Article
id doaj.art-7e9ac0c4083a40768ff6d2ebaf0c452b
institution Directory Open Access Journal
issn 1471-2407
language English
last_indexed 2024-12-11T22:44:40Z
publishDate 2019-05-01
publisher BMC
record_format Article
series BMC Cancer
spelling doaj.art-7e9ac0c4083a40768ff6d2ebaf0c452b2022-12-22T00:47:39ZengBMCBMC Cancer1471-24072019-05-0119111310.1186/s12885-019-5592-6A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancerConstantin Georgescu0Joshua M. Corbin1Sandra Thibivilliers2Zachary D. Webb3Yan D. Zhao4Jan Koster5Kar-Ming Fung6Adam S. Asch7Jonathan D. Wren8Maria J. Ruiz-Echevarría9Arthritis & Clinical Immunology Program, Division of Genomics and Data Sciences, Oklahoma Medical Research FoundationDepartment of Pathology, Oklahoma University Health Sciences CenterStephenson Cancer CenterDepartment of Pathology, Oklahoma University Health Sciences CenterDepartment of Biostatistics and Epidemiology, Oklahoma University Health Sciences CenterAmsterdam UMC, Department of Oncogenomics, University of AmsterdamDepartment of Pathology, Oklahoma University Health Sciences CenterStephenson Cancer CenterArthritis & Clinical Immunology Program, Division of Genomics and Data Sciences, Oklahoma Medical Research FoundationDepartment of Pathology, Oklahoma University Health Sciences CenterAbstract Background The clinical behavior of prostate cancer (PCa) is variable, and while the majority of cases remain indolent, 10% of patients progress to deadly forms of the disease. Current clinical predictors used at the time of diagnosis have limitations to accurately establish progression risk. Here we describe the development of a tumor suppressor regulated, cell-cycle gene expression based prognostic signature for PCa, and validate its independent contribution to risk stratification in several radical prostatectomy (RP) patient cohorts. Methods We used RNA interference experiments in PCa cell lines to identify a gene expression based gene signature associated with Tmeff2, an androgen regulated, tumor suppressor gene whose expression shows remarkable heterogeneity in PCa. Gene expression was confirmed by qRT-PCR. Correlation of the signature with disease outcome (time to recurrence) was retrospectively evaluated in four geographically different cohorts of patients that underwent RP (834 samples), using multivariate logistical regression analysis. Multivariate analyses were adjusted for standard clinicopathological variables. Performance of the signature was compared to previously described gene expression based signatures using the SigCheck software. Results Low levels of TMEFF2 mRNA significantly (p < 0.0001) correlated with reduced disease-free survival (DFS) in patients from the Memorial Sloan Kettering Cancer Center (MSKCC) dataset. We identified a panel of 11 TMEFF2 regulated cell cycle related genes (TMCC11), with strong prognostic value. TMCC11 expression was significantly associated with time to recurrence after prostatectomy in four geographically different patient cohorts (2.9 ≤ HR ≥ 4.1; p ≤ 0.002), served as an independent indicator of poor prognosis in the four RP cohorts (1.96 ≤ HR ≥ 4.28; p ≤ 0.032) and improved the prognostic value of standard clinicopathological markers. The prognostic ability of TMCC11 panel exceeded previously published oncogenic gene signatures (p = 0.00017). Conclusions This study provides evidence that the TMCC11 gene signature is a robust independent prognostic marker for PCa, reveals the value of using highly heterogeneously expressed genes, like Tmeff2, as guides to discover prognostic indicators, and suggests the possibility that low Tmeff2 expression marks a distinct subclass of PCa.http://link.springer.com/article/10.1186/s12885-019-5592-6Prostate cancerPrognostic markersCell cycle genesRisk stratificationTMEFF2
spellingShingle Constantin Georgescu
Joshua M. Corbin
Sandra Thibivilliers
Zachary D. Webb
Yan D. Zhao
Jan Koster
Kar-Ming Fung
Adam S. Asch
Jonathan D. Wren
Maria J. Ruiz-Echevarría
A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
BMC Cancer
Prostate cancer
Prognostic markers
Cell cycle genes
Risk stratification
TMEFF2
title A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
title_full A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
title_fullStr A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
title_full_unstemmed A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
title_short A TMEFF2-regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
title_sort tmeff2 regulated cell cycle derived gene signature is prognostic of recurrence risk in prostate cancer
topic Prostate cancer
Prognostic markers
Cell cycle genes
Risk stratification
TMEFF2
url http://link.springer.com/article/10.1186/s12885-019-5592-6
work_keys_str_mv AT constantingeorgescu atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT joshuamcorbin atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT sandrathibivilliers atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT zacharydwebb atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT yandzhao atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT jankoster atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT karmingfung atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT adamsasch atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT jonathandwren atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT mariajruizechevarria atmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT constantingeorgescu tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT joshuamcorbin tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT sandrathibivilliers tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT zacharydwebb tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT yandzhao tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT jankoster tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT karmingfung tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT adamsasch tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT jonathandwren tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer
AT mariajruizechevarria tmeff2regulatedcellcyclederivedgenesignatureisprognosticofrecurrenceriskinprostatecancer