Cargando…

Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing

Immunoglobulin repertoire sequencing has successfully been applied to identify expanded antigen-activated B-cell clones that play a role in the pathogenesis of immune disorders. One challenge is the selection of the Ag-specific B cells from the measured repertoire for downstream analyses. A general...

Descripción completa

Detalles Bibliográficos
Autores principales: Reshetova, Polina, van Schaik, Barbera D. C., Klarenbeek, Paul L., Doorenspleet, Marieke E., Esveldt, Rebecca E. E., Tak, Paul-Peter, Guikema, Jeroen E. J., de Vries, Niek, van Kampen, Antoine H. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5337809/
https://www.ncbi.nlm.nih.gov/pubmed/28321219
http://dx.doi.org/10.3389/fimmu.2017.00221
_version_ 1782512444096118784
author Reshetova, Polina
van Schaik, Barbera D. C.
Klarenbeek, Paul L.
Doorenspleet, Marieke E.
Esveldt, Rebecca E. E.
Tak, Paul-Peter
Guikema, Jeroen E. J.
de Vries, Niek
van Kampen, Antoine H. C.
author_facet Reshetova, Polina
van Schaik, Barbera D. C.
Klarenbeek, Paul L.
Doorenspleet, Marieke E.
Esveldt, Rebecca E. E.
Tak, Paul-Peter
Guikema, Jeroen E. J.
de Vries, Niek
van Kampen, Antoine H. C.
author_sort Reshetova, Polina
collection PubMed
description Immunoglobulin repertoire sequencing has successfully been applied to identify expanded antigen-activated B-cell clones that play a role in the pathogenesis of immune disorders. One challenge is the selection of the Ag-specific B cells from the measured repertoire for downstream analyses. A general feature of an immune response is the expansion of specific clones resulting in a set of subclones with common ancestry varying in abundance and in the number of acquired somatic mutations. The expanded subclones are expected to have BCR affinities for the Ag higher than the affinities of the naive B cells in the background population. For these reasons, several groups successfully proceeded or suggested selecting highly abundant subclones from the repertoire to obtain the Ag-specific B cells. Given the nature of affinity maturation one would expect that abundant subclones are of high affinity but since repertoire sequencing only provides information about abundancies, this can only be verified with additional experiments, which are very labor intensive. Moreover, this would also require knowledge of the Ag, which is often not available for clinical samples. Consequently, in general we do not know if the selected highly abundant subclone(s) are also the high(est) affinity subclones. Such knowledge would likely improve the selection of relevant subclones for further characterization and Ag screening. Therefore, to gain insight in the relation between subclone abundancy and affinity, we developed a computational model that simulates affinity maturation in a single GC while tracking individual subclones in terms of abundancy and affinity. We show that the model correctly captures the overall GC dynamics, and that the amount of expansion is qualitatively comparable to expansion observed from B cells isolated from human lymph nodes. Analysis of the fraction of high- and low-affinity subclones among the unexpanded and expanded subclones reveals a limited correlation between abundancy and affinity and shows that the low abundant subclones are of highest affinity. Thus, our model suggests that selecting highly abundant subclones from repertoire sequencing experiments would not always lead to the high(est) affinity B cells. Consequently, additional or alternative selection approaches need to be applied.
format Online
Article
Text
id pubmed-5337809
institution National Center for Biotechnology Information
language English
publishDate 2017
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-53378092017-03-20 Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing Reshetova, Polina van Schaik, Barbera D. C. Klarenbeek, Paul L. Doorenspleet, Marieke E. Esveldt, Rebecca E. E. Tak, Paul-Peter Guikema, Jeroen E. J. de Vries, Niek van Kampen, Antoine H. C. Front Immunol Immunology Immunoglobulin repertoire sequencing has successfully been applied to identify expanded antigen-activated B-cell clones that play a role in the pathogenesis of immune disorders. One challenge is the selection of the Ag-specific B cells from the measured repertoire for downstream analyses. A general feature of an immune response is the expansion of specific clones resulting in a set of subclones with common ancestry varying in abundance and in the number of acquired somatic mutations. The expanded subclones are expected to have BCR affinities for the Ag higher than the affinities of the naive B cells in the background population. For these reasons, several groups successfully proceeded or suggested selecting highly abundant subclones from the repertoire to obtain the Ag-specific B cells. Given the nature of affinity maturation one would expect that abundant subclones are of high affinity but since repertoire sequencing only provides information about abundancies, this can only be verified with additional experiments, which are very labor intensive. Moreover, this would also require knowledge of the Ag, which is often not available for clinical samples. Consequently, in general we do not know if the selected highly abundant subclone(s) are also the high(est) affinity subclones. Such knowledge would likely improve the selection of relevant subclones for further characterization and Ag screening. Therefore, to gain insight in the relation between subclone abundancy and affinity, we developed a computational model that simulates affinity maturation in a single GC while tracking individual subclones in terms of abundancy and affinity. We show that the model correctly captures the overall GC dynamics, and that the amount of expansion is qualitatively comparable to expansion observed from B cells isolated from human lymph nodes. Analysis of the fraction of high- and low-affinity subclones among the unexpanded and expanded subclones reveals a limited correlation between abundancy and affinity and shows that the low abundant subclones are of highest affinity. Thus, our model suggests that selecting highly abundant subclones from repertoire sequencing experiments would not always lead to the high(est) affinity B cells. Consequently, additional or alternative selection approaches need to be applied. Frontiers Media S.A. 2017-03-06 /pmc/articles/PMC5337809/ /pubmed/28321219 http://dx.doi.org/10.3389/fimmu.2017.00221 Text en Copyright © 2017 Reshetova, van Schaik, Klarenbeek, Doorenspleet, Esveldt, Tak, Guikema, de Vries and van Kampen. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Reshetova, Polina
van Schaik, Barbera D. C.
Klarenbeek, Paul L.
Doorenspleet, Marieke E.
Esveldt, Rebecca E. E.
Tak, Paul-Peter
Guikema, Jeroen E. J.
de Vries, Niek
van Kampen, Antoine H. C.
Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title_full Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title_fullStr Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title_full_unstemmed Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title_short Computational Model Reveals Limited Correlation between Germinal Center B-Cell Subclone Abundancy and Affinity: Implications for Repertoire Sequencing
title_sort computational model reveals limited correlation between germinal center b-cell subclone abundancy and affinity: implications for repertoire sequencing
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5337809/
https://www.ncbi.nlm.nih.gov/pubmed/28321219
http://dx.doi.org/10.3389/fimmu.2017.00221
work_keys_str_mv AT reshetovapolina computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT vanschaikbarberadc computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT klarenbeekpaull computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT doorenspleetmariekee computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT esveldtrebeccaee computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT takpaulpeter computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT guikemajeroenej computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT devriesniek computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing
AT vankampenantoinehc computationalmodelrevealslimitedcorrelationbetweengerminalcenterbcellsubcloneabundancyandaffinityimplicationsforrepertoiresequencing