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Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine

The seasonal influenza vaccine is only effective in half of the vaccinated population. To identify determinants of vaccine efficacy, we used data from > 1,300 vaccination events to predict the response to vaccination measured as seroconversion as well as hemagglutination inhibition (HAI) titer le...

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Autores principales: Wu, Shaohuan, Ross, Ted M, Carlock, Michael A, Ghedin, Elodie, Choi, Hyungwon, Vogel, Christine
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9073386/
https://www.ncbi.nlm.nih.gov/pubmed/35514207
http://dx.doi.org/10.15252/msb.202110724
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author Wu, Shaohuan
Ross, Ted M
Carlock, Michael A
Ghedin, Elodie
Choi, Hyungwon
Vogel, Christine
author_facet Wu, Shaohuan
Ross, Ted M
Carlock, Michael A
Ghedin, Elodie
Choi, Hyungwon
Vogel, Christine
author_sort Wu, Shaohuan
collection PubMed
description The seasonal influenza vaccine is only effective in half of the vaccinated population. To identify determinants of vaccine efficacy, we used data from > 1,300 vaccination events to predict the response to vaccination measured as seroconversion as well as hemagglutination inhibition (HAI) titer levels one year after. We evaluated the predictive capabilities of age, body mass index (BMI), sex, race, comorbidities, vaccination history, and baseline HAI titers, as well as vaccination month and vaccine dose in multiple linear regression models. The models predicted the categorical response for > 75% of the cases in all subsets with one exception. Prior vaccination, baseline titer level, and age were the major determinants of seroconversion, all of which had negative effects. Further, we identified a gender effect in older participants and an effect of vaccination month. BMI had a surprisingly small effect, likely due to its correlation with age. Comorbidities, vaccine dose, and race had negligible effects. Our models can generate a new seroconversion score that is corrected for the impact of these factors which can facilitate future biomarker identification.
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spelling pubmed-90733862022-05-16 Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine Wu, Shaohuan Ross, Ted M Carlock, Michael A Ghedin, Elodie Choi, Hyungwon Vogel, Christine Mol Syst Biol Articles The seasonal influenza vaccine is only effective in half of the vaccinated population. To identify determinants of vaccine efficacy, we used data from > 1,300 vaccination events to predict the response to vaccination measured as seroconversion as well as hemagglutination inhibition (HAI) titer levels one year after. We evaluated the predictive capabilities of age, body mass index (BMI), sex, race, comorbidities, vaccination history, and baseline HAI titers, as well as vaccination month and vaccine dose in multiple linear regression models. The models predicted the categorical response for > 75% of the cases in all subsets with one exception. Prior vaccination, baseline titer level, and age were the major determinants of seroconversion, all of which had negative effects. Further, we identified a gender effect in older participants and an effect of vaccination month. BMI had a surprisingly small effect, likely due to its correlation with age. Comorbidities, vaccine dose, and race had negligible effects. Our models can generate a new seroconversion score that is corrected for the impact of these factors which can facilitate future biomarker identification. John Wiley and Sons Inc. 2022-05-06 /pmc/articles/PMC9073386/ /pubmed/35514207 http://dx.doi.org/10.15252/msb.202110724 Text en © 2022 The Authors. Published under the terms of the CC BY 4.0 license https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Wu, Shaohuan
Ross, Ted M
Carlock, Michael A
Ghedin, Elodie
Choi, Hyungwon
Vogel, Christine
Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title_full Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title_fullStr Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title_full_unstemmed Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title_short Evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
title_sort evaluation of determinants of the serological response to the quadrivalent split‐inactivated influenza vaccine
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9073386/
https://www.ncbi.nlm.nih.gov/pubmed/35514207
http://dx.doi.org/10.15252/msb.202110724
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