JSM Preliminary Online Program
This is the preliminary program for the 2006 Joint Statistical Meetings in Seattle, Washington.

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Activity Number: 473
Type: Contributed
Date/Time: Wednesday, August 9, 2006 : 2:00 PM to 3:50 PM
Sponsor: Biopharmaceutical Section
Abstract - #305809
Title: Predicting Malignant Renal Lesions by Using Preoperative Color Doppler Ultrasonography: Building a Nomogram
Author(s): Alexia Iasonos*+ and Ganesh V. Raj and Paul Russo
Companies: Memorial Sloan-Kettering Cancer Center and Memorial Sloan-Kettering Cancer Center and Memorial Sloan-Kettering Cancer Center
Address: 307 E. 63rd street, 3rd Floor, New York, NY, 10021,
Keywords: multivariate logistic regression ; nomogram ; ROC ; cross-validation
Abstract:

It is important to accurately identify patients with benign renal masses who may not need surgery for their lesion. Current methods like CT and ultrasonography (US) cannot adequately differentiate between malignant and benign lesions. We recently found an association between vascular flow on CDUS and clear cell carcinomas. However, the lack of specificity limits the ability of CDUS alone to reliably predict histology.In conjunction with patient characteristics and radiographic parameters, we developed a nomogram to predict histology, using a retrospective cohort of 299 lesions. Regression techniques for multivariate models, including statistically versus clinically significant variables, will be presented. The predictive accuracy of the model was assessed by the area under the Recite model was validated internally (10-fold cross-validation), and externally for overfit adjustment.


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Revised April, 2006