Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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
_version_ 1784594384681959424
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
work_keys_str_mv AT zarnitsynaveronikai dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT akondyramas dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT ahmedhasan dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT mcguiredonaldj dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT zarnitsynvladimirg dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT mooremia dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT johnsonphiliplf dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT ahmedrafi dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT likelvinw dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT hellersteinmarck dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination
AT antiarustom dynamicsandturnoverofmemorycd8tcellresponsesfollowingyellowfevervaccination