Cargando…
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 a 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 mol...
Autores principales: | , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10519413/ https://www.ncbi.nlm.nih.gov/pubmed/37442575 http://dx.doi.org/10.1101/gr.276765.122 |
_version_ | 1785109692839624704 |
---|---|
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 a 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 used novel statistical approaches to calculate a mean-independent measure of gene expression variability and a measure of transcriptional response pseudotime. Using these approaches, we showed 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 showed widespread genetic regulation of the transcriptional dynamics of the gene expression response. |
format | Online Article Text |
id | pubmed-10519413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-105194132023-09-26 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 Genome Res Research Synthetic glucocorticoids, such as dexamethasone, have been used as a 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 used novel statistical approaches to calculate a mean-independent measure of gene expression variability and a measure of transcriptional response pseudotime. Using these approaches, we showed 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 showed widespread genetic regulation of the transcriptional dynamics of the gene expression response. Cold Spring Harbor Laboratory Press 2023-06 /pmc/articles/PMC10519413/ /pubmed/37442575 http://dx.doi.org/10.1101/gr.276765.122 Text en © 2023 Resztak et al.; Published by Cold Spring Harbor Laboratory Press https://creativecommons.org/licenses/by-nc/4.0/This article, published in Genome Research, is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Research 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 | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10519413/ https://www.ncbi.nlm.nih.gov/pubmed/37442575 http://dx.doi.org/10.1101/gr.276765.122 |
work_keys_str_mv | AT resztakjustynaa geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT weijulong geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT ziliolisamuele geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT sendleredward geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT alaziziadnan geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT mairmeijershenriettee geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT wupeijun geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT wenxiaoquan geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT slatcherrichardb geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT zhouxiang geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT lucafrancesca geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution AT piqueregiroger geneticcontrolofthedynamictranscriptionalresponsetoimmunestimuliandglucocorticoidsatsinglecellresolution |