Novel Artificial Neural Network for Early Detection of Prostate Cancer
作者： Bob Djavan , Mesut Remzi , Alexandre Zlotta , Christian Seitz , Peter Snow
DOI: 10.1200/JCO.2002.20.4.921
关键词:
摘要: PURPOSE: Two artificial neural networks (ANN) for the early detection of prostate cancer in men with total prostate-specific antigen (PSA) levels from 2.5 to 4 ng/mL and 10 were prospectively developed. The predictive accuracy ANN was compared that obtained by use conventional statistical analysis standard PSA parameters. PATIENTS AND METHODS: Consecutive a serum level between (n = 974) 272) analyzed. A separate model developed each group patients. Analyses performed determine presence cancer. RESULTS: area under receiver operator characteristic (ROC) curve (AUC) 87.6% 91.3% models, respectively. For latter model, AUC generated significantly higher than produced single variables PSA, percentage free density transition zone (TZ), TZ volum...
sci-hub.se 参考文章(30)
Alan W. Partin, Joseph E. Oesterling, The Clinical Usefulness of Prostate Specific Antigen: Update 1994 Journal of Urology. ,vol. 152, pp. 1358- 1368 ,(1994) , 10.1016/S0022-5347(17)32422-9
B Djavan, M Marberger, A R Zlotta, B Bursa, M Remzi, C Seitz, S Hruby, C C Schulman, R Wolfram, Combination and multivariate analysis of PSA-based parameters for prostate cancer prediction. Techniques in urology. ,vol. 5, pp. 71- 76 ,(1999)
Peter B. Snow, Deborah S. Smith, William J. Catalona, Artificial Neural Networks in the Diagnosis and Prognosis of Prostate Cancer: A Pilot Study Journal of Urology. ,vol. 152, pp. 1923- 1926 ,(1994) , 10.1016/S0022-5347(17)32416-3
Anders christensson, Thomas Björk, Olle Nilsson, Ulrika Dahlén, Marja-Terttu Matikainen, Abraham T.K. Cockett, Per-Anders Abrahamsson, Hans Lilja, Serum Prostate Specific Antigen Complexed to α1-Antichymotrypsin as an Indicator of Prostate Cancer The Journal of Urology. ,vol. 150, pp. 100- 105 ,(1993) , 10.1016/S0022-5347(17)35408-3
Apoorva R. Vashi, Kirk J. Wojno, Walter Henricks, Barry A. England, Robert L. Vessella, Paul H. Lange, George L. Wright, Paul F. Schellhammer, Ray A. Weigand, Robert M. Olson, Barry L. Dowell, Kimberlee K. Borden, Joseph E. Oesterling, DETERMINATION OF THE "REFLEX RANGE" AND APPROPRIATE CUTPOINTS FOR PERCENT FREE PROSTATE- SPECIFIC ANTIGEN IN 413 MEN REFERRED FOR PROSTATIC EVALUATION USING THE AxSYM SYSTEM Urology. ,vol. 49, pp. 19- 27 ,(1997) , 10.1016/S0090-4295(96)00511-0
Ted O. Morgan, David G. McLeod, Eric S. Leifer, Gerald P. Murphy, Judd W. Moul, Prospective use of free prostate-specific antigen to avoid repeat prostate biopsies in men with elevated total prostate-specific antigen Urology. ,vol. 48, pp. 76- 80 ,(1996) , 10.1016/S0090-4295(96)00615-2
H. Ballentine Carter, Jay D. Pearson, Prostate-specific antigen velocity and repeated measures of prostate-specific antigen. Urologic Clinics of North America. ,vol. 24, pp. 333- 338 ,(1997) , 10.1016/S0094-0143(05)70380-3
Tillmann Loch, Ivo Leuschner, Carl Genberg, Klaus Weichert-Jacobsen, Frank K�ppers, Evangelos Yfantis, Michael Evans, Valeri Tsarev, Michael St�ckle, Artificial neural network analysis (ANNA) of prostatic transrectal ultrasound. The Prostate. ,vol. 39, pp. 198- 204 ,(1999) , 10.1002/(SICI)1097-0045(19990515)39:3<198::AID-PROS8>3.0.CO;2-X
William J. Catalona, Julia A. Beiser, Deborah S. Smith, SERUM FREE PROSTATE SPECIFIC ANTIGEN AND PROSTATE SPECIFIC ANTIGEN DENSITY MEASUREMENTS FOR PREDICTING CANCER IN MEN WITH PRIOR NEGATIVE PROSTATIC BIOPSIES The Journal of Urology. ,vol. 158, pp. 2162- 2167 ,(1997) , 10.1016/S0022-5347(01)68187-4
Axel Semjonow, Frank Oberpenning, Burkhard Brandt, Christian Zechel, Wolfgang Brandau, Lothar Hertle, Impact of free prostate-specific antigen on discordant measurement results of assays for total prostate-specific antigen Urology. ,vol. 48, pp. 10- 15 ,(1996) , 10.1016/S0090-4295(96)00604-8