The Barcelona Predictive Model of Clinically Significant Prostate Cancer

A new and externally validated MRI-PM for csPCa was developed in the metropolitan area of Barcelona, and a web-RC designed with the new option of selecting the csPCa probability threshold. The development cohort comprised 1486 men scheduled to undergo a 3-tesla multiparametric MRI (mpMRI) and guided...

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Main Authors: Juan Morote, Angel Borque-Fernando, Marina Triquell, Anna Celma, Lucas Regis, Manel Escobar, Richard Mast, Inés M. de Torres, María E. Semidey, José M. Abascal, Carles Sola, Pol Servian, Daniel Salvador, Anna Santamaría, Jacques Planas, Luis M. Esteban, Enrique Trilla
Format: Article
Language:English
Published: MDPI AG 2022-03-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/14/6/1589
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author Juan Morote
Angel Borque-Fernando
Marina Triquell
Anna Celma
Lucas Regis
Manel Escobar
Richard Mast
Inés M. de Torres
María E. Semidey
José M. Abascal
Carles Sola
Pol Servian
Daniel Salvador
Anna Santamaría
Jacques Planas
Luis M. Esteban
Enrique Trilla
author_facet Juan Morote
Angel Borque-Fernando
Marina Triquell
Anna Celma
Lucas Regis
Manel Escobar
Richard Mast
Inés M. de Torres
María E. Semidey
José M. Abascal
Carles Sola
Pol Servian
Daniel Salvador
Anna Santamaría
Jacques Planas
Luis M. Esteban
Enrique Trilla
author_sort Juan Morote
collection DOAJ
description A new and externally validated MRI-PM for csPCa was developed in the metropolitan area of Barcelona, and a web-RC designed with the new option of selecting the csPCa probability threshold. The development cohort comprised 1486 men scheduled to undergo a 3-tesla multiparametric MRI (mpMRI) and guided and/or systematic biopsies in one academic institution of Barcelona. The external validation cohort comprised 946 men in whom the same diagnostic approach was carried out as in the development cohort, in two other academic institutions of the same metropolitan area. CsPCa was detected in 36.9% of men in the development cohort and 40.8% in the external validation cohort (<i>p</i> = 0.054). The area under the curve of mpMRI increased from 0.842 to 0.897 in the developed MRI-PM (<i>p</i> < 0.001), and from 0.743 to 0.858 in the external validation cohort (<i>p</i> < 0.001). A selected 15% threshold avoided 40.1% of prostate biopsies and missed 5.4% of the 36.9% csPCa detected in the development cohort. In men with PI-RADS <3, 4.3% would be biopsied and 32.3% of all existing 4.2% of csPCa would be detected. In men with PI-RADS 3, 62% of prostate biopsies would be avoided and 28% of all existing 12.4% of csPCa would be undetected. In men with PI-RADS 4, 4% of prostate biopsies would be avoided and 0.6% of all existing 43.1% of csPCa would be undetected. In men with PI-RADS 5, 0.6% of prostate biopsies would be avoided and none of the existing 42.0% of csPCa would be undetected. The Barcelona MRI-PM presented good performance on the overall population; however, its clinical usefulness varied regarding the PI-RADS category. The selection of csPCa probability thresholds in the designed RC may facilitate external validation and outperformance of MRI-PMs in specific PI-RADS categories.
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spelling doaj.art-8d6048fc058342f3848a874f8b953d0b2023-11-24T00:41:09ZengMDPI AGCancers2072-66942022-03-01146158910.3390/cancers14061589The Barcelona Predictive Model of Clinically Significant Prostate CancerJuan Morote0Angel Borque-Fernando1Marina Triquell2Anna Celma3Lucas Regis4Manel Escobar5Richard Mast6Inés M. de Torres7María E. Semidey8José M. Abascal9Carles Sola10Pol Servian11Daniel Salvador12Anna Santamaría13Jacques Planas14Luis M. Esteban15Enrique Trilla16Department of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainDepartment of Urology, Hospital Universitario Miguel Servet, IIS-Aragon, 50009 Zaragoza, SpainDepartment of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainDepartment of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainDepartment of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainDepartment of Radiology, Vall d´Hebron Hospital, 08035 Barcelona, SpainDepartment of Radiology, Vall d´Hebron Hospital, 08035 Barcelona, SpainDepartment of Pathology, Vall d´Hebron Hospital, 08035 Barcelona, SpainDepartment of Pathology, Vall d´Hebron Hospital, 08035 Barcelona, SpainDepartment of Urology, Parc de Salut Mar, 08003 Barcelona, SpainDepartment of Urology, Parc de Salut Mar, 08003 Barcelona, SpainDepartment of Urology, Hospital Germans Trias I Pujol, 08916 Badalona, SpainDepartment of Urology, Hospital Germans Trias I Pujol, 08916 Badalona, SpainUrology Research Group, Vall d´ Hebron Research Institute, 08035 Barcelona, SpainDepartment of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainDepartment of Applied Mathematics, Escuela Universitaria Politécnica La Almunia, Universidad de Zaragoza, 50100 Zaragoza, SpainDepartment of Urology, Vall d’Hebron Hospital, 08035 Barcelona, SpainA new and externally validated MRI-PM for csPCa was developed in the metropolitan area of Barcelona, and a web-RC designed with the new option of selecting the csPCa probability threshold. The development cohort comprised 1486 men scheduled to undergo a 3-tesla multiparametric MRI (mpMRI) and guided and/or systematic biopsies in one academic institution of Barcelona. The external validation cohort comprised 946 men in whom the same diagnostic approach was carried out as in the development cohort, in two other academic institutions of the same metropolitan area. CsPCa was detected in 36.9% of men in the development cohort and 40.8% in the external validation cohort (<i>p</i> = 0.054). The area under the curve of mpMRI increased from 0.842 to 0.897 in the developed MRI-PM (<i>p</i> < 0.001), and from 0.743 to 0.858 in the external validation cohort (<i>p</i> < 0.001). A selected 15% threshold avoided 40.1% of prostate biopsies and missed 5.4% of the 36.9% csPCa detected in the development cohort. In men with PI-RADS <3, 4.3% would be biopsied and 32.3% of all existing 4.2% of csPCa would be detected. In men with PI-RADS 3, 62% of prostate biopsies would be avoided and 28% of all existing 12.4% of csPCa would be undetected. In men with PI-RADS 4, 4% of prostate biopsies would be avoided and 0.6% of all existing 43.1% of csPCa would be undetected. In men with PI-RADS 5, 0.6% of prostate biopsies would be avoided and none of the existing 42.0% of csPCa would be undetected. The Barcelona MRI-PM presented good performance on the overall population; however, its clinical usefulness varied regarding the PI-RADS category. The selection of csPCa probability thresholds in the designed RC may facilitate external validation and outperformance of MRI-PMs in specific PI-RADS categories.https://www.mdpi.com/2072-6694/14/6/1589clinically significant prostate cancermagnetic resonance imagingpredictive modelrisk calculator
spellingShingle Juan Morote
Angel Borque-Fernando
Marina Triquell
Anna Celma
Lucas Regis
Manel Escobar
Richard Mast
Inés M. de Torres
María E. Semidey
José M. Abascal
Carles Sola
Pol Servian
Daniel Salvador
Anna Santamaría
Jacques Planas
Luis M. Esteban
Enrique Trilla
The Barcelona Predictive Model of Clinically Significant Prostate Cancer
Cancers
clinically significant prostate cancer
magnetic resonance imaging
predictive model
risk calculator
title The Barcelona Predictive Model of Clinically Significant Prostate Cancer
title_full The Barcelona Predictive Model of Clinically Significant Prostate Cancer
title_fullStr The Barcelona Predictive Model of Clinically Significant Prostate Cancer
title_full_unstemmed The Barcelona Predictive Model of Clinically Significant Prostate Cancer
title_short The Barcelona Predictive Model of Clinically Significant Prostate Cancer
title_sort barcelona predictive model of clinically significant prostate cancer
topic clinically significant prostate cancer
magnetic resonance imaging
predictive model
risk calculator
url https://www.mdpi.com/2072-6694/14/6/1589
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