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Enriching Clinical Trials Enrolling Children With Cerebral Malaria Using Admission Demographics, Physical Examination
Rami Imam1, Kennedy M Chastang2, Ronke Olowojesiku3
1From the The George Washington University School of Medicine, Washington, District of Columbia.
Insights
Predicting outcomes in cerebral malaria (CM) is challenging. Simple clinical and lab factors at admission are insufficient for identifying high-risk children, indicating a need for advanced methods in clinical trials.
Area of Science:
- Pediatric infectious diseases
- Clinical trial methodology
- Biostatistics
Background:
- Cerebral malaria (CM) clinical trials often lack power due to broad patient inclusion.
- Enrichment strategies, focusing on high-risk individuals, could improve trial efficiency.
- Identifying reliable predictors of mortality and disability in CM is crucial.
Purpose of the Study:
- To assess if combined demographic, physical examination, and point-of-care lab data can identify children with CM at higher risk of death or neurologic disability.
- To evaluate the clinical utility of predictive models for CM outcomes.
Main Methods:
- Retrospective case-control study of 1674 children with CM in Blantyre, Malawi.
- Univariate and multivariate analyses of admission factors to identify predictors of death or neurologic disability.
- Evaluation of probability density curve separation to assess model clinical utility.
Main Results:
- Blantyre Coma Score (BCS), deep breathing, and high blood lactate were independently associated with mortality (AUC=0.7118).
- Predictive models showed poor separation of probability curves, indicating limited clinical utility.
- BCS was the only factor associated with neurologic sequelae in survivors (AUC=0.6151), with limited predictive utility.
Conclusions:
- Current combinations of basic demographic, clinical, and point-of-care laboratory factors are inadequate for predicting prognosis in pediatric CM.
- Advanced assessment methods are required for effective clinical trial enrichment in CM research.
Background:
Multiple clinical trials evaluating therapies for cerebral malaria (CM) have failed to demonstrate improved outcomes. This may derive from inclusion of children at all risk levels, including those at low risk of mortality or neurologic morbidity, limiting power to detect significant differences between intervention arms. One solution is enrichment, enrolling clinical trial participants at higher risk of adverse outcomes. We assessed if demographic, physical examination and point-of-care laboratory testing results in combination could identify children with CM at higher risk of death or neurologic disability.
Methods:
Retrospective case-control study of 1674 children hospitalized with CM in Blantyre, Malawi. We used univariate and multivariate analyses of admission factors to find the most parsimonious model associated with death or neurologic disability. To assess the clinical utility of the models, we evaluated derived probability density curve separation.
Results:
Blantyre Coma Score (BCS), deep breathing and high blood lactate were independently associated with mortality. The derived receiver operating curve yielded an area under the curve of 0.7118. There was poor separation of derived probability density curves predicting death or survival, indicating limited clinical utility of this model. On multivariate modeling of neurologic sequelae in CM survivors, only BCS was associated with adverse outcomes (area-under-the-curve = 0.6151). Probability density curves again largely overlapped, demonstrating limited utility of BCS alone in outcome prediction.
Conclusions:
Combinations of admission demographic, clinical and point-of-care laboratory factors are inadequate to predict prognosis in children with CM. Higher technology assessment methods are necessary for clinical trial enrichment.
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