Association of biomarkers of enteric dysfunction, systemic inflammation, and growth hormone resistance with seroconversion to oral rotavirus vaccine: A lasso for inference approach.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2023
Historique:
received: 11 08 2023
accepted: 05 10 2023
medline: 20 11 2023
pubmed: 17 11 2023
entrez: 17 11 2023
Statut: epublish

Résumé

Rotavirus gastroenteritis remains a leading cause of morbidity and mortality despite the introduction of vaccines. Research shows there are several factors contributing to the reduced efficacy of rotavirus vaccines in low- and middle-income settings. Proposed factors include environmental enteric dysfunction (EED), malnutrition, and immune dysfunction. This study aimed to assess the effect of these factors on vaccine responses using a machine learning lasso approach. Serum samples from two rotavirus clinical trials (CVIA 066 n = 99 and CVIA 061 n = 124) were assessed for 11 analytes using the novel Micronutrient and EED Assessment Tool (MEEDAT) multiplex ELISA. Immune responses to oral rotavirus vaccines (Rotarix, Rotavac, and Rotavac 5D) as well as a parenteral rotavirus vaccine (trivalent P2-VP8) were also measured and machine learning using the lasso approach was then applied to investigate any associations between immune responses and environmental enteric dysfunction, systemic inflammation, and growth hormone resistance biomarkers. Both oral and parenteral rotavirus vaccine responses were negatively associated with retinol binding protein 4 (RBP4), albeit only weakly for oral vaccines. The parenteral vaccine responses were positively associated with thyroglobulin (Tg) and histidine-rich protein 2 (HRP2) for all three serotypes (P8, P6 and P4), whilst intestinal fatty acid binding protein (I-FABP) was negatively associated with P6 and P4, but not P8, and soluble transferrin receptor (sTfR) was positively associated with P6 only. MEEDAT successfully measured biomarkers of growth, systemic inflammation, and EED in infants undergoing vaccination, with RBP4 being the only analyte associated with both oral and parenteral rotavirus vaccine responses. Tg and HRP2 were associated with responses to all three serotypes in the parenteral vaccine, while I-FABP and sTfR results indicated possible strain specific immune responses to parenteral immunization.

Sections du résumé

BACKGROUND BACKGROUND
Rotavirus gastroenteritis remains a leading cause of morbidity and mortality despite the introduction of vaccines. Research shows there are several factors contributing to the reduced efficacy of rotavirus vaccines in low- and middle-income settings. Proposed factors include environmental enteric dysfunction (EED), malnutrition, and immune dysfunction. This study aimed to assess the effect of these factors on vaccine responses using a machine learning lasso approach.
METHODS METHODS
Serum samples from two rotavirus clinical trials (CVIA 066 n = 99 and CVIA 061 n = 124) were assessed for 11 analytes using the novel Micronutrient and EED Assessment Tool (MEEDAT) multiplex ELISA. Immune responses to oral rotavirus vaccines (Rotarix, Rotavac, and Rotavac 5D) as well as a parenteral rotavirus vaccine (trivalent P2-VP8) were also measured and machine learning using the lasso approach was then applied to investigate any associations between immune responses and environmental enteric dysfunction, systemic inflammation, and growth hormone resistance biomarkers.
RESULTS RESULTS
Both oral and parenteral rotavirus vaccine responses were negatively associated with retinol binding protein 4 (RBP4), albeit only weakly for oral vaccines. The parenteral vaccine responses were positively associated with thyroglobulin (Tg) and histidine-rich protein 2 (HRP2) for all three serotypes (P8, P6 and P4), whilst intestinal fatty acid binding protein (I-FABP) was negatively associated with P6 and P4, but not P8, and soluble transferrin receptor (sTfR) was positively associated with P6 only.
CONCLUSION CONCLUSIONS
MEEDAT successfully measured biomarkers of growth, systemic inflammation, and EED in infants undergoing vaccination, with RBP4 being the only analyte associated with both oral and parenteral rotavirus vaccine responses. Tg and HRP2 were associated with responses to all three serotypes in the parenteral vaccine, while I-FABP and sTfR results indicated possible strain specific immune responses to parenteral immunization.

Identifiants

pubmed: 37976323
doi: 10.1371/journal.pone.0293101
pii: PONE-D-23-24695
pmc: PMC10656027
doi:

Substances chimiques

Rotavirus Vaccines 0
Vaccines, Attenuated 0
Biomarkers 0
Growth Hormone 9002-72-6
RBP4 protein, human 0
Retinol-Binding Proteins, Plasma 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0293101

Subventions

Organisme : Bill & Melinda Gates Foundation
ID : INV-031759
Pays : United States

Informations de copyright

Copyright: © 2023 Mwila-Kazimbaya et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Katayi Mwila-Kazimbaya (K)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

Samuel Bosomprah (S)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.
Department of Biostatistics, School of Public Health, University of Ghana, Accra, Ghana.

Obvious Nchimunya Chilyabanyama (ON)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

Caroline Cleopatra Chisenga (CC)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

Mwelwa Chibuye (M)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.
Department of Global Health, Amsterdam Institute for Global Health and Development (AIGHD), Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, The Netherlands.

Natasha Makabilo Laban (NM)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

Michelo Simuyandi (M)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

Bert Huffer (B)

Cincinnati Childrens Hospital Medical Center, Cincinnati, Ohio, United States of America.

Miren Iturriza-Gomara (M)

Centre for Vaccine Innovation and Access, PATH, Geneve, Switzerland.

Robert K M Choy (RKM)

PATH, Seattle, Washington, United States of America.

Roma Chilengi (R)

Research Division, Centre for Infectious Disease Research in Zambia, Lusaka, Zambia.

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