Cargando…
Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research
Prostate cancer (PCa) is the most commonly diagnosed cancer among men in the United States. In this paper, we survey computer aided-diagnosis (CADx) systems that use multiparametric magnetic resonance imaging (MP-MRI) for detection and diagnosis of prostate cancer. We review and list mainstream tech...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267002/ https://www.ncbi.nlm.nih.gov/pubmed/25525604 http://dx.doi.org/10.1155/2014/789561 |
_version_ | 1782349092301570048 |
---|---|
author | Wang, Shijun Burtt, Karen Turkbey, Baris Choyke, Peter Summers, Ronald M. |
author_facet | Wang, Shijun Burtt, Karen Turkbey, Baris Choyke, Peter Summers, Ronald M. |
author_sort | Wang, Shijun |
collection | PubMed |
description | Prostate cancer (PCa) is the most commonly diagnosed cancer among men in the United States. In this paper, we survey computer aided-diagnosis (CADx) systems that use multiparametric magnetic resonance imaging (MP-MRI) for detection and diagnosis of prostate cancer. We review and list mainstream techniques that are commonly utilized in image segmentation, registration, feature extraction, and classification. The performances of 15 state-of-the-art prostate CADx systems are compared through the area under their receiver operating characteristic curves (AUC). Challenges and potential directions to further the research of prostate CADx are discussed in this paper. Further improvements should be investigated to make prostate CADx systems useful in clinical practice. |
format | Online Article Text |
id | pubmed-4267002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-42670022014-12-18 Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research Wang, Shijun Burtt, Karen Turkbey, Baris Choyke, Peter Summers, Ronald M. Biomed Res Int Review Article Prostate cancer (PCa) is the most commonly diagnosed cancer among men in the United States. In this paper, we survey computer aided-diagnosis (CADx) systems that use multiparametric magnetic resonance imaging (MP-MRI) for detection and diagnosis of prostate cancer. We review and list mainstream techniques that are commonly utilized in image segmentation, registration, feature extraction, and classification. The performances of 15 state-of-the-art prostate CADx systems are compared through the area under their receiver operating characteristic curves (AUC). Challenges and potential directions to further the research of prostate CADx are discussed in this paper. Further improvements should be investigated to make prostate CADx systems useful in clinical practice. Hindawi Publishing Corporation 2014 2014-12-01 /pmc/articles/PMC4267002/ /pubmed/25525604 http://dx.doi.org/10.1155/2014/789561 Text en Copyright © 2014 Shijun Wang et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Review Article Wang, Shijun Burtt, Karen Turkbey, Baris Choyke, Peter Summers, Ronald M. Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title | Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title_full | Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title_fullStr | Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title_full_unstemmed | Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title_short | Computer Aided-Diagnosis of Prostate Cancer on Multiparametric MRI: A Technical Review of Current Research |
title_sort | computer aided-diagnosis of prostate cancer on multiparametric mri: a technical review of current research |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4267002/ https://www.ncbi.nlm.nih.gov/pubmed/25525604 http://dx.doi.org/10.1155/2014/789561 |
work_keys_str_mv | AT wangshijun computeraideddiagnosisofprostatecanceronmultiparametricmriatechnicalreviewofcurrentresearch AT burttkaren computeraideddiagnosisofprostatecanceronmultiparametricmriatechnicalreviewofcurrentresearch AT turkbeybaris computeraideddiagnosisofprostatecanceronmultiparametricmriatechnicalreviewofcurrentresearch AT choykepeter computeraideddiagnosisofprostatecanceronmultiparametricmriatechnicalreviewofcurrentresearch AT summersronaldm computeraideddiagnosisofprostatecanceronmultiparametricmriatechnicalreviewofcurrentresearch |