Identifying risk factors for the development of sepsis during adult severe malaria

Abstract Background Severe falciparum malaria can be compounded by bacterial sepsis, necessitating antibiotics in addition to anti-malarial treatment. The objective of this analysis was to develop a prognostic model to identify patients admitted with severe malaria at higher risk of developing bacte...

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Published in:Malaria Journal
Main Authors: Tsi Njim, Arjen Dondorp, Mavuto Mukaka, Eric O. Ohuma
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2018
Subjects:
Online Access:https://doi.org/10.1186/s12936-018-2430-2
https://doaj.org/article/0212e76b53114005a70da4728c2996ba
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spelling ftdoajarticles:oai:doaj.org/article:0212e76b53114005a70da4728c2996ba 2023-05-15T15:10:30+02:00 Identifying risk factors for the development of sepsis during adult severe malaria Tsi Njim Arjen Dondorp Mavuto Mukaka Eric O. Ohuma 2018-07-01T00:00:00Z https://doi.org/10.1186/s12936-018-2430-2 https://doaj.org/article/0212e76b53114005a70da4728c2996ba EN eng BMC http://link.springer.com/article/10.1186/s12936-018-2430-2 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-018-2430-2 1475-2875 https://doaj.org/article/0212e76b53114005a70da4728c2996ba Malaria Journal, Vol 17, Iss 1, Pp 1-10 (2018) Severe malaria Sepsis Prognostic model Nomogram Southeast Asia Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2018 ftdoajarticles https://doi.org/10.1186/s12936-018-2430-2 2022-12-31T03:25:01Z Abstract Background Severe falciparum malaria can be compounded by bacterial sepsis, necessitating antibiotics in addition to anti-malarial treatment. The objective of this analysis was to develop a prognostic model to identify patients admitted with severe malaria at higher risk of developing bacterial sepsis. Methods A retrospective data analysis using trial data from the South East Asian Quinine Artesunate Malaria Trial. Variables correlating with development of clinically defined sepsis were identified by univariable analysis, and subsequently included into a multivariable logistic regression model. Internal validation was performed by bootstrapping. Discrimination and goodness-of-fit were assessed using the area under the curve (AUC) and a calibration plot, respectively. Results Of the 1187 adults with severe malaria, 86 (7.3%) developed clinical sepsis during admission. Predictors for developing sepsis were: female sex, high blood urea nitrogen, high plasma anion gap, respiratory distress, shock on admission, high parasitaemia, coma and jaundice. The AUC of the model was 0.789, signifying modest differentiation for identifying patients developing sepsis. The model was well-calibrated (Hosmer–Lemeshow Chi squared = 1.02). The 25th percentile of the distribution of risk scores among those who developed sepsis could identify a high-risk group with a sensitivity and specificity of 70.0 and 69.4%, respectively. Conclusions The proposed model identifies patients with severe malaria at risk of developing clinical sepsis, potentially benefiting from antibiotic treatment in addition to anti-malarials. The model will need further evaluation with more strictly defined bacterial sepsis as outcome measure. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Malaria Journal 17 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Severe malaria
Sepsis
Prognostic model
Nomogram
Southeast Asia
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Severe malaria
Sepsis
Prognostic model
Nomogram
Southeast Asia
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Tsi Njim
Arjen Dondorp
Mavuto Mukaka
Eric O. Ohuma
Identifying risk factors for the development of sepsis during adult severe malaria
topic_facet Severe malaria
Sepsis
Prognostic model
Nomogram
Southeast Asia
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background Severe falciparum malaria can be compounded by bacterial sepsis, necessitating antibiotics in addition to anti-malarial treatment. The objective of this analysis was to develop a prognostic model to identify patients admitted with severe malaria at higher risk of developing bacterial sepsis. Methods A retrospective data analysis using trial data from the South East Asian Quinine Artesunate Malaria Trial. Variables correlating with development of clinically defined sepsis were identified by univariable analysis, and subsequently included into a multivariable logistic regression model. Internal validation was performed by bootstrapping. Discrimination and goodness-of-fit were assessed using the area under the curve (AUC) and a calibration plot, respectively. Results Of the 1187 adults with severe malaria, 86 (7.3%) developed clinical sepsis during admission. Predictors for developing sepsis were: female sex, high blood urea nitrogen, high plasma anion gap, respiratory distress, shock on admission, high parasitaemia, coma and jaundice. The AUC of the model was 0.789, signifying modest differentiation for identifying patients developing sepsis. The model was well-calibrated (Hosmer–Lemeshow Chi squared = 1.02). The 25th percentile of the distribution of risk scores among those who developed sepsis could identify a high-risk group with a sensitivity and specificity of 70.0 and 69.4%, respectively. Conclusions The proposed model identifies patients with severe malaria at risk of developing clinical sepsis, potentially benefiting from antibiotic treatment in addition to anti-malarials. The model will need further evaluation with more strictly defined bacterial sepsis as outcome measure.
format Article in Journal/Newspaper
author Tsi Njim
Arjen Dondorp
Mavuto Mukaka
Eric O. Ohuma
author_facet Tsi Njim
Arjen Dondorp
Mavuto Mukaka
Eric O. Ohuma
author_sort Tsi Njim
title Identifying risk factors for the development of sepsis during adult severe malaria
title_short Identifying risk factors for the development of sepsis during adult severe malaria
title_full Identifying risk factors for the development of sepsis during adult severe malaria
title_fullStr Identifying risk factors for the development of sepsis during adult severe malaria
title_full_unstemmed Identifying risk factors for the development of sepsis during adult severe malaria
title_sort identifying risk factors for the development of sepsis during adult severe malaria
publisher BMC
publishDate 2018
url https://doi.org/10.1186/s12936-018-2430-2
https://doaj.org/article/0212e76b53114005a70da4728c2996ba
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 17, Iss 1, Pp 1-10 (2018)
op_relation http://link.springer.com/article/10.1186/s12936-018-2430-2
https://doaj.org/toc/1475-2875
doi:10.1186/s12936-018-2430-2
1475-2875
https://doaj.org/article/0212e76b53114005a70da4728c2996ba
op_doi https://doi.org/10.1186/s12936-018-2430-2
container_title Malaria Journal
container_volume 17
container_issue 1
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