This book covers novel strategies and state of the art approaches for automated non-invasive systems for early prostate cancer diagnosis. Prostate cancer is the most frequently diagnosed malignancy after skin cancer and the second leading cause of cancer related male deaths in the USA after lung cancer. However, early detection of prostate cancer increases chances of patients survival. Generally, The CAD systems analyze the prostate images in three steps: (i) prostate segmentation; (ii) Prostate description or feature extraction; and (iii) classification of the prostate status.
Explores all of the latest research and developments in state-of-the art imaging of the prostate from world class experts. Contains a comprehensive overview of 2D/3D Shape Modeling for MRI data. Presents a detailed examination of automated segmentation of the prostate in 3D imaging. Examines Computer-Aided-Diagnosis through automated techniques. There will be extensive references at the end of each chapter to enhance further study.
| Preface |
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vii | |
| Acknowledgements |
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ix | |
| Editors |
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xi | |
| Contributors |
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xiii | |
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Chapter 1 History of Imaging for Prostate Cancer |
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1 | (8) |
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Chapter 2 Transrectal Ultrasound (TRUS)-Guided Prostate Biopsy: Historical Perspective and Contemporary Clinical Application |
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9 | (14) |
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Chapter 3 Current Active Surveillance Protocol for Prostate Cancer |
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23 | (10) |
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33 | (10) |
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Chapter 5 Current Role and Evolution of MRI Fusion Biopsy for Prostate Cancer |
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43 | (10) |
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Chapter 6 Current Role of Focal Therapy for Prostate Cancer |
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53 | (10) |
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Chapter 7 High-Intensity Focused Ultrasound (HIFU) |
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63 | (8) |
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Chapter 8 Current Role of Cryotherapy in the Treatment of Prostate Cancer |
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71 | (8) |
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Chapter 9 Transperineal Mapping of the Prostate for Biopsy Strategies |
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79 | (8) |
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Chapter 10 Computer-Aided Diagnosis Systems for Prostate Cancer Detection: Challenges and Methodologies |
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87 | (78) |
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Chapter 11 Early Diagnosis and Staging of Prostate Cancer Using Magnetic Resonance Imaging: State of the Art and Perspectives |
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165 | (24) |
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Chapter 12 A DCE-MRI-Based Noninvasive CAD System for Prostate Cancer Diagnosis |
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189 | (30) |
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Chapter 13 Prostate Segmentation from DW-MRI Using Level-Set Guided by Nonnegative Matrix Factorization |
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219 | (24) |
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Chapter 14 Automated Prostate Image Recognition and Segmentation |
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243 | (16) |
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Chapter 15 Precision Imaging of Prostate Cancer: Computer-Aided Detection and Their Clinical Applications |
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259 | (36) |
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Chapter 16 Computer-Aided Diagnosis of Prostate Magnetic Resonance Imaging: From Bench to Bedside |
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295 | (22) |
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Chapter 17 Magnetic Resonance Imaging in the Detection of Prostate Cancer |
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317 | (8) |
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Chapter 18 Diagnosing Prostate Cancer Based on Deep Learning with a Stacked Nonnegativity Constraint Autoencoder |
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325 | (24) |
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Chapter 19 MRI Imaging of Seminal Vesicle Invasion (SVI) in Prostate Adenocarcinoma |
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349 | (22) |
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| Index |
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371 | |
Ayman El-Baz is a Professor, University Scholar, and Chair of the Bioengineering Department at the University of Louisville, Kentucky. Dr. El-Baz earned his bachelors and masters degrees in Electrical Engineering in 1997 and 2001, respectively. He earned his doctoral degree in electrical engineering from the University of Louisville in 2006. In 2009, Dr. El-Baz was named a Coulter Fellow for his contributions to the field of biomedical translational research. Dr. El-Baz has 15 years of hands-on experience in the fields of bio-imaging modeling and noninvasive computer-assisted diagnosis systems. He has authored or coauthored more than 450 technical articles (105 journals, 15 books, 50 book chapters, 175 refereed-conference papers, 100 abstracts, and 15 US patents).
Gyan Pareek is the Director of Minimally Invasive Urologic Surgery, and Assistant Professor of Surgery (Urology) at the Alpert Medical School of Brown University. Dr. Pareek has been a full-time faculty member since completing his Minimally Invasive and Endourology fellowship at the University of Wisconsin in 2005. Dr. Pareek is the director of the Brown medical student urology course (URO-415). He is particularly passionate about resident teaching and is actively involved with the residents as a clinical and research mentor through the Brown Medical Student Mentoring Program. Dr. Pareek is a member of the urology staff at Rhode Island Hospital, Miriam Hospital, Providence VA Medical Center, and Memorial Hospital of Rhode Island.
Jasjit S. Suri is an innovator, scientist, visionary, industrialist, and internationally known world leader in biomedical engineering. Dr. Suri has spent over 24 years in the field of biomedical engineering/devices and its management. He received his doctorate from the University of Washington, Seattle, and in business management sciences from Weatherhead, Case Western Reserve University, Cleveland, Ohio. Dr. Suri was awarded the Presidents Gold medal in 1980 and the Fellow of American Institute of Medical and Biological Engineering for his outstanding contributions.
