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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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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. |
format | Online Article Text |
id | pubmed-10369934 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
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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