Automated Detection and Grading of Extraprostatic Extension of Prostate Cancer at MRI via Cascaded Deep Learning and Random Forest Classification.

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Title: Automated Detection and Grading of Extraprostatic Extension of Prostate Cancer at MRI via Cascaded Deep Learning and Random Forest Classification.
Authors: Simon BD; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.); Institute of Biomedical Engineering, Department Engineering Science, University of Oxford, UK (B.D.S.)., Merriman KM; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Harmon SA; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Tetreault J; NVIDIA Corporation, Santa Clara, California, USA (J.T.)., Yilmaz EC; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Blake Z; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Merino MJ; Laboratory of Pathology, NCI, NIH, Bethesda, Maryland, USA (M.J.M.)., An JY; Department of Radiology, University of California, San Diego, California, USA (J.Y.A.)., Marko J; Department of Radiology, Johns Hopkins University, Baltimore, Maryland, USA (J.M.)., Law YM; Department of Radiology, Singapore General Hospital, Singapore (Y.M.L.)., Gurram S; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Wood BJ; Center for Interventional Oncology, NCI, NIH, Bethesda, Maryland, USA (B.J.W.); Department of Radiology, Clinical Center, NIH, Bethesda, Maryland, USA (B.J.W.)., Choyke PL; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.)., Pinto PA; Urology Oncology Branch, NCI, NIH, Bethesda, Maryland, USA (Z.B., S.G., P.A.P.)., Turkbey B; Molecular Imaging Branch, NCI, NIH, Bethesda, Maryland, USA (B.D.S., K.M.M., S.A.H., E.C.Y., P.L.C., B.T.). Electronic address: turkbeyi@mail.nih.gov.
Source: Academic radiology [Acad Radiol] 2024 Oct; Vol. 31 (10), pp. 4096-4106. Date of Electronic Publication: 2024 Apr 25.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't; Research Support, N.I.H., Intramural
Journal Info: Publisher: Association Of University Radiologists Country of Publication: United States NLM ID: 9440159 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-4046 (Electronic) Linking ISSN: 10766332 NLM ISO Abbreviation: Acad Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1878-4046
DOI:10.1016/j.acra.2024.04.011