Development and validation of a UK-specific prostate cancer staging predictive model: UK prostate cancer tables

被引:0
|
作者
Lam, Thomas B. L. [1 ,2 ]
Regnier-Coudert, Olivier [3 ,4 ]
McCall, John [3 ,4 ]
McClinton, Sam [1 ,2 ]
机构
[1] Aberdeen Royal Infirm, Dept Urol, Ward 44,Foresterhill, Aberdeen AB25 2ZN, Scotland
[2] Univ Aberdeen, Acad Urol Unit, Aberdeen, Scotland
[3] Robert Gordon Univ, IDEAS Res Inst, Aberdeen, Scotland
[4] Robert Gordon Univ, Sch Comp, Aberdeen, Scotland
关键词
Bayesian networks; Logistic regression; Lookup table; Partin table; Prostate cancer; Predictive model for staging;
D O I
10.1016/j.bjmsu.2011.12.005
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Objectives: To construct new prostate cancer staging lookup tables based on a dataset collated by the British Association of Urological Surgeons (BAUS) and to validate them and compare their predictive power with Partin tables. Patients and methods: Complete data on 1701 patients was collated between 1999 and 2008 across 57 UK centres. Lookup tables were created for prediction of pathological stage (PS) using PSA level, biopsy Gleason score (GS) and clinical stage, replicating Partin's original approach. Tables were generated using logistic regression (LR) and bootstrap resampling methods and were internally validated and externally validated using concordance indices (CI) and area under the receiver operating characteristic curve (AUROC) respectively. Results: The CI and AUROC analyses indicate that Partin tables performed poorly on UK data in comparison with US data. The UK prostate cancer tables performed better than Partin tables but the predictive power of all models was relatively poor. Conclusion: The study shows that the predictive power of Partin tables is reduced when applied to the UK population. Models generated using LR methodology have fundamental limitations, and we suggest alternative modelling methods such as Bayesian networks. (C) 2011 British Association of Urological Surgeons. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:224 / 235
页数:12
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