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Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting

The impact of pre-existing immunity on the efficacy of artemisinin combination therapy is largely unknown. We performed in-depth profiling of serological responses in a therapeutic efficacy study [comparing artesunate-mefloquine (ASMQ) and artemether-lumefantrine (AL)] using a proteomic microarray....

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Autores principales: Andagalu, Ben, Lu, Pinyi, Onyango, Irene, Bergmann-Leitner, Elke, Wasuna, Ruth, Odhiambo, Geoffrey, Chebon-Bore, Lorna J., Ingasia, Luicer A., Juma, Dennis W., Opot, Benjamin, Cheruiyot, Agnes, Yeda, Redemptah, Okudo, Charles, Okoth, Raphael, Chemwor, Gladys, Campo, Joseph, Wallqvist, Anders, Akala, Hoseah M., Ochiel, Daniel, Ogutu, Bernhards, Chaudhury, Sidhartha, Kamau, Edwin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606348/
https://www.ncbi.nlm.nih.gov/pubmed/36314027
http://dx.doi.org/10.3389/fmed.2022.991807
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author Andagalu, Ben
Lu, Pinyi
Onyango, Irene
Bergmann-Leitner, Elke
Wasuna, Ruth
Odhiambo, Geoffrey
Chebon-Bore, Lorna J.
Ingasia, Luicer A.
Juma, Dennis W.
Opot, Benjamin
Cheruiyot, Agnes
Yeda, Redemptah
Okudo, Charles
Okoth, Raphael
Chemwor, Gladys
Campo, Joseph
Wallqvist, Anders
Akala, Hoseah M.
Ochiel, Daniel
Ogutu, Bernhards
Chaudhury, Sidhartha
Kamau, Edwin
author_facet Andagalu, Ben
Lu, Pinyi
Onyango, Irene
Bergmann-Leitner, Elke
Wasuna, Ruth
Odhiambo, Geoffrey
Chebon-Bore, Lorna J.
Ingasia, Luicer A.
Juma, Dennis W.
Opot, Benjamin
Cheruiyot, Agnes
Yeda, Redemptah
Okudo, Charles
Okoth, Raphael
Chemwor, Gladys
Campo, Joseph
Wallqvist, Anders
Akala, Hoseah M.
Ochiel, Daniel
Ogutu, Bernhards
Chaudhury, Sidhartha
Kamau, Edwin
author_sort Andagalu, Ben
collection PubMed
description The impact of pre-existing immunity on the efficacy of artemisinin combination therapy is largely unknown. We performed in-depth profiling of serological responses in a therapeutic efficacy study [comparing artesunate-mefloquine (ASMQ) and artemether-lumefantrine (AL)] using a proteomic microarray. Responses to over 200 Plasmodium antigens were significantly associated with ASMQ treatment outcome but not AL. We used machine learning to develop predictive models of treatment outcome based on the immunoprofile data. The models predict treatment outcome for ASMQ with high (72–85%) accuracy, but could not predict treatment outcome for AL. This divergent treatment outcome suggests that humoral immunity may synergize with the longer mefloquine half-life to provide a prophylactic effect at 28–42 days post-treatment, which was further supported by simulated pharmacokinetic profiling. Our computational approach and modeling revealed the synergistic effect of pre-existing immunity in patients with drug combination that has an extended efficacy on providing long term treatment efficacy of ASMQ.
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spelling pubmed-96063482022-10-28 Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting Andagalu, Ben Lu, Pinyi Onyango, Irene Bergmann-Leitner, Elke Wasuna, Ruth Odhiambo, Geoffrey Chebon-Bore, Lorna J. Ingasia, Luicer A. Juma, Dennis W. Opot, Benjamin Cheruiyot, Agnes Yeda, Redemptah Okudo, Charles Okoth, Raphael Chemwor, Gladys Campo, Joseph Wallqvist, Anders Akala, Hoseah M. Ochiel, Daniel Ogutu, Bernhards Chaudhury, Sidhartha Kamau, Edwin Front Med (Lausanne) Medicine The impact of pre-existing immunity on the efficacy of artemisinin combination therapy is largely unknown. We performed in-depth profiling of serological responses in a therapeutic efficacy study [comparing artesunate-mefloquine (ASMQ) and artemether-lumefantrine (AL)] using a proteomic microarray. Responses to over 200 Plasmodium antigens were significantly associated with ASMQ treatment outcome but not AL. We used machine learning to develop predictive models of treatment outcome based on the immunoprofile data. The models predict treatment outcome for ASMQ with high (72–85%) accuracy, but could not predict treatment outcome for AL. This divergent treatment outcome suggests that humoral immunity may synergize with the longer mefloquine half-life to provide a prophylactic effect at 28–42 days post-treatment, which was further supported by simulated pharmacokinetic profiling. Our computational approach and modeling revealed the synergistic effect of pre-existing immunity in patients with drug combination that has an extended efficacy on providing long term treatment efficacy of ASMQ. Frontiers Media S.A. 2022-10-13 /pmc/articles/PMC9606348/ /pubmed/36314027 http://dx.doi.org/10.3389/fmed.2022.991807 Text en Copyright © 2022 Andagalu, Lu, Onyango, Bergmann-Leitner, Wasuna, Odhiambo, Chebon-Bore, Ingasia, Juma, Opot, Cheruiyot, Yeda, Okudo, Okoth, Chemwor, Campo, Wallqvist, Akala, Ochiel, Ogutu, Chaudhury and Kamau. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Medicine
Andagalu, Ben
Lu, Pinyi
Onyango, Irene
Bergmann-Leitner, Elke
Wasuna, Ruth
Odhiambo, Geoffrey
Chebon-Bore, Lorna J.
Ingasia, Luicer A.
Juma, Dennis W.
Opot, Benjamin
Cheruiyot, Agnes
Yeda, Redemptah
Okudo, Charles
Okoth, Raphael
Chemwor, Gladys
Campo, Joseph
Wallqvist, Anders
Akala, Hoseah M.
Ochiel, Daniel
Ogutu, Bernhards
Chaudhury, Sidhartha
Kamau, Edwin
Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title_full Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title_fullStr Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title_full_unstemmed Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title_short Age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
title_sort age-dependent antibody profiles to plasmodium antigens are differentially associated with two artemisinin combination therapy outcomes in high transmission setting
topic Medicine
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606348/
https://www.ncbi.nlm.nih.gov/pubmed/36314027
http://dx.doi.org/10.3389/fmed.2022.991807
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