Association of biomarkers of enteric dysfunction, systemic inflammation, and growth hormone resistance with seroconversion to oral rotavirus vaccine: A lasso for inference approach
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PLOS ONE
Abstract
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
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, Rota vac, 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, sys temic inflammation, and growth hormone resistance biomarkers.
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 recep tor (sTfR) was positively associated with P6 only.
Conclusion
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 pos sible strain specific immune responses to parenteral immunization.
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Research Article
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Citation
Citation: Mwila-Kazimbaya K, Bosomprah S, Chilyabanyama ON, Chisenga CC, Chibuye M, Laban NM, et al. (2023) Association of biomarkers of enteric dysfunction, systemic inflammation, and growth hormone resistance with seroconversion to oral rotavirus vaccine: A lasso for inference approach. PLoS ONE 18(11): e0293101. https:// doi.org/10.1371/journal.pone.0293101