Cargando…
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...
Autores principales: | , , , , , , , , , , , , , , , |
---|---|
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 |
_version_ | 1783534501152948224 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7227437 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT yuzhakovadianavladimirovna measuringintratumoralheterogeneityofimmunerepertoires AT volchkovalilian measuringintratumoralheterogeneityofimmunerepertoires AT pogorelyymikhailvalerievich measuringintratumoralheterogeneityofimmunerepertoires AT serebrovskayaekaterinao measuringintratumoralheterogeneityofimmunerepertoires AT shaginairinaa measuringintratumoralheterogeneityofimmunerepertoires AT bryushkovaekaterinaa measuringintratumoralheterogeneityofimmunerepertoires AT nakonechnayatatianao measuringintratumoralheterogeneityofimmunerepertoires AT izosimovaannav measuringintratumoralheterogeneityofimmunerepertoires AT zavyalovadarias measuringintratumoralheterogeneityofimmunerepertoires AT karabutmariam measuringintratumoralheterogeneityofimmunerepertoires AT izraelsonmark measuringintratumoralheterogeneityofimmunerepertoires AT samoylenkoigorv measuringintratumoralheterogeneityofimmunerepertoires AT zagainovvladimire measuringintratumoralheterogeneityofimmunerepertoires AT chudakovdmitriym measuringintratumoralheterogeneityofimmunerepertoires AT zagaynovaelenav measuringintratumoralheterogeneityofimmunerepertoires AT sharonovgeorgevladimirovich measuringintratumoralheterogeneityofimmunerepertoires |