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Modeling household transmission dynamics: Application to waterborne diarrheal disease in Central Africa.

Authors :
Woroszyło, Casper
Choi, Boseung
Healy Profitós, Jessica
Lee, Jiyoung
Garabed, Rebecca
Rempala, Grzegorz A.
Source :
PLoS ONE; 11/9/2018, Vol. 13 Issue 11, p1-14, 14p
Publication Year :
2018

Abstract

Introduction: We describe a method for analyzing the within-household network dynamics of a disease transmission. We apply it to analyze the occurrences of endemic diarrheal disease in Cameroon, Central Africa based on observational, cross-sectional data available from household health surveys. Methods: To analyze the data, we apply formalism of the dynamic SID (susceptible-infected-diseased) process that describes the disease steady-state while adjusting for the household age-structure and environment contamination, such as water contamination. The SID transmission rates are estimated via MCMC method with the help of the so-called synthetic likelihood approach. Results: The SID model is fitted to a dataset on diarrhea occurrence from 63 households in Cameroon. We show that the model allows for quantification of the effects of drinking water contamination on both transmission and recovery rates for household diarrheal disease occurrence as well as for estimation of the rate of silent (unobserved) infections. Conclusions: The new estimation method appears capable of genuinely capturing the complex dynamics of disease transmission across various human, animal and environmental compartments at the household level. Our approach is quite general and can be used in other epidemiological settings where it is desirable to fit transmission rates using cross-sectional data. Software sharing: The R-scripts for carrying out the computational analysis described in the paper are available at . [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19326203
Volume :
13
Issue :
11
Database :
Complementary Index
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
132928338
Full Text :
https://doi.org/10.1371/journal.pone.0206418