Predicting prostate cancer risk using magnetic resonance imaging data

被引：6

作者：

Anderson, David ^{[1
]}

Golden, Bruce ^{[2
]}

Wasil, Edward ^{[3
]}

Zhang, Hao ^{[4
]}

机构：

[1] CUNY Baruch, Zicklin Sch Business, New York, NY 10010 USA

[2] Univ Maryland, Robert H Smith Sch Business, College Pk, MD 20742 USA

[3] Amer Univ, Kogod Sch Business, Washington, DC 20016 USA

[4] Univ Maryland, Sch Med, Baltimore, MD 21201 USA

来源：

INFORMATION SYSTEMS AND E-BUSINESS MANAGEMENT | 2015年 / 13卷 / 04期

关键词：

Prostate cancer; Magnetic resonance imaging; Diagnostic support tools; DIGITAL RECTAL EXAMINATION; CONTRAST-ENHANCED MRI; ANTIGEN; PSA; BIOPSIES; MEN;

D O I：

10.1007/s10257-014-0239-2

中图分类号：

F [经济];

学科分类号：

02 ;

摘要：

We propose a method of diagnosing prostate cancer using magnetic resonance imaging data. Logistic regression and nearest neighbor classification are combined to identify the risk of cancer. Our method performs well, having 79 % predictive accuracy, and an area under the ROC curve of 0.85. It identifies the most aggressive cancers with 82 % accuracy.

引用

页码：599 / 608

页数：10

共 22 条

[1]

AKDAS A, 1995, BRIT J UROL, V76, P54

[2]

Akhter W, 2013, CLIN EXP MED SCI, V1, P111

[3] Negative prostatic biopsies in patients with a high risk of prostate cancer -: Is the combination of endorectal MRI and magnetic resonance spectroscopy imaging (MRSI) a useful tool?: A preliminary study [J].

Amsellem-Ouazana, D ;

Younes, P ;

Conquy, S ;

Peyromaure, M ;

Flam, T ;

Debré, B ;

Zerbib, M .

EUROPEAN UROLOGY, 2005, 47 (05) :582-586

[4]

[Anonymous], 2012, SEER Cancer Statistics Review, 1975-2009 Vintage 2009 Populations

[5] COMPARISON OF DIGITAL RECTAL EXAMINATION AND SERUM PROSTATE-SPECIFIC ANTIGEN IN THE EARLY DETECTION OF PROSTATE-CANCER - RESULTS OF A MULTICENTER CLINICAL-TRIAL OF 6,630 MEN [J].

CATALONA, WJ ;

RICHIE, JP ;

AHMANN, FR ;

HUDSON, MA ;

SCARDINO, PT ;

FLANIGAN, RC ;

DEKERNION, JB ;

RATLIFF, TL ;

KAVOUSSI, LR ;

DALKIN, BL ;

WATERS, WB ;

MACFARLANE, MT ;

SOUTHWICK, PC .

JOURNAL OF UROLOGY, 1994, 151 (05) :1283-1290

[6] To screen or not to screen, when clinical guidelines disagree: primary care physicians' use of the PSA test [J].

Cooper, CP ;

Merritt, TL ;

Ross, LE ;

John, LV ;

Jorgensen, CM .

PREVENTIVE MEDICINE, 2004, 38 (02) :182-191

[7]

Futterer J, 2012, SPIE P

[8] PREDICTION OF PROGNOSIS FOR PROSTATIC ADENOCARCINOMA BY COMBINED HISTOLOGICAL GRADING AND CLINICAL STAGING [J].

GLEASON, DF ;

MELLINGE.GT .

JOURNAL OF UROLOGY, 1974, 111 (01) :58-64

[9] Multiparametric MRI of prostate cancer: An update on state-of-the-art techniques and their performance in detecting and localizing prostate cancer [J].

Hegde, John V. ;

Mulkern, Robert V. ;

Panych, Lawrence P. ;

Fennessy, Fiona M. ;

Fedorov, Andriy ;

Maier, Stephan E. ;

Tempany, Clare M. C. .

JOURNAL OF MAGNETIC RESONANCE IMAGING, 2013, 37 (05) :1035-1054

[10] Three-Tesla Magnetic Resonance-Guided Prostate Biopsy in Men With Increased Prostate-Specific Antigen and Repeated, Negative, Random, Systematic, Transrectal Ultrasound Biopsies: Detection of Clinically Significant Prostate Cancers [J].

Hoeks, Caroline M. A. ;

Schouten, Martijn G. ;

Bomers, Joyce G. R. ;

Hoogendoorn, Stefan P. ;

Hulsbergen-van de Kaa, Christina A. ;

Hambrock, Thomas ;

Vergunst, Henk ;

Sedelaar, J. P. Michiel ;

Futterer, Jurgen J. ;

Barentsz, Jelle O. .

EUROPEAN UROLOGY, 2012, 62 (05) :902-909

← 1 2 3 →