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Can computer-aided diagnosis assist in the identification of prostate cancer on prostate MRI? a multi-center, multi-reader investigation

Authors :
Gaur, S.
Lay, N.
Harmon, S.A.
Doddakashi, S.
Mehralivand, S.
Argun, B.
Barrett, T.
Bednarova, S.
Girometti, R.
Karaarslan, E.
Kural, A.R.
Oto, A.
Purysko, A.S.
Antic, T.
Magi-Galluzzi, C.
Saglican, Y.
Sioletic, S.
Warren, A.Y.
Bittencourt, L.
Futterer, J.J.
Gupta, R.T.
Kabakus, I.
Law, Y.M.
Margolis, D.J.
Shebel, H.
Westphalen, A.C.
Wood, B.J.
Pinto, P.A.
Shih, J.H.
Choyke, P.L.
Summers, R.M.
Turkbey, B.
Gaur, S.
Lay, N.
Harmon, S.A.
Doddakashi, S.
Mehralivand, S.
Argun, B.
Barrett, T.
Bednarova, S.
Girometti, R.
Karaarslan, E.
Kural, A.R.
Oto, A.
Purysko, A.S.
Antic, T.
Magi-Galluzzi, C.
Saglican, Y.
Sioletic, S.
Warren, A.Y.
Bittencourt, L.
Futterer, J.J.
Gupta, R.T.
Kabakus, I.
Law, Y.M.
Margolis, D.J.
Shebel, H.
Westphalen, A.C.
Wood, B.J.
Pinto, P.A.
Shih, J.H.
Choyke, P.L.
Summers, R.M.
Turkbey, B.
Source :
Oncotarget; 33804; 33817; 1949-2553; 73; 9; ~Oncotarget~33804~33817~~~1949-2553~73~9~~
Publication Year :
2018

Abstract

Contains fulltext : 199964.pdf (Publisher’s version ) (Open Access)<br />For prostate cancer detection on prostate multiparametric MRI (mpMRI), the Prostate Imaging-Reporting and Data System version 2 (PI-RADSv2) and computer-aided diagnosis (CAD) systems aim to widely improve standardization across radiologists and centers. Our goal was to evaluate CAD assistance in prostate cancer detection compared with conventional mpMRI interpretation in a diverse dataset acquired from five institutions tested by nine readers of varying experience levels, in total representing 14 globally spread institutions. Index lesion sensitivities of mpMRI-alone were 79% (whole prostate (WP)), 84% (peripheral zone (PZ)), 71% (transition zone (TZ)), similar to CAD at 76% (WP, p=0.39), 77% (PZ, p=0.07), 79% (TZ, p=0.15). Greatest CAD benefit was in TZ for moderately-experienced readers at PI-RADSv2 <3 (84% vs mpMRI-alone 67%, p=0.055). Detection agreement was unchanged but CAD-assisted read times improved (4.6 vs 3.4 minutes, p<0.001). At PI-RADSv2 >/= 3, CAD improved patient-level specificity (72%) compared to mpMRI-alone (45%, p<0.001). PI-RADSv2 and CAD-assisted mpMRI interpretations have similar sensitivities across multiple sites and readers while CAD has potential to improve specificity and moderately-experienced radiologists' detection of more difficult tumors in the center of the gland. The multi-institutional evidence provided is essential to future prostate MRI and CAD development.

Details

Database :
OAIster
Journal :
Oncotarget; 33804; 33817; 1949-2553; 73; 9; ~Oncotarget~33804~33817~~~1949-2553~73~9~~
Publication Type :
Electronic Resource
Accession number :
edsoai.on1367217804
Document Type :
Electronic Resource