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Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections
BACKGROUND: Malaria presents with unspecific clinical symptoms that frequently overlap with other infectious diseases and is also a risk factor for coinfections, such as non-Typhi Salmonella. Malaria rapid diagnostic tests are sensitive but unable to distinguish between an acute infection requiring...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7075412/ https://www.ncbi.nlm.nih.gov/pubmed/31701142 http://dx.doi.org/10.1093/infdis/jiz587 |
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author | Struck, Nicole S Zimmermann, Marlow Krumkamp, Ralf Lorenz, Eva Jacobs, Thomas Rieger, Toni Wurr, Stephanie Günther, Stephan Gyau Boahen, Kennedy Marks, Florian Sarpong, Nimako Owusu-Dabo, Ellis May, Jürgen Eibach, Daniel |
author_facet | Struck, Nicole S Zimmermann, Marlow Krumkamp, Ralf Lorenz, Eva Jacobs, Thomas Rieger, Toni Wurr, Stephanie Günther, Stephan Gyau Boahen, Kennedy Marks, Florian Sarpong, Nimako Owusu-Dabo, Ellis May, Jürgen Eibach, Daniel |
author_sort | Struck, Nicole S |
collection | PubMed |
description | BACKGROUND: Malaria presents with unspecific clinical symptoms that frequently overlap with other infectious diseases and is also a risk factor for coinfections, such as non-Typhi Salmonella. Malaria rapid diagnostic tests are sensitive but unable to distinguish between an acute infection requiring treatment and asymptomatic malaria with a concomitant infection. We set out to test whether cytokine profiles could predict disease status and allow the differentiation between malaria and a bacterial bloodstream infection. METHODS: We created a classification model based on cytokine concentration levels of pediatric inpatients with either Plasmodium falciparum malaria or a bacterial bloodstream infection using the Luminex platform. Candidate markers were preselected using classification and regression trees, and the predictive strength was calculated through random forest modeling. RESULTS: Analyses revealed that a combination of 7–15 cytokines exhibited a median disease prediction accuracy of 88% (95th percentile interval, 73%–100%). Haptoglobin, soluble Fas-Ligand, and complement component C2 were the strongest single markers with median prediction accuracies of 82% (with 95th percentile intervals of 71%–94%, 62%–94%, and 62%–94%, respectively). CONCLUSIONS: Cytokine profiles possess good median disease prediction accuracy and offer new possibilities for the development of innovative point-of-care tests to guide treatment decisions in malaria-endemic regions. |
format | Online Article Text |
id | pubmed-7075412 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-70754122020-03-19 Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections Struck, Nicole S Zimmermann, Marlow Krumkamp, Ralf Lorenz, Eva Jacobs, Thomas Rieger, Toni Wurr, Stephanie Günther, Stephan Gyau Boahen, Kennedy Marks, Florian Sarpong, Nimako Owusu-Dabo, Ellis May, Jürgen Eibach, Daniel J Infect Dis Major Articles and Brief Reports BACKGROUND: Malaria presents with unspecific clinical symptoms that frequently overlap with other infectious diseases and is also a risk factor for coinfections, such as non-Typhi Salmonella. Malaria rapid diagnostic tests are sensitive but unable to distinguish between an acute infection requiring treatment and asymptomatic malaria with a concomitant infection. We set out to test whether cytokine profiles could predict disease status and allow the differentiation between malaria and a bacterial bloodstream infection. METHODS: We created a classification model based on cytokine concentration levels of pediatric inpatients with either Plasmodium falciparum malaria or a bacterial bloodstream infection using the Luminex platform. Candidate markers were preselected using classification and regression trees, and the predictive strength was calculated through random forest modeling. RESULTS: Analyses revealed that a combination of 7–15 cytokines exhibited a median disease prediction accuracy of 88% (95th percentile interval, 73%–100%). Haptoglobin, soluble Fas-Ligand, and complement component C2 were the strongest single markers with median prediction accuracies of 82% (with 95th percentile intervals of 71%–94%, 62%–94%, and 62%–94%, respectively). CONCLUSIONS: Cytokine profiles possess good median disease prediction accuracy and offer new possibilities for the development of innovative point-of-care tests to guide treatment decisions in malaria-endemic regions. Oxford University Press 2020-04-01 2019-11-08 /pmc/articles/PMC7075412/ /pubmed/31701142 http://dx.doi.org/10.1093/infdis/jiz587 Text en © The Author(s) 2019. Published by Oxford University Press for the Infectious Diseases Society of America. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Major Articles and Brief Reports Struck, Nicole S Zimmermann, Marlow Krumkamp, Ralf Lorenz, Eva Jacobs, Thomas Rieger, Toni Wurr, Stephanie Günther, Stephan Gyau Boahen, Kennedy Marks, Florian Sarpong, Nimako Owusu-Dabo, Ellis May, Jürgen Eibach, Daniel Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title | Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title_full | Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title_fullStr | Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title_full_unstemmed | Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title_short | Cytokine Profile Distinguishes Children With Plasmodium falciparum Malaria From Those With Bacterial Blood Stream Infections |
title_sort | cytokine profile distinguishes children with plasmodium falciparum malaria from those with bacterial blood stream infections |
topic | Major Articles and Brief Reports |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7075412/ https://www.ncbi.nlm.nih.gov/pubmed/31701142 http://dx.doi.org/10.1093/infdis/jiz587 |
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