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Activity Number: 475
Type: Contributed
Date/Time: Thursday, August 7, 2008 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics in Epidemiology
Abstract - #302065
Title: Multivariate Regression Analysis of Longitudinal Repeated Measures Data Modeling Relationships Among Weight Loss, Inflammatory Markers, and Type-2 Diabetes Mellitus
Author(s): Ye-Ying Cen*+
Companies: Hennepin County Medical Center
Address: 701 Park Ave, Minneapolis, MN, 55404,
Keywords: multivariate regression ; mixed model ; longitudinal repeated measures
Abstract:

In a randomized study of Type-2 diabetes mellitus, we hypothesized: 1) Weight loss is associated with reduction in markers of vascular inflammation (CRP, IL6), and 2) this relationship is influenced by insulin sensitivity and glycemic control (A1c). Mixed model for longitudinal repeated measures data was used. Month effect (baseline, 2, 6, and 12 months) is expressed through within subject variation. Two-response multivariate model was run and the results were compared to that of separate models. Residual plots and influential analysis were provided for model validation. Bivariate regression model gave similar results as two separate models for CRP and IL6. Weight loss is significantly associated with reduction of CRP, but not with IL6. The amount of reduction in CRP, however, depends on a1c. The higher the a1c is, the less the reduction will be.


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