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Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors
B and T cells are integral parts of the immune system and are implicated in many diseases, e.g. autoimmunity. Towards understanding the biology of B and T cells and subsets thereof, their transcriptomes can be analyzed using single-cell RNA sequencing. In some studies, the V(D)J transcripts encoding...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10195088/ https://www.ncbi.nlm.nih.gov/pubmed/36473726 http://dx.doi.org/10.1093/bfgp/elac044 |
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author | Sundell, Timothy Grimstad, Kristoffer Camponeschi, Alessandro Tilevik, Andreas Gjertsson, Inger Mårtensson, Inga-Lill |
author_facet | Sundell, Timothy Grimstad, Kristoffer Camponeschi, Alessandro Tilevik, Andreas Gjertsson, Inger Mårtensson, Inga-Lill |
author_sort | Sundell, Timothy |
collection | PubMed |
description | B and T cells are integral parts of the immune system and are implicated in many diseases, e.g. autoimmunity. Towards understanding the biology of B and T cells and subsets thereof, their transcriptomes can be analyzed using single-cell RNA sequencing. In some studies, the V(D)J transcripts encoding the variable regions of the B- and T-cell antigen receptors have been removed before the analyses. However, a systematic analysis of the effects of including versus excluding these genes is currently lacking. We have investigated the effects of these transcripts on unsupervised clustering and down-stream analyses of single-cell RNA sequencing data from B and T cells. We found that exclusion of the B−/T-cell receptor genes prior to unsupervised clustering resulted in clusters that represented biologically meaningful subsets, such as subsets of memory B and memory T cells. Furthermore, pseudo-time and trajectory inference analyses of early B-lineage cells resulted in a developmental pathway from progenitor to immature B cells. In contrast, when the B−/T-cell receptor genes were not removed, with the PCs used for clustering consisting of up to 70% V-genes, this resulted in some clusters being defined exclusively by V-gene segments. These did not represent biologically meaningful subsets; for instance in the early B-lineage cells, these clusters contained cells representing all developmental stages. Thus, in studies of B and T cells, to derive biologically meaningful results, it is imperative to remove the gene sequences that encode B- and T-cell receptors. |
format | Online Article Text |
id | pubmed-10195088 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-101950882023-05-19 Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors Sundell, Timothy Grimstad, Kristoffer Camponeschi, Alessandro Tilevik, Andreas Gjertsson, Inger Mårtensson, Inga-Lill Brief Funct Genomics Protocol Article B and T cells are integral parts of the immune system and are implicated in many diseases, e.g. autoimmunity. Towards understanding the biology of B and T cells and subsets thereof, their transcriptomes can be analyzed using single-cell RNA sequencing. In some studies, the V(D)J transcripts encoding the variable regions of the B- and T-cell antigen receptors have been removed before the analyses. However, a systematic analysis of the effects of including versus excluding these genes is currently lacking. We have investigated the effects of these transcripts on unsupervised clustering and down-stream analyses of single-cell RNA sequencing data from B and T cells. We found that exclusion of the B−/T-cell receptor genes prior to unsupervised clustering resulted in clusters that represented biologically meaningful subsets, such as subsets of memory B and memory T cells. Furthermore, pseudo-time and trajectory inference analyses of early B-lineage cells resulted in a developmental pathway from progenitor to immature B cells. In contrast, when the B−/T-cell receptor genes were not removed, with the PCs used for clustering consisting of up to 70% V-genes, this resulted in some clusters being defined exclusively by V-gene segments. These did not represent biologically meaningful subsets; for instance in the early B-lineage cells, these clusters contained cells representing all developmental stages. Thus, in studies of B and T cells, to derive biologically meaningful results, it is imperative to remove the gene sequences that encode B- and T-cell receptors. Oxford University Press 2022-12-06 /pmc/articles/PMC10195088/ /pubmed/36473726 http://dx.doi.org/10.1093/bfgp/elac044 Text en © The Author(s) 2022. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Protocol Article Sundell, Timothy Grimstad, Kristoffer Camponeschi, Alessandro Tilevik, Andreas Gjertsson, Inger Mårtensson, Inga-Lill Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title | Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title_full | Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title_fullStr | Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title_full_unstemmed | Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title_short | Single-cell RNA sequencing analyses: interference by the genes that encode the B-cell and T-cell receptors |
title_sort | single-cell rna sequencing analyses: interference by the genes that encode the b-cell and t-cell receptors |
topic | Protocol Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10195088/ https://www.ncbi.nlm.nih.gov/pubmed/36473726 http://dx.doi.org/10.1093/bfgp/elac044 |
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