341 IMPACT OF METABOLIC SYNDROME ON THE RISK OF PROSTATE CANCER AND HIGH GRADE DISEASE AMONG MEN PRESENTING FOR PROSTATE BIOPSY

2013 ◽  
Vol 189 (4S) ◽  
Author(s):  
Bimal Bhindi ◽  
David Margel ◽  
Robert Hamilton ◽  
Girish Kulkarni ◽  
Ghazi Al-Edwan ◽  
...  
2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Johanna Tolksdorf ◽  
Michael W. Kattan ◽  
Stephen A. Boorjian ◽  
Stephen J. Freedland ◽  
Karim Saba ◽  
...  

Abstract Background Online clinical risk prediction tools built on data from multiple cohorts are increasingly being utilized for contemporary doctor-patient decision-making and validation. This report outlines a comprehensive data science strategy for building such tools with application to the Prostate Biopsy Collaborative Group prostate cancer risk prediction tool. Methods We created models for high-grade prostate cancer risk using six established risk factors. The data comprised 8492 prostate biopsies collected from ten institutions, 2 in Europe and 8 across North America. We calculated area under the receiver operating characteristic curve (AUC) for discrimination, the Hosmer-Lemeshow test statistic (HLS) for calibration and the clinical net benefit at risk threshold 15%. We implemented several internal cross-validation schemes to assess the influence of modeling method and individual cohort on validation performance. Results High-grade disease prevalence ranged from 18% in Zurich (1863 biopsies) to 39% in UT Health San Antonio (899 biopsies). Visualization revealed outliers in terms of risk factors, including San Juan VA (51% abnormal digital rectal exam), Durham VA (63% African American), and Zurich (2.8% family history). Exclusion of any cohort did not significantly affect the AUC or HLS, nor did the choice of prediction model (pooled, random-effects, meta-analysis). Excluding the lowest-prevalence Zurich cohort from training sets did not statistically significantly change the validation metrics for any of the individual cohorts, except for Sunnybrook, where the effect on the AUC was minimal. Therefore the final multivariable logistic model was built by pooling the data from all cohorts using logistic regression. Higher prostate-specific antigen and age, abnormal digital rectal exam, African ancestry and a family history of prostate cancer increased risk of high-grade prostate cancer, while a history of a prior negative prostate biopsy decreased risk (all p-values < 0.004). Conclusions We have outlined a multi-cohort model-building internal validation strategy for developing globally accessible and scalable risk prediction tools.


BMC Urology ◽  
2020 ◽  
Vol 20 (1) ◽  
Author(s):  
James McKiernan ◽  
Mikkel Noerholm ◽  
Vasisht Tadigotla ◽  
Sonia Kumar ◽  
Phillipp Torkler ◽  
...  

2013 ◽  
Vol 31 (5) ◽  
pp. 523-529 ◽  
Author(s):  
Samir S. Taneja ◽  
Ronald Morton ◽  
Gary Barnette ◽  
Paul Sieber ◽  
Michael L. Hancock ◽  
...  

PurposeProstate cancer (PCa) prevention remains an appealing strategy for the reduction of overtreatment and secondary adverse effects. We evaluated the efficacy of toremifene citrate 20 mg in PCa prevention among men with isolated high-grade prostatic intraepithelial neoplasia (HGPIN) on biopsy.Patients and MethodsOne thousand five hundred ninety men with HGPIN, or HGPIN and atypia, and no PCa on prostate biopsy were randomly assigned 1:1 to receive toremifene citrate 20 mg or placebo in a 3-year phase III, double-blind, multicenter trial. Men underwent annual biopsy until cancer detection or study end. Efficacy analysis was performed in 1,467 men who underwent at least one on-study biopsy. Baseline risk factors were evaluated to determine influence on cancer detection.ResultsCancer was detected in 34.7% and 32.3% of men in the placebo and treatment groups, respectively, with no observed difference (P = .39, log-rank test) in PCa-free survival. The 3-year Kaplan-Meier PCa-free survival estimate was 54.9% (99% CI, 43.3% to 66.5%) in the placebo group and 59.5% (99% CI, 48.1% to 70.9%) in the treatment group. Exploration of baseline risk factors demonstrated no subset in which a risk reduction was observed. In the placebo group, 17.9%, 12.9%, and 13.6% of men at risk at the beginning of years 1, 2, and 3, respectively, were diagnosed with PCa.ConclusionAlthough toremifene 20 mg did not lower the PCa detection rate, men with isolated HGPIN have a high likelihood of eventual PCa diagnosis, demonstrating they are ideal candidates for inclusion in chemoprevention trials and require surveillance by periodic prostate biopsy.


2009 ◽  
Vol 103 (1) ◽  
pp. 43-48 ◽  
Author(s):  
Ayman S. Moussa ◽  
Jianbo Li ◽  
Meghan Soriano ◽  
Eric A. Klein ◽  
Fei Dong ◽  
...  

Urology ◽  
2011 ◽  
Vol 78 (3) ◽  
pp. S44
Author(s):  
A.H. Arteche ◽  
L. San José Manso ◽  
L. Resel Folkersma ◽  
J. Casado Varela ◽  
M.E. Leon Rueda ◽  
...  

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