Non-invasive clinical parameters for the prediction of urodynamic bladder outlet obstruction: Analysis using causal Bayesian networks

PLoS ONE

Volumn 9, Issue 11, 2014, Pages

  Kim, Myong ^a   Cheeti, Abhilash ^b   Yoo, Changwon ^b   Choo, Minsoo ^a   Paick, Jae Seung ^a   Oh, Seung June ^a  

^a Seoul National University Hospital   (South Korea)

^b FLORIDA INTERNATIONAL UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

PROSTATE SPECIFIC ANTIGEN;

ADULT; AGE; AGED; AREA UNDER THE CURVE; ARTICLE; BAYESIAN LEARNING; BLADDER NECK STENOSIS; CAUSAL BAYESIAN NETWORK; DIAGNOSTIC TEST ACCURACY STUDY; FLOW RATE; HUMAN; INTERNATIONAL PROSTATE SYMPTOM SCORE; LOGISTIC REGRESSION ANALYSIS; MAJOR CLINICAL STUDY; NON INVASIVE MEASUREMENT; POSTVOID RESIDUAL URINE VOLUME; PREDICTION; PREDICTIVE VALUE; PROSTATE HYPERTROPHY; PROSTATE VOLUME; RECEIVER OPERATING CHARACTERISTIC; TRANSITION ZONE VOLUME; URODYNAMICS; UROFLOWMETRY; UROGENITAL SYSTEM PARAMETERS; BAYES THEOREM; BLOOD; COMPLICATION; MALE; MIDDLE AGED; PATHOLOGY; PATHOPHYSIOLOGY; PROSTATE; PROSTATIC HYPERPLASIA; SEVERITY OF ILLNESS INDEX; STATISTICAL MODEL; URINARY BLADDER NECK OBSTRUCTION;

AGED; BAYES THEOREM; HUMANS; LOGISTIC MODELS; MALE; MIDDLE AGED; PROSTATE; PROSTATE-SPECIFIC ANTIGEN; PROSTATIC HYPERPLASIA; SEVERITY OF ILLNESS INDEX; URINARY BLADDER NECK OBSTRUCTION; URODYNAMICS;

EID: 84911914718     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0113131     Document Type: Article

References (28)

1. Abrams P (1995) Objective evaluation of bladder outlet obstruction. Br J Urol 76: 11-15.
2. Min DS, Cho HJ, Kang JY, Yoo TK, Cho JM (2013) Effect of transurethral resection of the prostate based on the degree of obstruction seen in urodynamic study. Korean J Urol 54: 840-845.
3. Porru D, Madeddu G, Campus G, Montisci I, Scarpa RM, et al. (1999) Evaluation of morbidity of multi-channel pressure-flow studies. Neurourol Urodyn 18(6): 647-652.
4. van Venrooij GEPM, Boon TA, de Gier RPE (1995) International prostate symptom score and quality of life assessment versus urodynamic parameters in men with benign prostatic hyperplasia symptoms. J Urol 153(5): 1516-1519.
5. Laniado ME, Ockrim JL, Marronaro A, Tubaro A, Carter SS (2004) Serum prostate-specific antigen to predict the presence of bladder outlet obstruction in men with urinary symptoms. BJU Int 94(9): 1283-1286.
6. Jensen KM, Jørgensen JB, Mogensen P (1988) Urodynamics in prostatism. I. Prognostic value of uroflowmetry. Scand J Urol Nephrol Suppl 114: 63-71.
7. Kranse R, van Mastrigt R (2003) Weak correlation between bladder outlet obstruction and probability to void to completion. Urology 62(4): 667-671.
8. Rosier PFWM, Rosette JJMCH (1995) Is there a correlation between prostate size and bladder outlet obstruction? World J Urol 13(1): 9-13.
9. Rosier PFWM, de Wildt MJAM, Wijkstra H, Debruyne FFMJ, de la Rosette JJMCH (1996) Clinical diagnosis of bladder outlet obstruction in patients with benign prostatic enlargement and lower urinary tract symptoms: Development and urodynamic validation of a clinical prostate score for the objective diagnosis of bladder outlet obstruction. J Urol 155(5): 1649-1654.
10. Madersbacher S, Klingler HC, Djavan B, Stulnig T, Schatzl G, et al. (1997) Is obstruction predictable by clinical evaluation in patients with lower urinary tract symptoms? Br J Urol 80(1): 72-77.
11. Ockrim JL, Laniado ME, Patel A, Tubaro A, St Clair Carter S (2001) A probability based system for combining simple office parameters as a predictor of bladder outflow obstruction. J Urol 166(6): 2221-2225.
12. van Venrooij GEPM, Boon TA (1996) The value of symptom score, quality of life score, maximal urinary flow rate, residual volume and prostate size for the diagnosis of obstructive benign prostatic hyperplasia: A urodynamic analysis. J Urol 155(6): 2014-2018.
13. van Venrooij GEPM, Eckhardt MD, Boon TA (2004) Noninvasive assessment of prostatic obstruction in elderly men with lower urinary tract symptoms associated with benign prostatic hyperplasia. Urology 63(3): 476-480.
14. Sonke GS, Heskes T, Verbeek AL, de la Rosette JJ, Kiemeney LA (2000) Prediction of bladder outlet obstruction in men with lower urinary tract symptoms using artificial neural networks. J Urol 163(1): 300-305.
15. Wadie BS, Badawi AM, Ghoneim MA (2001) The relationship of the international prostate symptom score and objective parameters for diagnosing bladder outlet obstruction. Part II: The potential usefulness of artificial neural networks. J Urol 165(1): 35-37.
16. Djavan B, Fong YK, Harik M, Milani S, Reissigl A, et al. (2004) Longitudinal study of men with mild symptoms of bladder outlet obstruction treated with watchful waiting for four years. Urology 64(6): 1144-1148.
17. Wadie BS, Badawi AM, Abdelwahed M, Elemabay SM (2006) Application of artificial neural network in prediction of bladder outlet obstruction: A model based on objective, noninvasive parameters. Urology 68(6): 1211-1214.
18. Tu JV (1996) Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes. J Clin Epidemiol 49(11): 1225-1231.
19. Nikovski D (2000) Constructing Bayesian networks for medical diagnosis from incomplete and partially correct statistics. IEEE Trans Neural Netw Learn Syst 12(4): 509-516.
20. Pearl J (1988) Bayesian Inference. In: Brachman RJ, editor. Probabilistic reasoning in intelligent systems: Networks of plausible inference. San Francisco (CA): Morgan Kaufmann Publisher. pp. 29-75.
21. Choi HR, Chung WS, Shim BS, Kwon SW, Hong SJ, et al. (1996) Translation validity and reliability of I-PSS Korean version. Korean J Urol 37(6): 659-665.
22. Schafer W, Abrams P, Liao L, Mattiasson A, Pesce F, et al. (2002) Good urodynamic practices: Uroflowmetry, filling cystometry, and pressure-flow studies. Neurourol Urodyn 21(3): 261-274.
23. Griffiths D, Hofner K, Mastrigt RV, Rollema HJ, Spangberg A, et al. (1997) Standardization of terminology of lower urinary tract function: Pressure-flow studies of voiding, urethral resistance, and urethral obstruction. Neurourol Urodyn 16(1): 1-18.
24. Derksen S, Keselman HJ (1992) Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables. Br J Math Psychol 45(2): 265-282.
25. Spirtes P, Glymour C, Scheines R (2000) Direct vs. indirect causation. In: Causation, prediction, and search 2nd Ed. Cambridge (MA): MIT Press. pp. 42-47.
26. DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach. Biometrics 44: 837-845.
27. Eckhardt MD, Venrooij GEPM, Boon TA (2001) Interactions between prostate volume, filling cystometric estimated parameters, and data from pressure-flow studies in 565 men with lower urinary tract symptoms suggestive of benign prostatic hyperplasia. Neurourol Urodyn 20(5): 579-590.
28. Ball AJ, Feneley RCL, Abrams PH (1981) The Natural History of Untreated ''Prostatism''. Br J Urol 53(6): 613-616.