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1.
Genome Res ; 33(6): 839-856, 2023 06.
Article in English | MEDLINE | ID: mdl-37442575

ABSTRACT

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.


Subject(s)
COVID-19 , Glucocorticoids , Child , Humans , Glucocorticoids/pharmacology , Glucocorticoids/metabolism , Leukocytes, Mononuclear/metabolism , COVID-19/genetics , Gene Expression Regulation
2.
Nat Commun ; 14(1): 230, 2023 01 16.
Article in English | MEDLINE | ID: mdl-36646693

ABSTRACT

Puberty is an important developmental period marked by hormonal, metabolic and immune changes. Puberty also marks a shift in sex differences in susceptibility to asthma. Yet, little is known about the gene expression changes in immune cells that occur during pubertal development. Here we assess pubertal development and leukocyte gene expression in a longitudinal cohort of 251 children with asthma. We identify substantial gene expression changes associated with age and pubertal development. Gene expression changes between pre- and post-menarcheal females suggest a shift from predominantly innate to adaptive immunity. We show that genetic effects on gene expression change dynamically during pubertal development. Gene expression changes during puberty are correlated with gene expression changes associated with asthma and may explain sex differences in prevalence. Our results show that molecular data used to study the genetics of early onset diseases should consider pubertal development as an important factor that modifies the transcriptome.


Subject(s)
Asthma , Puberty , Humans , Male , Child , Female , Puberty/genetics , Menarche , Asthma/genetics , Asthma/epidemiology , Leukocytes , Age Factors , Longitudinal Studies
3.
bioRxiv ; 2022 Oct 15.
Article in English | MEDLINE | ID: mdl-35313584

ABSTRACT

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.

4.
Cell Rep ; 37(8): 110057, 2021 11 23.
Article in English | MEDLINE | ID: mdl-34818542

ABSTRACT

The gut microbiome exhibits extreme compositional variation between hominid hosts. However, it is unclear how this variation impacts host physiology across species and whether this effect can be mediated through microbial regulation of host gene expression in interacting epithelial cells. Here, we characterize the transcriptional response of human colonic epithelial cells in vitro to live microbial communities extracted from humans, chimpanzees, gorillas, and orangutans. We find that most host genes exhibit a conserved response, whereby they respond similarly to the four hominid microbiomes. However, hundreds of host genes exhibit a divergent response, whereby they respond only to microbiomes from specific host species. Such genes are associated with intestinal diseases in humans, including inflammatory bowel disease and Crohn's disease. Last, we find that inflammation-associated microbial species regulate the expression of host genes previously associated with inflammatory bowel disease, suggesting health-related consequences for species-specific host-microbiome interactions across hominids.


Subject(s)
Gastrointestinal Microbiome/genetics , Gene Expression Regulation/genetics , Hominidae/microbiology , Animals , Bacteria/genetics , Epithelial Cells/metabolism , Feces/microbiology , Gene Expression/genetics , Gorilla gorilla/microbiology , Hominidae/genetics , Humans , Inflammatory Bowel Diseases/genetics , Microbiota/genetics , Pan troglodytes/microbiology , Phylogeny , Pongo/microbiology , RNA, Ribosomal, 16S/genetics , Species Specificity
5.
Elife ; 102021 06 18.
Article in English | MEDLINE | ID: mdl-34142656

ABSTRACT

Social interactions and the overall psychosocial environment have a demonstrated impact on health, particularly for people living in disadvantaged urban areas. Here, we investigated the effect of psychosocial experiences on gene expression in peripheral blood immune cells of children with asthma in Metro Detroit. Using RNA-sequencing and a new machine learning approach, we identified transcriptional signatures of 19 variables including psychosocial factors, blood cell composition, and asthma symptoms. Importantly, we found 169 genes associated with asthma or allergic disease that are regulated by psychosocial factors and 344 significant gene-environment interactions for gene expression levels. These results demonstrate that immune gene expression mediates the link between negative psychosocial experiences and asthma risk.


Subject(s)
Asthma , Gene-Environment Interaction , Adolescent , Asthma/epidemiology , Asthma/genetics , Asthma/metabolism , Asthma/psychology , Child , Female , Genotype , Humans , Longitudinal Studies , Male , Michigan , Transcriptome/genetics
6.
J Virol ; 90(16): 7196-7204, 2016 08 15.
Article in English | MEDLINE | ID: mdl-27252527

ABSTRACT

UNLABELLED: We previously reported that an amino acid substitution, Y704A, near the 2-fold interface of adeno-associated virus (AAV) was defective for transcription of the packaged genome (M. Salganik, F. Aydemir, H. J. Nam, R. McKenna, M. Agbandje-McKenna, and N. Muzyczka, J Virol 88:1071-1079, 2013, doi: http://dx.doi.org/10.1128/JVI.02093-13). In this report, we have characterized the defect in 6 additional capsid mutants located in a region ∼30 Šin diameter on the surface of the AAV type 2 (AAV2) capsid near the 2-fold interface. These mutants, which are highly conserved among primate serotypes, displayed a severe defect (3 to 6 logs) in infectivity. All of the mutants accumulated significant levels of uncoated DNA in the nucleus, but none of the mutants were able to accumulate significant amounts of genomic mRNA postinfection. In addition, wild-type (wt) capsids that were bound to the conformational antibody A20, which is known to bind the capsid surface in the region of the mutants, were also defective for transcription. In all cases, the mutant virus particles, as well as the antibody-bound wild-type capsids, were able to enter the cell, travel to the nucleus, uncoat, and synthesize a second strand but were unable to transcribe their genomes. Taken together, the phenotype of these mutants provides compelling evidence that the AAV capsid plays a role in the transcription of its genome, and the mutants map this functional region on the surface of the capsid near the 2-fold interface. This appears to be the first example of a viral structural protein that is also involved in the transcription of the viral genome that it delivers to the nucleus. IMPORTANCE: Many viruses package enzymes within their capsids that assist in expressing their genomes postinfection, e.g., retroviruses. A number of nonenveloped viruses, including AAV, carry proteases that are needed for capsid maturation or for capsid modification during infection. We describe here what appears to be the first example of a nonenveloped viral capsid that appears to have a role in promoting transcription. A total of six mutants at the AAV capsid 2-fold interface were shown to have a severe defect in expressing their genomes, and the defect was at the level of mRNA accumulation. This suggests that AAV capsids have a novel role in promoting the transcription of the genomes that they have packaged. Since wt virions could not complement the mutant viruses, and the mutant viruses did not effectively inhibit wt gene expression, our results suggest that the capsid exerts its effect on transcription in cis.


Subject(s)
Capsid/physiology , Dependovirus/genetics , Genome, Viral/genetics , Mutation/genetics , Parvoviridae Infections/virology , Transcription, Genetic/genetics , Viral Structural Proteins/genetics , Amino Acid Substitution , HEK293 Cells , HeLa Cells , Humans , Models, Molecular , Parvoviridae Infections/genetics , Parvoviridae Infections/metabolism , Phenotype , RNA, Viral/genetics , Viral Structural Proteins/chemistry , Viral Structural Proteins/metabolism , Virion
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