Mixture model for analysis of tuberculin surveys

Savanur, Shashidhar J.; Chadha, V.K. and Jagannatha, P.S. (2002) Mixture model for analysis of tuberculin surveys. Indian Journal of Tuberculosis, 49. pp. 147-152.

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Abstract

Setting : Data obtained in four tuberculin surveys by National Tuberculosis Institute, Bangalore. Objectives : 1. To estimate the prevalence of tuberculosis infection by using a mixture model for analysis. 2. To compare the estimates of relevance of infection obtained by the mixture model analysis and computed ARI with the estimates based on conventional methods. Design : The tuberculin reaction sizes in a given distribution were assumed to represent a mixture of three sub-groups, each following a normal distribution. The maximum likelihood estimates of the parameters of component distributions and the proportion of the sub-groups in the study population were obtained using EM-algorithm. The estimates of prevalence of tuberculosis infection obtained by mixture model analysis were compared with the estimates based on locating the cut-off point (anti-mode) or the mode of reactions attributable to infection with M.tuberculosis. Results :The prevalence of infection estimates obtained by mixture model for different age groups in the four surveys were similar to the estimates obtained based on the anti-mode or the mode method. Conclusion :The mixture model analysis can be a very useful tool for analysis of tuberculin surveys, specially when there is difficulty in identification of the anti-mode or the mode of reactions attributable to infection with M. tuberculosis.

EPrint Type:Article
Additional Information:Paper presented at the 56th National Conference on Tuberculosis and Chest Diseases held in Chennai, 9-12 October, 2001
Uncontrolled Keywords:Mixture Model Analysis, Maximum likelihood estimate, EM algorithm, Prevalence of tuberculosis infection
Subjects:Bacterial Infections and Mycoses > Bacterial Infections > Gram-Positive Bacterial Infections > Actinomycetales Infections > Mycobacterium Infections > Tuberculosis
-Institutional Repositories > National Tuberculosis Institute
Immunologic and Biological Factors > Immunologic Factors > Antigens > Antigens, Bacterial > Tuberculin
Bacteria > Gram-Positive Bacteria > Actinobacteria > Actinomycetales > Mycobacteriaceae > Mycobacterium > Mycobacterium tuberculosis
Environment and Public Health > Public Health > Epidemiologic Methods > Data Collection > Health Surveys
Bacterial Infections and Mycoses > Bacterial Infections > Gram-Positive Bacterial Infections > Actinomycetales Infections > Mycobacterium Infections
Diagnosis > Diagnostic Techniques and Procedures > Skin Tests > Tuberculin Test
-Journal Repositories > Indian Journal of Tuberculosis
Natural Sciences > Science > Models, Theoretical
ID Code:715
Deposited By:Librarian Sudha S Murthy
Deposited On:16 August 2005

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