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Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination
Understanding how immunological memory lasts a lifetime requires quantifying changes in the number of memory cells as well as how their division and death rates change over time. We address these questions by using a statistically powerful mixed-effects differential equations framework to analyze da...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568194/ https://www.ncbi.nlm.nih.gov/pubmed/34648489 http://dx.doi.org/10.1371/journal.pcbi.1009468 |
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author | Zarnitsyna, Veronika I. Akondy, Rama S. Ahmed, Hasan McGuire, Donald J. Zarnitsyn, Vladimir G. Moore, Mia Johnson, Philip L. F. Ahmed, Rafi Li, Kelvin W. Hellerstein, Marc K. Antia, Rustom |
author_facet | Zarnitsyna, Veronika I. Akondy, Rama S. Ahmed, Hasan McGuire, Donald J. Zarnitsyn, Vladimir G. Moore, Mia Johnson, Philip L. F. Ahmed, Rafi Li, Kelvin W. Hellerstein, Marc K. Antia, Rustom |
author_sort | Zarnitsyna, Veronika I. |
collection | PubMed |
description | Understanding how immunological memory lasts a lifetime requires quantifying changes in the number of memory cells as well as how their division and death rates change over time. We address these questions by using a statistically powerful mixed-effects differential equations framework to analyze data from two human studies that follow CD8 T cell responses to the yellow fever vaccine (YFV-17D). Models were first fit to the frequency of YFV-specific memory CD8 T cells and deuterium enrichment in those cells 42 days to 1 year post-vaccination. A different dataset, on the loss of YFV-specific CD8 T cells over three decades, was used to assess out of sample predictions of our models. The commonly used exponential and bi-exponential decline models performed relatively poorly. Models with the cell loss following a power law (exactly or approximately) were most predictive. Notably, using only the first year of data, these models accurately predicted T cell frequencies up to 30 years post-vaccination. Our analyses suggest that division rates of these cells drop and plateau at a low level (0.1% per day, ∼ double the estimated values for naive T cells) within one year following vaccination, whereas death rates continue to decline for much longer. Our results show that power laws can be predictive for T cell memory, a finding that may be useful for vaccine evaluation and epidemiological modeling. Moreover, since power laws asymptotically decline more slowly than any exponential decline, our results help explain the longevity of immune memory phenomenologically. |
format | Online Article Text |
id | pubmed-8568194 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-85681942021-11-05 Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination Zarnitsyna, Veronika I. Akondy, Rama S. Ahmed, Hasan McGuire, Donald J. Zarnitsyn, Vladimir G. Moore, Mia Johnson, Philip L. F. Ahmed, Rafi Li, Kelvin W. Hellerstein, Marc K. Antia, Rustom PLoS Comput Biol Research Article Understanding how immunological memory lasts a lifetime requires quantifying changes in the number of memory cells as well as how their division and death rates change over time. We address these questions by using a statistically powerful mixed-effects differential equations framework to analyze data from two human studies that follow CD8 T cell responses to the yellow fever vaccine (YFV-17D). Models were first fit to the frequency of YFV-specific memory CD8 T cells and deuterium enrichment in those cells 42 days to 1 year post-vaccination. A different dataset, on the loss of YFV-specific CD8 T cells over three decades, was used to assess out of sample predictions of our models. The commonly used exponential and bi-exponential decline models performed relatively poorly. Models with the cell loss following a power law (exactly or approximately) were most predictive. Notably, using only the first year of data, these models accurately predicted T cell frequencies up to 30 years post-vaccination. Our analyses suggest that division rates of these cells drop and plateau at a low level (0.1% per day, ∼ double the estimated values for naive T cells) within one year following vaccination, whereas death rates continue to decline for much longer. Our results show that power laws can be predictive for T cell memory, a finding that may be useful for vaccine evaluation and epidemiological modeling. Moreover, since power laws asymptotically decline more slowly than any exponential decline, our results help explain the longevity of immune memory phenomenologically. Public Library of Science 2021-10-14 /pmc/articles/PMC8568194/ /pubmed/34648489 http://dx.doi.org/10.1371/journal.pcbi.1009468 Text en © 2021 Zarnitsyna et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Zarnitsyna, Veronika I. Akondy, Rama S. Ahmed, Hasan McGuire, Donald J. Zarnitsyn, Vladimir G. Moore, Mia Johnson, Philip L. F. Ahmed, Rafi Li, Kelvin W. Hellerstein, Marc K. Antia, Rustom Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title | Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title_full | Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title_fullStr | Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title_full_unstemmed | Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title_short | Dynamics and turnover of memory CD8 T cell responses following yellow fever vaccination |
title_sort | dynamics and turnover of memory cd8 t cell responses following yellow fever vaccination |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568194/ https://www.ncbi.nlm.nih.gov/pubmed/34648489 http://dx.doi.org/10.1371/journal.pcbi.1009468 |
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