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Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose
BACKGROUND: Classic dendritic cells (cDCs) play a central role in the immune system by processing and presenting antigens to activate T cells, and consist of two major subsets: CD141(+) cDC (cDC1) and CD1c(+) cDC (cDC2). A population of migratory precursor cells, the pre-cDCs, is the immediate precu...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6599345/ https://www.ncbi.nlm.nih.gov/pubmed/31253076 http://dx.doi.org/10.1186/s12860-019-0199-y |
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author | Ma, Wenji Lee, Jaeyop Backenroth, Daniel Zhou, Yu Jerry Bush, Erin Sims, Peter Liu, Kang Shen, Yufeng |
author_facet | Ma, Wenji Lee, Jaeyop Backenroth, Daniel Zhou, Yu Jerry Bush, Erin Sims, Peter Liu, Kang Shen, Yufeng |
author_sort | Ma, Wenji |
collection | PubMed |
description | BACKGROUND: Classic dendritic cells (cDCs) play a central role in the immune system by processing and presenting antigens to activate T cells, and consist of two major subsets: CD141(+) cDC (cDC1) and CD1c(+) cDC (cDC2). A population of migratory precursor cells, the pre-cDCs, is the immediate precursors to both cDC subsets. Previous studies showed that there were two pre-committed pre-cDC subpopulations. However, the key molecular drivers of pre-commitment in human pre-cDCs were not investigated. RESULTS: To identify the key molecular drivers for pre-commitment in human pre-cDCs, we performed single cell RNA sequencing (RNA-Seq) of two cDC subsets and pre-cDCs, and bulk RNA-Seq of pre-cDCs and cDCs from human peripheral blood. We found that pre-DC subpopulations cannot be separated by either variable genes within pre-cDCs or differentially expressed genes between cDC1 and cDC2. In contrast, they were separated by 16 transcription factors that are themselves differentially expressed or have regulated targets enriched in the differentially expressed genes between bulk cDC1 and cDC2, with one subpopulation close to cDC1 and the other close to cDC2. More importantly, these two pre-cDC sub-populations are correlated with ratio of IRF8 to IRF4 expression level more than their individual expression level. We also verified these findings using three recently published datasets. CONCLUSIONS: In this study, we demonstrate that single cell transcriptome profiling can reveal pre-cDCs differentiation map, and our results suggest the concept that combinatorial dose of transcription factors determines cell differentiation fate. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12860-019-0199-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6599345 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-65993452019-07-11 Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose Ma, Wenji Lee, Jaeyop Backenroth, Daniel Zhou, Yu Jerry Bush, Erin Sims, Peter Liu, Kang Shen, Yufeng BMC Mol Cell Biol Research Article BACKGROUND: Classic dendritic cells (cDCs) play a central role in the immune system by processing and presenting antigens to activate T cells, and consist of two major subsets: CD141(+) cDC (cDC1) and CD1c(+) cDC (cDC2). A population of migratory precursor cells, the pre-cDCs, is the immediate precursors to both cDC subsets. Previous studies showed that there were two pre-committed pre-cDC subpopulations. However, the key molecular drivers of pre-commitment in human pre-cDCs were not investigated. RESULTS: To identify the key molecular drivers for pre-commitment in human pre-cDCs, we performed single cell RNA sequencing (RNA-Seq) of two cDC subsets and pre-cDCs, and bulk RNA-Seq of pre-cDCs and cDCs from human peripheral blood. We found that pre-DC subpopulations cannot be separated by either variable genes within pre-cDCs or differentially expressed genes between cDC1 and cDC2. In contrast, they were separated by 16 transcription factors that are themselves differentially expressed or have regulated targets enriched in the differentially expressed genes between bulk cDC1 and cDC2, with one subpopulation close to cDC1 and the other close to cDC2. More importantly, these two pre-cDC sub-populations are correlated with ratio of IRF8 to IRF4 expression level more than their individual expression level. We also verified these findings using three recently published datasets. CONCLUSIONS: In this study, we demonstrate that single cell transcriptome profiling can reveal pre-cDCs differentiation map, and our results suggest the concept that combinatorial dose of transcription factors determines cell differentiation fate. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12860-019-0199-y) contains supplementary material, which is available to authorized users. BioMed Central 2019-06-28 /pmc/articles/PMC6599345/ /pubmed/31253076 http://dx.doi.org/10.1186/s12860-019-0199-y Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Ma, Wenji Lee, Jaeyop Backenroth, Daniel Zhou, Yu Jerry Bush, Erin Sims, Peter Liu, Kang Shen, Yufeng Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title | Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title_full | Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title_fullStr | Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title_full_unstemmed | Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title_short | Single cell RNA-Seq reveals pre-cDCs fate determined by transcription factor combinatorial dose |
title_sort | single cell rna-seq reveals pre-cdcs fate determined by transcription factor combinatorial dose |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6599345/ https://www.ncbi.nlm.nih.gov/pubmed/31253076 http://dx.doi.org/10.1186/s12860-019-0199-y |
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