Acute kidney injury and death in severe falciparum malaria
Watson, J. A.; Conroy, A. L.; Batte, A.; Namazzi, R.; Hawkes, M. T.; Kain, K. C.; Plewes, K.; Leopold, S.; Kingston, H.; Hien, T. T.; John, C.; Phu, N. H.; George, E. C.; Walker, A. S.; Day, N. P.; Williams, T. N.; Dondorp, A. M.; Maitland, K.; White, N. J.
Show abstract
BackgroundSerum or plasma concentrations of creatinine and urea are the usual laboratory parameters measured to assess kidney function and disease severity in patients with suspected severe malaria. Creatinine is preferred for estimation of the glomerular filtration rate, but the current threshold for defining severe malaria (> 265 umol/L) is based on adult values and does not reflect the large difference between children and adults in normal values resulting from differences in muscle mass. We reevaluated these thresholds and their prognostic significance in severe malaria using individual patient data from large prospective studies. MethodsWe pooled individual patient data from studies of severe malaria. Patients were included in the primary analysis population if their age (if missing, imputed from weight or height), coma status on admission, and either an admission serum or plasma creatinine or urea measurement (blood urea nitrogen, BUN), were all recorded. The primary outcome was mortality by day 28. The secondary outcome was the admission plasma Pf HRP2 concentration (a measure of parasite biomass). Bayesian penalised spline regression models were used to characterise the age-specific relationships (interaction with age) between the outcome and the absolute creatinine, the creatinine fold change relative to the age/weight predicted baseline, and the absolute urea. The models adjusted for coma status and calendar year, with nested random additive effects by study site and study. We estimated threshold plasma or serum creatinine and urea concentrations associated with >5% mortality with probability > 0.9. ResultsWe pooled individual patient data from 22,663 patients recruited into 14 studies of severe malaria of whom 16,441 were included in the primary analysis population. The majority (84%; 13,793/16,441) were children under 15 years of age. Current thresholds for renal impairment were associated with mortalities substantially greater than 5%, especially in children. A creatinine increase of more than three times the age/weight predicted baseline value was associated with 0.9 probability of mortality >5%. A urea of 10 mmol/L had approximately similar prognostic value. A urea >10 mmol/L was 3.5 times more common in adults than children. In children <15 years of age urea was a better prognostic indicator of death than creatinine and, unlike creatinine, correlated with the plasma Pf HRP2 concentration. InterpretationAdmission serum or plasma creatinine >3 times the age/weight expected baseline value (KDIGO stage 3) can be used to define severe malaria. In children urea is a better predictor of the true infection biomass and a better prognostic indicator for death. We recommend the following as defining criteria for severe malaria; either the simple urea (BUN) threshold of 10 mmol/L for both children and adults, or a >3 times fold change in creatinine from predicted baseline.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Quantifying the role of importation on sustained malaria transmission in a low-to-moderate burden region of Southwest Uganda 93%
- A cohort study on the duration of Plasmodium falciparum infections during the dry season in The Gambia 92%
- Artemisinin Partial Resistance Mutations in Zanzibar and Tanzania Suggest Regional Spread and African Origins, 2023 92%
Similar papers in this journal
- Induction, decay, and determinants of functional antibodies following vaccination with the RTS,S malaria vaccine in young children 93%
- Naturally acquired antibody kinetics against Plasmodium vivax antigens in people from a low malaria transmission region in western Thailand 93%
- A pooled analysis of the duration of chemoprophylaxis against malaria after treatment with artesunate-amodiaquine and artemether-lumefantrine 92%
Similar papers in this journal
- The impact of malaria-protective red blood cell polymorphisms on parasite biomass in children with severe Plasmodium falciparum malaria 94%
- Effect of biannual azithromycin distribution on antibody responses to malaria, bacterial, and protozoan pathogens among children: A cluster-randomized, placebo-controlled trial in Niger 93%
- Projected health impact of post-discharge malaria chemoprevention among children with severe malarial anaemia in Africa 93%
Similar papers in this journal
- Controlled Human Malaria Infection reveals that the Dantu blood group variant provides high level protection against uncomplicated malaria 95%
- Anopheles salivary antigens as serological biomarkers of vector exposure and malaria transmission: A systematic review with multilevel modelling 93%
- Comparative transcriptomic analysis reveals translationally relevant processes in mouse models of malaria 93%
Similar papers in this journal
- Characterisation of populations at risk of sub-optimal dosing of artemisinin-based combination therapy in Africa 94%
- Derivation and external validation of a clinical prognostic model identifying children at risk of death following presentation for diarrheal care 93%
- Impact of seasonal malaria chemoprevention timing on clinical malaria incidence dynamics in the Kedougou region, Senegal 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.