Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
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
_version_ 1783507037044342784
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
work_keys_str_mv AT strucknicoles cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT zimmermannmarlow cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT krumkampralf cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT lorenzeva cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT jacobsthomas cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT riegertoni cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT wurrstephanie cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT guntherstephan cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT gyauboahenkennedy cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT marksflorian cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT sarpongnimako cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT owusudaboellis cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT mayjurgen cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections
AT eibachdaniel cytokineprofiledistinguisheschildrenwithplasmodiumfalciparummalariafromthosewithbacterialbloodstreaminfections