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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....
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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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. |
format | Online Article Text |
id | pubmed-9606348 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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