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SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES

Inference from immunological data on cells in the adaptive immune system may benefit from modeling specifications that describe variation in the sizes of various clonal sub-populations. We develop one such specification in order to quantify the effects of surrogate selection assays, which we confirm...

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Autores principales: Yu, Peng, Lian, Yumin, Zuleger, Cindy L., Albertini, Richard J., Albertini, Mark R., Newton, Michael A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369934/
https://www.ncbi.nlm.nih.gov/pubmed/37503118
http://dx.doi.org/10.1101/2023.07.13.548950
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author Yu, Peng
Lian, Yumin
Zuleger, Cindy L.
Albertini, Richard J.
Albertini, Mark R.
Newton, Michael A.
author_facet Yu, Peng
Lian, Yumin
Zuleger, Cindy L.
Albertini, Richard J.
Albertini, Mark R.
Newton, Michael A.
author_sort Yu, Peng
collection PubMed
description Inference from immunological data on cells in the adaptive immune system may benefit from modeling specifications that describe variation in the sizes of various clonal sub-populations. We develop one such specification in order to quantify the effects of surrogate selection assays, which we confirm may lead to an enrichment for amplified, potentially disease-relevant [Formula: see text] cell clones. Our specification couples within-clonotype birth-death processes with an exchangeable model across clonotypes. Beyond enrichment questions about the surrogate selection design, our framework enables a study of sampling properties of elementary sample diversity statistics; it also points to new statistics that may usefully measure the burden of somatic genomic alterations associated with clonal expansion. We examine statistical properties of immunological samples governed by the coupled model specification, and we illustrate calculations in surrogate selection studies of melanoma and in single-cell genomic studies of [Formula: see text] cell repertoires.
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spelling pubmed-103699342023-07-27 SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES Yu, Peng Lian, Yumin Zuleger, Cindy L. Albertini, Richard J. Albertini, Mark R. Newton, Michael A. bioRxiv Article Inference from immunological data on cells in the adaptive immune system may benefit from modeling specifications that describe variation in the sizes of various clonal sub-populations. We develop one such specification in order to quantify the effects of surrogate selection assays, which we confirm may lead to an enrichment for amplified, potentially disease-relevant [Formula: see text] cell clones. Our specification couples within-clonotype birth-death processes with an exchangeable model across clonotypes. Beyond enrichment questions about the surrogate selection design, our framework enables a study of sampling properties of elementary sample diversity statistics; it also points to new statistics that may usefully measure the burden of somatic genomic alterations associated with clonal expansion. We examine statistical properties of immunological samples governed by the coupled model specification, and we illustrate calculations in surrogate selection studies of melanoma and in single-cell genomic studies of [Formula: see text] cell repertoires. Cold Spring Harbor Laboratory 2023-07-15 /pmc/articles/PMC10369934/ /pubmed/37503118 http://dx.doi.org/10.1101/2023.07.13.548950 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Yu, Peng
Lian, Yumin
Zuleger, Cindy L.
Albertini, Richard J.
Albertini, Mark R.
Newton, Michael A.
SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title_full SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title_fullStr SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title_full_unstemmed SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title_short SURROGATE SELECTION OVERSAMPLES EXPANDED T CELL CLONOTYPES
title_sort surrogate selection oversamples expanded t cell clonotypes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369934/
https://www.ncbi.nlm.nih.gov/pubmed/37503118
http://dx.doi.org/10.1101/2023.07.13.548950
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