Title of article :
Random-Effects Models in Investigating the Effect of Vitamin A in Childhood Diarrhea
Author/Authors :
Valeska L. Andreozzi، نويسنده , , Trevor C. Bailey، نويسنده , , Fl?vio F. Nobre، نويسنده , , Claudio J. Struchiner، نويسنده , , Maur?cio L. Barreto، نويسنده , , Ana M.O. Assis، نويسنده , , Leonor M.P. Santos، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2006
Abstract :
Purpose
By adopting more appropriate and powerful statistical methods that fully exploit longitudinal structure, we reanalyze and extend previously published results from a large community trial to investigate the effect of vitamin A supplementation on the prevalence and severity of diarrhea in young children.
Methods
Generalized linear mixed models were used to allow for repeated measures in a reanalysis of a double-blind, randomized, placebo-controlled community trial conducted in a cohort of children in northeastern Brazil during 1 year. The response variable was weekly number of days with diarrhea for each child, and Markov Chain Monte Carlo methods were used to estimate model parameters.
Results and conclusions
Random effects suitably accounted for the underlying heterogeneity between and within children, and our longitudinal analysis shows a significant beneficial effect of vitamin A supplementation that was inconclusive in previously reported simple summary analyses of these data. Risk for diarrhea infection was estimated to be 1.57 times greater for a child administered a placebo as opposed to vitamin A (95% credible interval, 1.17–2.12). Additionally, we identified previously unreported temporal effects in these data, showing a decreasing daily probability of diarrhea for both groups during the trial and treatment–time interaction.
Keywords :
vitamin A , Diarrhea , Random effects models , Longitudinal Randomized Trial
Journal title :
Annals of Epidemiology
Journal title :
Annals of Epidemiology