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Articles

Prediction of complication related death after radical cystectomy for bladder cancer with machine learning methodology

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Pages 325-331 | Received 16 Apr 2019, Accepted 05 Sep 2019, Published online: 25 Sep 2019

References

  • Witjes J, Lebret T, Compérat E, et al. Updated 2016 EAU guidelines on muscle-invasive and metastatic bladder cancer. Eur Urol. 2017;71(3):462–475.
  • Lázaro M, Gallardo E, Doménech M, et al. SEOM Clinical Guideline for treatment of muscle-invasive and metastatic urothelial bladder cancer (2016). Clin Transl Oncol. 2016;18(12):1197–1205.
  • Lee RK, Abol-Enein H, Artibani W, et al. Urinary diversion after radical cystectomy for bladder cancer: options, patient selection, and outcomes. BJU Int. 2014;113(1):11–23.
  • Gandaglia G, Popa I, Abdollah F, et al. The effect of neoadjuvant chemotherapy on perioperative outcomes in patients who have bladder cancer treated with radical cystectomy: a population-based study. Eur Urol. 2014;66(3):561–568.
  • Boström PJ, Kössi J, Laato M, et al. Risk factors for mortality and morbidity related to radical cystectomy. BJU Int. 2009;103(2):191–196.
  • Dindo D, Demartines N, Clavien PA. Classification of surgical complications: a new proposal with evaluation in a cohort of 6336 patients and results of a survey. Ann Surg. 2004;240(2):205–213.
  • Shabsigh A, Korets R, Vora KC, et al. Defining early morbidity of radical cystectomy for patients with bladder cancer using a standardized reporting methodology. Eur Urol. 2009;55(1):164–174.
  • Wang G, Lam KM, Deng Z, et al. Prediction of mortality after radical cystectomy for bladder cancer by machine learning techniques. Comput Biol Med. 2015; 63:124–132.
  • Masago T, Morizane S, Honda M, et al. Estimation of mortality and morbidity risk of radical cystectomy using POSSUM and the Portsmouth predictor equation. Cent European J Urol. 2015;68(3):270–276.
  • Mayr R, May M, Martini T, et al. Predictive capacity of four comorbidity indices estimating perioperative mortality after radical cystectomy for urothelial carcinoma of the bladder. BJU Int. 2012;110(6b):E222–227.
  • Garg T, Chen LY, Kim PH, et al. Preoperative serum albumin is associated with mortality and complications after radical cystectomy. BJU Int. 2014;113(6):918–923.
  • Eisenberg MS, Boorjian SA, Cheville JC, et al. The SPARC score: a multifactorial outcome prediction model for patients undergoing radical cystectomy for bladder cancer. J Urol. 2013;190(6):2005–2010.
  • Salminen AP, Koskinen I, Montoya-Perez I, et al. Neoadjuvant chemotherapy does not increase the morbidity of radical cystectomy: a 10-year retrospective nationwide study. Eur Urol Onc. 2018;6:525–530.
  • Tibshirani R. Regression shrinkage and selection via the Lasso. J Royal Stat Soc B. 1996;58(1):267–288
  • Friedman J, Hastie T, Tibshirani R. Regularization paths for generalized linear models via coordinate descent. J Stat Soft. 2010;33(1):1–22.
  • Benjamini Y, Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Royal Stat Soc Series B. 1995;57:289–300.
  • R Core Team. R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2017.
  • Therneau TM, Grambsch PM. Modeling survival data: extending the cox model. New York, NY: Springer New York; 2000.
  • Therneau TM. A Package for Survival Analysis in S. [Internet]. Survival (Lond). 2015. Available from: http://cran.r-project.org/package=survival
  • DeLong ER, DeLong DM, Clarke-Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988;44(3):837–845.
  • Youden WJ. Index for rating diagnostic tests. Cancer. 1950;3(1):32–35.
  • Lawrentschuk N, Colombo R, Hakenberg OW, et al. Prevention and management of complications following radical cystectomy for bladder cancer. Eur Urol. 2010;57(6):983–1001.
  • Afshar M, Goodfellow H, Jackson-Spence F, et al. Centralisation of radical cystectomies for bladder cancer in England, a decade on from the 'Improving Outcomes Guidance': the case for super centralisation. BJU Int. 2018;121(2):217–224.
  • McPherson VA, Rodrigues G, Bauman G, et al. Chemoradiotherapy in octogenarians as primary treatment for muscle-invasive bladder cancer. Can Urol Assoc J. 2017;11(1–2):24–30.
  • Taylor JM, Feifer A, Savage CJ, et al. Evaluating the utility of a preoperative nomogram for predicting 90-day mortality following radical cystectomy for bladder cancer. BJU Int. 2012;109(6):855–859.
  • Froehner M, Koch R, Hübler M, et al. Validation of the preoperative score to predict postoperative mortality in patients undergoing radical cystectomy. Eur Urol Focus. 2017.

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