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Evidence for over-dispersion in the distribution of clinical malaria episodes in children
Tabitha Wanja Mwangi1, Gregory Fegan, Thomas Neil Williams
1Kenya Medical Research Institute, Centre for Geographic Medicine Research, Coast/Wellcome Trust Collaborative Program, Kilifi, Kenya. tmwangi@kilifi.kemri-wellcome.org
Background:
It may be assumed that patterns of clinical malaria in children of similar age under the same level of exposure would follow a Poisson distribution with no over-dispersion. Longitudinal studies that have been conducted over many years suggest that some children may experience more episodes of clinical malaria than would be expected. The aim of this study was to identify this group of children and investigate possible causes for this increased susceptibility.
Methodology And Principal Findings:
Using Poisson regression, we chose a group of children whom we designated as 'more susceptible' to malaria from 373 children under 10 years of age who were followed up for between 3 to 5 years from 1998-2003. About 21% of the children were categorized as 'more susceptible' and although they contributed only 23% of the person-time of follow-up, they experienced 55% of total clinical malaria episodes. Children that were parasite negative at all cross-sectional survey were less likely to belong to this group [AOR = 0.09, (95% CI: 0.14-0.61), p = 0.001].
Conclusions And Significance:
The pattern of clinical malaria episodes follows a negative binomial distribution. Use of lack of a clinical malaria episode in a certain time period as endpoints for intervention or immunological studies may not adequately distinguish groups who are more or less immune. It may be useful in such studies, in addition to the usual endpoint of the time to first episode, to include end points which take into account the total number of clinical episodes experienced per child.
Insights
Some children experience more clinical malaria episodes than expected, indicating increased susceptibility. Identifying these children is crucial for understanding malaria patterns and improving interventions.
Area of Science:
- Epidemiology
- Infectious Diseases
- Pediatrics
Background:
- Clinical malaria episodes in children are often assumed to follow a Poisson distribution.
- Longitudinal studies indicate over-dispersion, with some children experiencing more malaria than expected.
- Identifying children with increased malaria susceptibility is essential for targeted interventions.
Purpose of the Study:
- To identify children with a higher susceptibility to clinical malaria.
- To investigate potential reasons behind this increased susceptibility in pediatric populations.
Main Methods:
- Utilized Poisson regression to analyze longitudinal data from 373 children under 10 years old.
- Follow-up period ranged from 3 to 5 years (1998-2003).
- Categorized children into 'more susceptible' and 'less susceptible' groups based on malaria episode frequency.
Main Results:
- Approximately 21% of children were identified as 'more susceptible' to malaria.
- This susceptible group accounted for 55% of all clinical malaria episodes despite contributing only 23% of follow-up time.
- Children consistently negative for parasites were significantly less likely to be in the 'more susceptible' group (AOR = 0.09).
Conclusions:
- Clinical malaria episodes in children follow a negative binomial distribution, not a Poisson distribution.
- Using the absence of malaria as an endpoint may not effectively differentiate immune responses.
- Future intervention and immunological studies should consider total clinical episodes per child as an endpoint alongside time to first episode.
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