Statistical and Agent-Based Modelling of Complex Microbial Systems: A Means for Understanding Enteric Disease Transmission among Children in Urban Neighbourhoods of Nairobi and Kisumu in Kenya – PATHOME Study
Project Period
January 2020 - December 2024
Project Partners
Diarrheal disease, caused by enteric infections, is the second leading cause of diarrheal morbidity and mortality in low-income countries. In Kenya alone, the burden of diarrhea is higher among the low-middle income areas in various counties and regions, including the Western, Nairobi, and Coastal regions.
The PATHOME study is a multi-disciplinary collaboration between APHRC and the University of Iowa. The study aims study aims to develop and validate agent-based models (ABMs) for predicting which social and environmental urban developmental interventions (e.g., animal penning, building latrines or drains, concrete floors) best prevent multi-pathogen transmission to infants in low to middle-income communities in Nairobi and Kisumu. Environmental, behavioral, spatial, economic, and microbial data collected from the study will be used to characterize pathways for diarrhoeal disease transmission (including the role of humans and animals) and predict the best possible interventions for preventing these transmissions.
The study hypothesizes that joint modeling of enteric pathome agents across households and neighborhoods representing contrasts in urban societal development will show that development leads to pathome evolution from complex to simple community structures, thus lowering detection frequencies for individual pathogen taxa. Longitudinal data from cohorts of children between 0 and 12 months of age and their caregivers in urban neighborhoods of Kisumu and Nairobi will be collected through a 14- day period. The resultant models will integrate all sources of information to identify which exposure conditions are most strongly linked to pathogen detection in infants.