Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies
Copyright © 2019 Leopold et al. Background: Severe falciparum malaria is a medical emergency characterised by potentially lethal vital organ dysfunction. Patient fatality rates even with parenteral artesunate treatment remain high. Despite considerable research into adjuvant therapies targeting orga...
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th-mahidol.523652020-01-27T17:39:00Z Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies Stije J. Leopold James A. Watson Atthanee Jeeyapant Julie A. Simpson Nguyen H. Phu Tran T. Hien Nicholas P.J. Day Arjen M. Dondorp Nicholas J. White Melbourne School of Population and Global Health Mahidol University Nuffield Department of Clinical Medicine Oxford University Clinical Research Unit Medicine Copyright © 2019 Leopold et al. Background: Severe falciparum malaria is a medical emergency characterised by potentially lethal vital organ dysfunction. Patient fatality rates even with parenteral artesunate treatment remain high. Despite considerable research into adjuvant therapies targeting organ and tissue dysfunction, none have shown efficacy apart from renal replacement therapy. Understanding the causal contributions of clinical and laboratory abnormalities to mortality is essential for the design and evaluation of novel therapeutic interventions. Methods and findings: We used a structural model causal inference approach to investigate causal relationships between epidemiological, laboratory, and clinical variables in patients with severe falciparum malaria enrolled in clinical trials and their in-hospital mortality. Under this causal model, we analysed records from 9,040 hospitalised children (0-12 years, n = 5,635) and adults (n = 3,405, 12-87 years) with severe falciparum malaria from 15 countries in Africa and Asia who were studied prospectively over the past 35 years. On admission, patient covariates associated with increased in-hospital mortality were severity of acidosis (odds ratio [OR] 2.10 for a 7-mEq/L increase in base deficit [95% CI 1.93-2.28]), renal impairment (OR 1.71 for a 2-fold increase in blood urea nitrogen [95% CI 1.58, 1.86]), coma (OR 3.59 [95% CI 3.07-4.21]), seizures (OR 1.40 [95% CI 1.16-1.68]), shock (OR 1.51 [95% CI 1.14-1.99]), and presumed pulmonary oedema (OR 1.58 [95% CI 1.04-2.39]). Lower in-hospital mortality was associated with moderate anaemia (OR 0.87 for a decrease of 10 percentage points in haematocrit [95% CI 0.80-0.95]). Circulating parasite density was not associated with mortality (OR 1.02 for a 6-fold increase [95% CI 0.94-1.11]), so the pathological effects of parasitaemia appear to be mediated entirely by the downstream effects of sequestration. Treatment with an artemisinin derivative decreased mortality compared with quinine (OR 0.64 [95% CI 0.56-0.74]). These estimates were consistent across children and adults (mainly representing African and Asian patients, respectively). Using inverse probability weighting, transfusion was not estimated to be beneficial in children with admission haematocrit values between 15% and 25% (OR 0.99 [95% CI 0.97-1.02]). Except for the effects of artemisinin treatment and transfusion, causal interpretations of these estimates could be biased by unmeasured confounding from severe bacterial sepsis, immunity, and duration of illness. Conclusion: These data suggest that moderate anaemia is associated with a reduced risk of death in severe falciparum malaria. This is possibly a direct causal association. The severe anaemia threshold criteria for a definition of severe falciparum malaria should be reconsidered. 2020-01-27T10:39:00Z 2020-01-27T10:39:00Z 2019-01-01 Article PLoS Medicine. Vol.16, No.8 (2019) 10.1371/journal.pmed.1002858 15491676 15491277 2-s2.0-85071453188 https://repository.li.mahidol.ac.th/handle/123456789/52365 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85071453188&origin=inward |
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Medicine Stije J. Leopold James A. Watson Atthanee Jeeyapant Julie A. Simpson Nguyen H. Phu Tran T. Hien Nicholas P.J. Day Arjen M. Dondorp Nicholas J. White Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
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Copyright © 2019 Leopold et al. Background: Severe falciparum malaria is a medical emergency characterised by potentially lethal vital organ dysfunction. Patient fatality rates even with parenteral artesunate treatment remain high. Despite considerable research into adjuvant therapies targeting organ and tissue dysfunction, none have shown efficacy apart from renal replacement therapy. Understanding the causal contributions of clinical and laboratory abnormalities to mortality is essential for the design and evaluation of novel therapeutic interventions. Methods and findings: We used a structural model causal inference approach to investigate causal relationships between epidemiological, laboratory, and clinical variables in patients with severe falciparum malaria enrolled in clinical trials and their in-hospital mortality. Under this causal model, we analysed records from 9,040 hospitalised children (0-12 years, n = 5,635) and adults (n = 3,405, 12-87 years) with severe falciparum malaria from 15 countries in Africa and Asia who were studied prospectively over the past 35 years. On admission, patient covariates associated with increased in-hospital mortality were severity of acidosis (odds ratio [OR] 2.10 for a 7-mEq/L increase in base deficit [95% CI 1.93-2.28]), renal impairment (OR 1.71 for a 2-fold increase in blood urea nitrogen [95% CI 1.58, 1.86]), coma (OR 3.59 [95% CI 3.07-4.21]), seizures (OR 1.40 [95% CI 1.16-1.68]), shock (OR 1.51 [95% CI 1.14-1.99]), and presumed pulmonary oedema (OR 1.58 [95% CI 1.04-2.39]). Lower in-hospital mortality was associated with moderate anaemia (OR 0.87 for a decrease of 10 percentage points in haematocrit [95% CI 0.80-0.95]). Circulating parasite density was not associated with mortality (OR 1.02 for a 6-fold increase [95% CI 0.94-1.11]), so the pathological effects of parasitaemia appear to be mediated entirely by the downstream effects of sequestration. Treatment with an artemisinin derivative decreased mortality compared with quinine (OR 0.64 [95% CI 0.56-0.74]). These estimates were consistent across children and adults (mainly representing African and Asian patients, respectively). Using inverse probability weighting, transfusion was not estimated to be beneficial in children with admission haematocrit values between 15% and 25% (OR 0.99 [95% CI 0.97-1.02]). Except for the effects of artemisinin treatment and transfusion, causal interpretations of these estimates could be biased by unmeasured confounding from severe bacterial sepsis, immunity, and duration of illness. Conclusion: These data suggest that moderate anaemia is associated with a reduced risk of death in severe falciparum malaria. This is possibly a direct causal association. The severe anaemia threshold criteria for a definition of severe falciparum malaria should be reconsidered. |
author2 |
Melbourne School of Population and Global Health |
author_facet |
Melbourne School of Population and Global Health Stije J. Leopold James A. Watson Atthanee Jeeyapant Julie A. Simpson Nguyen H. Phu Tran T. Hien Nicholas P.J. Day Arjen M. Dondorp Nicholas J. White |
format |
Article |
author |
Stije J. Leopold James A. Watson Atthanee Jeeyapant Julie A. Simpson Nguyen H. Phu Tran T. Hien Nicholas P.J. Day Arjen M. Dondorp Nicholas J. White |
author_sort |
Stije J. Leopold |
title |
Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
title_short |
Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
title_full |
Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
title_fullStr |
Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
title_full_unstemmed |
Investigating causal pathways in severe falciparum malaria: A pooled retrospective analysis of clinical studies |
title_sort |
investigating causal pathways in severe falciparum malaria: a pooled retrospective analysis of clinical studies |
publishDate |
2020 |
url |
https://repository.li.mahidol.ac.th/handle/123456789/52365 |
_version_ |
1763491574640017408 |