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Measuring Intratumoral Heterogeneity of Immune Repertoires

There is considerable clinical and fundamental value in measuring the clonal heterogeneity of T and B cell expansions in tumors and tumor-associated lymphoid structures—along with the associated heterogeneity of the tumor neoantigen landscape—but such analyses remain challenging to perform. Here, we...

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Autores principales: Yuzhakova, Diana Vladimirovna, Volchkova, Lilia N., Pogorelyy, Mikhail Valerievich, Serebrovskaya, Ekaterina O., Shagina, Irina A., Bryushkova, Ekaterina A., Nakonechnaya, Tatiana O., Izosimova, Anna V., Zavyalova, Daria S., Karabut, Maria M., Izraelson, Mark, Samoylenko, Igor V., Zagainov, Vladimir E., Chudakov, Dmitriy M., Zagaynova, Elena V., Sharonov, George Vladimirovich
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7227437/
https://www.ncbi.nlm.nih.gov/pubmed/32457825
http://dx.doi.org/10.3389/fonc.2020.00512
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author Yuzhakova, Diana Vladimirovna
Volchkova, Lilia N.
Pogorelyy, Mikhail Valerievich
Serebrovskaya, Ekaterina O.
Shagina, Irina A.
Bryushkova, Ekaterina A.
Nakonechnaya, Tatiana O.
Izosimova, Anna V.
Zavyalova, Daria S.
Karabut, Maria M.
Izraelson, Mark
Samoylenko, Igor V.
Zagainov, Vladimir E.
Chudakov, Dmitriy M.
Zagaynova, Elena V.
Sharonov, George Vladimirovich
author_facet Yuzhakova, Diana Vladimirovna
Volchkova, Lilia N.
Pogorelyy, Mikhail Valerievich
Serebrovskaya, Ekaterina O.
Shagina, Irina A.
Bryushkova, Ekaterina A.
Nakonechnaya, Tatiana O.
Izosimova, Anna V.
Zavyalova, Daria S.
Karabut, Maria M.
Izraelson, Mark
Samoylenko, Igor V.
Zagainov, Vladimir E.
Chudakov, Dmitriy M.
Zagaynova, Elena V.
Sharonov, George Vladimirovich
author_sort Yuzhakova, Diana Vladimirovna
collection PubMed
description There is considerable clinical and fundamental value in measuring the clonal heterogeneity of T and B cell expansions in tumors and tumor-associated lymphoid structures—along with the associated heterogeneity of the tumor neoantigen landscape—but such analyses remain challenging to perform. Here, we propose a straightforward approach to analyze the heterogeneity of immune repertoires between different tissue sections in a quantitative and controlled way, based on a beta-binomial noise model trained on control replicates obtained at the level of single-cell suspensions. This approach allows to identify local clonal expansions with high accuracy. We reveal in situ proliferation of clonal T cells in a mouse model of melanoma, and analyze heterogeneity of immunoglobulin repertoires between sections of a metastatically-infiltrated lymph node in human melanoma and primary human colon tumor. On the latter example, we demonstrate the importance of training the noise model on datasets with depth and content that is comparable to the samples being studied. Altogether, we describe here the crucial basic instrumentarium needed to facilitate proper experimental setup planning in the rapidly evolving field of intratumoral immune repertoires, from the wet lab to bioinformatics analysis.
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spelling pubmed-72274372020-05-25 Measuring Intratumoral Heterogeneity of Immune Repertoires Yuzhakova, Diana Vladimirovna Volchkova, Lilia N. Pogorelyy, Mikhail Valerievich Serebrovskaya, Ekaterina O. Shagina, Irina A. Bryushkova, Ekaterina A. Nakonechnaya, Tatiana O. Izosimova, Anna V. Zavyalova, Daria S. Karabut, Maria M. Izraelson, Mark Samoylenko, Igor V. Zagainov, Vladimir E. Chudakov, Dmitriy M. Zagaynova, Elena V. Sharonov, George Vladimirovich Front Oncol Oncology There is considerable clinical and fundamental value in measuring the clonal heterogeneity of T and B cell expansions in tumors and tumor-associated lymphoid structures—along with the associated heterogeneity of the tumor neoantigen landscape—but such analyses remain challenging to perform. Here, we propose a straightforward approach to analyze the heterogeneity of immune repertoires between different tissue sections in a quantitative and controlled way, based on a beta-binomial noise model trained on control replicates obtained at the level of single-cell suspensions. This approach allows to identify local clonal expansions with high accuracy. We reveal in situ proliferation of clonal T cells in a mouse model of melanoma, and analyze heterogeneity of immunoglobulin repertoires between sections of a metastatically-infiltrated lymph node in human melanoma and primary human colon tumor. On the latter example, we demonstrate the importance of training the noise model on datasets with depth and content that is comparable to the samples being studied. Altogether, we describe here the crucial basic instrumentarium needed to facilitate proper experimental setup planning in the rapidly evolving field of intratumoral immune repertoires, from the wet lab to bioinformatics analysis. Frontiers Media S.A. 2020-05-08 /pmc/articles/PMC7227437/ /pubmed/32457825 http://dx.doi.org/10.3389/fonc.2020.00512 Text en Copyright © 2020 Yuzhakova, Volchkova, Pogorelyy, Serebrovskaya, Shagina, Bryushkova, Nakonechnaya, Izosimova, Zavyalova, Karabut, Izraelson, Samoylenko, Zagainov, Chudakov, Zagaynova and Sharonov. 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) and the copyright owner(s) 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 Oncology
Yuzhakova, Diana Vladimirovna
Volchkova, Lilia N.
Pogorelyy, Mikhail Valerievich
Serebrovskaya, Ekaterina O.
Shagina, Irina A.
Bryushkova, Ekaterina A.
Nakonechnaya, Tatiana O.
Izosimova, Anna V.
Zavyalova, Daria S.
Karabut, Maria M.
Izraelson, Mark
Samoylenko, Igor V.
Zagainov, Vladimir E.
Chudakov, Dmitriy M.
Zagaynova, Elena V.
Sharonov, George Vladimirovich
Measuring Intratumoral Heterogeneity of Immune Repertoires
title Measuring Intratumoral Heterogeneity of Immune Repertoires
title_full Measuring Intratumoral Heterogeneity of Immune Repertoires
title_fullStr Measuring Intratumoral Heterogeneity of Immune Repertoires
title_full_unstemmed Measuring Intratumoral Heterogeneity of Immune Repertoires
title_short Measuring Intratumoral Heterogeneity of Immune Repertoires
title_sort measuring intratumoral heterogeneity of immune repertoires
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7227437/
https://www.ncbi.nlm.nih.gov/pubmed/32457825
http://dx.doi.org/10.3389/fonc.2020.00512
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