Computer-Aided Detection and diagnosis for prostate cancer based on mono and multi-parametric MRI: A review

被引:256
作者
Lemaitre, Guillaume [1 ]
Marti, Robert [3 ]
Freixenet, Jordi [3 ]
Vilanova, Joan C. [4 ]
Walker, Paul M. [2 ]
Meriaudeau, Fabrice [1 ]
机构
[1] Univ Bourgogne, LE2I UMR CNRS 6306, F-71200 Le Creusot, France
[2] Univ Bourgogne, LE2I UMR CNRS 6306, F-21000 Dijon, France
[3] Univ Girona, ViCOROB, Girona 17071, Spain
[4] Clin Girona, Dept Magnet Resonance, Girona 17002, Spain
关键词
Computer-Aided Detection; Computer-Aided Diagnosis; Prostate cancer; Magnetic Resonance Imaging; Magnetic Resonance Spectroscopy Imaging; CONTRAST-ENHANCED MRI; NONLINEAR DIMENSIONALITY REDUCTION; PROBABILISTIC BOOSTING-TREE; MAGNETIC-RESONANCE; PERIPHERAL ZONE; CITRATE CONCENTRATION; MULTIPARAMETRIC MRI; MUTUAL-INFORMATION; QUANTITATIVE T2; GLEASON GRADE;
D O I
10.1016/j.compbiomed.2015.02.009
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Prostate cancer is the second most diagnosed cancer of men all over the world. In the last few decades, new imaging techniques based on Magnetic Resonance Imaging (MRI) have been developed to improve diagnosis. In practise, diagnosis can be affected by multiple factors such as observer variability and visibility and complexity of the lesions. In this regard, computer-aided detection and computer-aided diagnosis systems have been designed to help radiologists in their clinical practice. Research on computer-aided systems specifically focused for prostate cancer is a young technology and has been part of a dynamic field of research for the last 10 years. This survey aims to provide a comprehensive review of the state-of-the-art in this lapse of time, focusing on the different stages composing the work-flow of a computer-aided system. We also provide a comparison between studies and a discussion about the potential avenues for future research. In addition, this paper presents a new public online dataset which is made available to the research community with the aim of providing a common evaluation framework to overcome some of the current limitations identified in this survey. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:8 / 31
页数:24
相关论文
共 219 条
[1]  
A.C. American Cancer Society, 2013, CANC FACTS FIG 2013
[2]  
A.C. American Cancer Society, 2010, CANC FACTS FIG 2010
[3]   Associations of High-Grade Prostate Cancer with BRCA1 and BRCA2 Founder Mutations [J].
Agalliu, Ilir ;
Gern, Robert ;
Leanza, Suzanne ;
Burk, Robert D. .
CLINICAL CANCER RESEARCH, 2009, 15 (03) :1112-1120
[4]   DISCRETE COSINE TRANSFORM [J].
AHMED, N ;
NATARAJAN, T ;
RAO, KR .
IEEE TRANSACTIONS ON COMPUTERS, 1974, C 23 (01) :90-93
[5]   Transition zone prostate cancers: Features, detection, localization, and staging at endorectal MR imaging [J].
Akin, Oguz ;
Sala, Evis ;
Moskowitz, Chaya S. ;
Kuroiwa, Kentaro ;
Ishill, Nicole M. ;
Pucar, Darko ;
Scardino, Peter T. ;
Hricak, Hedvig .
RADIOLOGY, 2006, 239 (03) :784-792
[6]   A review and meta-analysis of prospective studies of red and processed meat intake and prostate cancer [J].
Alexander, Dominik D. ;
Mink, Pamela J. ;
Cushing, Colleen A. ;
Sceurman, Bonnie .
NUTRITION JOURNAL, 2010, 9
[7]  
Ampeliotis D, 2007, ICSPC: 2007 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1-3, PROCEEDINGS, P888
[8]  
Ampeliotis D., 2008, INT S COMM CONTR SIG
[9]   A common variant associated with prostate cancer in European and African populations [J].
Amundadottir, Laufey T. ;
Sulem, Patrick ;
Gudmundsson, Julius ;
Helgason, Agnar ;
Baker, Adam ;
Agnarsson, Bjarni A. ;
Sigurdsson, Asgeir ;
Benediktsdottir, Kristrun R. ;
Cazier, Jean-Baptiste ;
Sainz, Jesus ;
Jakobsdottir, Margret ;
Kostic, Jelena ;
Magnusdottir, Droplaug N. ;
Ghosh, Shyamali ;
Agnarsson, Kari ;
Birgisdottir, Birgitta ;
Le Roux, Louise ;
Olafsdottir, Adalheidur ;
Blondal, Thorarinn ;
Andresdottir, Margret ;
Gretarsdottir, Olafia Svandis ;
Bergthorsson, Jon T. ;
Gudbjartsson, Daniel ;
Gylfason, Arnaldur ;
Thorleifsson, Gudmar ;
Manolescu, Andrei ;
Kristjansson, Kristleifur ;
Geirsson, Gudmundur ;
Isaksson, Helgi ;
Douglas, Julie ;
Johansson, Jan-Erik ;
Balter, Katarina ;
Wiklund, Fredrik ;
Montie, James E. ;
Yu, Xiaoying ;
Suarez, Brian K. ;
Ober, Carole ;
Cooney, Kathleen A. ;
Gronberg, Henrik ;
Catalona, William J. ;
Einarsson, Gudmundur V. ;
Barkardottir, Rosa B. ;
Gulcher, Jeffrey R. ;
Kong, Augustine ;
Thorsteinsdottir, Unnur ;
Stefansson, Kari .
NATURE GENETICS, 2006, 38 (06) :652-658
[10]   Mortality Results from a Randomized Prostate-Cancer Screening Trial [J].
Andriole, Gerald L. ;
Grubb, Robert L., III ;
Buys, Saundra S. ;
Chia, David ;
Church, Timothy R. ;
Fouad, Mona N. ;
Gelmann, Edward P. ;
Kvale, Paul A. ;
Reding, Douglas J. ;
Weissfeld, Joel L. ;
Yokochi, Lance A. ;
Crawford, E. David ;
O'Brien, Barbara ;
Clapp, Jonathan D. ;
Rathmell, Joshua M. ;
Riley, Thomas L. ;
Hayes, Richard B. ;
Kramer, Barnett S. ;
Izmirlian, Grant ;
Miller, Anthony B. ;
Pinsky, Paul F. ;
Prorok, Philip C. ;
Gohagan, John K. ;
Berg, Christine D. .
NEW ENGLAND JOURNAL OF MEDICINE, 2009, 360 (13) :1310-1319