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Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution
Synthetic glucocorticoids, such as dexamethasone, have been used as treatment for many immune conditions, such as asthma and more recently severe COVID-19. Single cell data can capture more fine-grained details on transcriptional variability and dynamics to gain a better understanding of the molecul...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8936121/ https://www.ncbi.nlm.nih.gov/pubmed/35313584 http://dx.doi.org/10.1101/2021.09.30.462672 |
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author | Resztak, Justyna A Wei, Julong Zilioli, Samuele Sendler, Edward Alazizi, Adnan Mair-Meijers, Henriette E Wu, Peijun Wen, Xiaoquan Slatcher, Richard B Zhou, Xiang Luca, Francesca Pique-Regi, Roger |
author_facet | Resztak, Justyna A Wei, Julong Zilioli, Samuele Sendler, Edward Alazizi, Adnan Mair-Meijers, Henriette E Wu, Peijun Wen, Xiaoquan Slatcher, Richard B Zhou, Xiang Luca, Francesca Pique-Regi, Roger |
author_sort | Resztak, Justyna A |
collection | PubMed |
description | Synthetic glucocorticoids, such as dexamethasone, have been used as treatment for many immune conditions, such as asthma and more recently severe COVID-19. Single cell data can capture more fine-grained details on transcriptional variability and dynamics to gain a better understanding of the molecular underpinnings of inter-individual variation in drug response. Here, we used single cell RNA-seq to study the dynamics of the transcriptional response to glucocorticoids in activated Peripheral Blood Mononuclear Cells from 96 African American children. We employed novel statistical approaches to calculate a mean-independent measure of gene expression variability and a measure of transcriptional response pseudotime. Using these approaches, we demonstrated that glucocorticoids reverse the effects of immune stimulation on both gene expression mean and variability. Our novel measure of gene expression response dynamics, based on the diagonal linear discriminant analysis, separated individual cells by response status on the basis of their transcriptional profiles and allowed us to identify different dynamic patterns of gene expression along the response pseudotime. We identified genetic variants regulating gene expression mean and variability, including treatment-specific effects, and demonstrated widespread genetic regulation of the transcriptional dynamics of the gene expression response. |
format | Online Article Text |
id | pubmed-8936121 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-89361212022-12-15 Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution Resztak, Justyna A Wei, Julong Zilioli, Samuele Sendler, Edward Alazizi, Adnan Mair-Meijers, Henriette E Wu, Peijun Wen, Xiaoquan Slatcher, Richard B Zhou, Xiang Luca, Francesca Pique-Regi, Roger bioRxiv Article Synthetic glucocorticoids, such as dexamethasone, have been used as treatment for many immune conditions, such as asthma and more recently severe COVID-19. Single cell data can capture more fine-grained details on transcriptional variability and dynamics to gain a better understanding of the molecular underpinnings of inter-individual variation in drug response. Here, we used single cell RNA-seq to study the dynamics of the transcriptional response to glucocorticoids in activated Peripheral Blood Mononuclear Cells from 96 African American children. We employed novel statistical approaches to calculate a mean-independent measure of gene expression variability and a measure of transcriptional response pseudotime. Using these approaches, we demonstrated that glucocorticoids reverse the effects of immune stimulation on both gene expression mean and variability. Our novel measure of gene expression response dynamics, based on the diagonal linear discriminant analysis, separated individual cells by response status on the basis of their transcriptional profiles and allowed us to identify different dynamic patterns of gene expression along the response pseudotime. We identified genetic variants regulating gene expression mean and variability, including treatment-specific effects, and demonstrated widespread genetic regulation of the transcriptional dynamics of the gene expression response. Cold Spring Harbor Laboratory 2022-10-15 /pmc/articles/PMC8936121/ /pubmed/35313584 http://dx.doi.org/10.1101/2021.09.30.462672 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Resztak, Justyna A Wei, Julong Zilioli, Samuele Sendler, Edward Alazizi, Adnan Mair-Meijers, Henriette E Wu, Peijun Wen, Xiaoquan Slatcher, Richard B Zhou, Xiang Luca, Francesca Pique-Regi, Roger Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title | Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title_full | Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title_fullStr | Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title_full_unstemmed | Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title_short | Genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
title_sort | genetic control of the dynamic transcriptional response to immune stimuli and glucocorticoids at single cell resolution |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8936121/ https://www.ncbi.nlm.nih.gov/pubmed/35313584 http://dx.doi.org/10.1101/2021.09.30.462672 |
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