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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2022
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.
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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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