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1.
Nat Commun ; 12(1): 1307, 2021 02 26.
Article in English | MEDLINE | ID: mdl-33637709

ABSTRACT

Interactions between transcription factors and chromatin are fundamental to genome organization and regulation and, ultimately, cell state. Here, we use information theory to measure signatures of organized chromatin resulting from transcription factor-chromatin interactions encoded in the patterns of the accessible genome, which we term chromatin information enrichment (CIE). We calculate CIE for hundreds of transcription factor motifs across human samples and identify two classes: low and high CIE. The 10-20% of common and tissue-specific high CIE transcription factor motifs, associate with higher protein-DNA residence time, including different binding site subclasses of the same transcription factor, increased nucleosome phasing, specific protein domains, and the genetic control of both chromatin accessibility and gene expression. These results show that variations in the information encoded in chromatin architecture reflect functional biological variation, with implications for cell state dynamics and memory.


Subject(s)
Chromatin/metabolism , DNA/metabolism , Transcription Factors/metabolism , Transcription, Genetic/physiology , Binding Sites , Cell Line , DNA-Binding Proteins , Gene Expression Regulation , Hep G2 Cells , Humans , Nucleosomes
2.
Cell Syst ; 10(3): 298-306.e4, 2020 03 25.
Article in English | MEDLINE | ID: mdl-32213349

ABSTRACT

The assay for transposase-accessible chromatin using sequencing (ATAC-seq) has become the preferred method for mapping chromatin accessibility due to its time and input material efficiency. However, it can be difficult to evaluate data quality and identify sources of technical bias across samples. Here, we present ataqv, a computational toolkit for efficiently measuring, visualizing, and comparing quality control (QC) results across samples and experiments. We use ataqv to analyze 2,009 public ATAC-seq datasets; their QC metrics display a 10-fold range. Tn5 dosage experiments and statistical modeling show that technical variation in the ratio of Tn5 transposase to nuclei and sequencing flowcell density induces systematic bias in ATAC-seq data by changing the enrichment of reads across functional genomic annotations including promoters, enhancers, and transcription-factor-bound regions, with the notable exception of CTCF. ataqv can be integrated into existing computational pipelines and is freely available at https://github.com/ParkerLab/ataqv/.


Subject(s)
Chromatin Immunoprecipitation Sequencing/methods , High-Throughput Nucleotide Sequencing/methods , Sequence Analysis, DNA/methods , Animals , Bias , Chromatin/genetics , Computational Biology/methods , Humans , Promoter Regions, Genetic/genetics , Quality Control , Regulatory Sequences, Nucleic Acid/genetics , Software , Transcription Factors/genetics , Transposases/genetics , Transposases/metabolism
3.
Hum Mol Genet ; 28(5): 736-750, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30380057

ABSTRACT

Danforth's short tail (Sd) mice provide an excellent model for investigating the underlying etiology of human caudal birth defects, which affect 1 in 10 000 live births. Sd animals exhibit aberrant axial skeleton, urogenital and gastrointestinal development similar to human caudal malformation syndromes including urorectal septum malformation, caudal regression, vertebral-anal-cardiac-tracheo-esophageal fistula-renal-limb (VACTERL) association and persistent cloaca. Previous studies have shown that the Sd mutation results from an endogenous retroviral (ERV) insertion upstream of the Ptf1a gene resulting in its ectopic expression at E9.5. Though the genetic lesion has been determined, the resulting epigenomic and transcriptomic changes driving the phenotype have not been investigated. Here, we performed ATAC-seq experiments on isolated E9.5 tailbud tissue, which revealed minimal changes in chromatin accessibility in Sd/Sd mutant embryos. Interestingly, chromatin changes were localized to a small interval adjacent to the Sd ERV insertion overlapping a known Ptf1a enhancer region, which is conserved in mice and humans. Furthermore, mRNA-seq experiments revealed increased transcription of Ptf1a target genes and, importantly, downregulation of hedgehog pathway genes. Reduced sonic hedgehog (SHH) signaling was confirmed by in situ hybridization and immunofluorescence suggesting that the Sd phenotype results, in part, from downregulated SHH signaling. Taken together, these data demonstrate substantial transcriptome changes in the Sd mouse, and indicate that the effect of the ERV insertion on Ptf1a expression may be mediated by increased chromatin accessibility at a conserved Ptf1a enhancer. We propose that human caudal dysgenesis disorders may result from dysregulation of hedgehog signaling pathways.


Subject(s)
Chromatin Assembly and Disassembly , Chromatin/genetics , Chromatin/metabolism , Epigenome , Hedgehog Proteins/metabolism , Signal Transduction , Transcriptome , Animals , Biomarkers , Computational Biology/methods , Enhancer Elements, Genetic , Fluorescent Antibody Technique , Gene Expression Profiling , Gene Expression Regulation , Gene Ontology , Mice , Mutation , Organogenesis/genetics , Phenotype , Promoter Regions, Genetic
4.
Environ Sci Pollut Res Int ; 25(36): 35791-35804, 2018 Dec.
Article in English | MEDLINE | ID: mdl-29766430

ABSTRACT

Solid waste management (SWM) is a significant challenge for the Seychelles. Waste generation, fueled by economic development and tourism, increases steadily, while landfilling continues to be the main disposal path, thus exacerbating the island nation's specific weaknesses. Due to the small scale of the Seychelles economy, there is little capital available to stimulate innovations in SWM and generate the knowledge for setting priorities and guiding SWM action. Students from ETH Zurich and UniSey conducted a transdisciplinary case study (tdCS) to fill this knowledge gap and gain insights into the obstacles and opportunities related to sustainable SWM. The tdCS approach allowed students to gain comprehensive and in-depth knowledge about the SWM system required to set priorities for action and next steps. The government should streamline the different financial frameworks according to a clear principle (e.g., polluter pays principle). Specific biogenic waste streams represent a potential source of energy and fertilizers. Expanding the scope and densifying the network of collection points could help raise recycling rates of other waste fractions. Diverting biogenic waste and recycling more glass, metals, paper, and plastics would also significantly reduce landfilling rates. Regardless of future amounts of waste ending up on landfills, the latter must be reengineered before the surrounding environment suffers major adverse impacts. All these actions imply a government-driven approach which integrates the views of stakeholders and consumers alike.


Subject(s)
Refuse Disposal/methods , Humans , International Cooperation , Public Policy , Recycling , Seychelles , Solid Waste , Students , Switzerland
5.
Sci Rep ; 8(1): 5605, 2018 04 04.
Article in English | MEDLINE | ID: mdl-29618724

ABSTRACT

In vertebrates, multiple transcription factors (TFs) bind to gene regulatory elements (promoters, enhancers, and silencers) to execute developmental expression changes. ChIP experiments are often used to identify where TFs bind to regulatory elements in the genome, but the requirement of TF-specific antibodies hampers analyses of tens of TFs at multiple loci. Here we tested whether TF binding predictions using ATAC-seq can be used to infer the identity of TFs that bind to functionally validated enhancers of the Cd4, Cd8, and Gata3 genes in thymocytes. We performed ATAC-seq at four distinct stages of development in mouse thymus, probing the chromatin accessibility landscape in double negative (DN), double positive (DP), CD4 single positive (SP4) and CD8 SP (SP8) thymocytes. Integration of chromatin accessibility with TF motifs genome-wide allowed us to infer stage-specific occupied TF binding sites within known and potentially novel regulatory elements. Our results provide genome-wide stage-specific T cell open chromatin profiles, and allow the identification of candidate TFs that drive thymocyte differentiation at each developmental stage.


Subject(s)
Thymus Gland/metabolism , Transcription Factors/metabolism , Animals , Base Sequence , CD4 Antigens/genetics , CD4 Antigens/metabolism , CD8 Antigens/genetics , CD8 Antigens/metabolism , Cell Differentiation , Chromatin/metabolism , Enhancer Elements, Genetic , GATA3 Transcription Factor/genetics , GATA3 Transcription Factor/metabolism , Mice , Promoter Regions, Genetic , Protein Binding , Thymus Gland/cytology , Thymus Gland/growth & development , Transcription Factors/genetics
6.
Proc Natl Acad Sci U S A ; 114(9): 2301-2306, 2017 02 28.
Article in English | MEDLINE | ID: mdl-28193859

ABSTRACT

Genome-wide association studies (GWAS) have identified >100 independent SNPs that modulate the risk of type 2 diabetes (T2D) and related traits. However, the pathogenic mechanisms of most of these SNPs remain elusive. Here, we examined genomic, epigenomic, and transcriptomic profiles in human pancreatic islets to understand the links between genetic variation, chromatin landscape, and gene expression in the context of T2D. We first integrated genome and transcriptome variation across 112 islet samples to produce dense cis-expression quantitative trait loci (cis-eQTL) maps. Additional integration with chromatin-state maps for islets and other diverse tissue types revealed that cis-eQTLs for islet-specific genes are specifically and significantly enriched in islet stretch enhancers. High-resolution chromatin accessibility profiling using assay for transposase-accessible chromatin sequencing (ATAC-seq) in two islet samples enabled us to identify specific transcription factor (TF) footprints embedded in active regulatory elements, which are highly enriched for islet cis-eQTL. Aggregate allelic bias signatures in TF footprints enabled us de novo to reconstruct TF binding affinities genetically, which support the high-quality nature of the TF footprint predictions. Interestingly, we found that T2D GWAS loci were strikingly and specifically enriched in islet Regulatory Factor X (RFX) footprints. Remarkably, within and across independent loci, T2D risk alleles that overlap with RFX footprints uniformly disrupt the RFX motifs at high-information content positions. Together, these results suggest that common regulatory variations have shaped islet TF footprints and the transcriptome and that a confluent RFX regulatory grammar plays a significant role in the genetic component of T2D predisposition.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Genetic Predisposition to Disease , Genome, Human , Islets of Langerhans/metabolism , Quantitative Trait Loci , Transcriptome , Alleles , Base Sequence , Binding Sites , Chromatin/chemistry , Chromatin/metabolism , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/pathology , Epigenesis, Genetic , Gene Expression Profiling , Genetic Variation , Genome-Wide Association Study , Genomic Imprinting , Humans , Islets of Langerhans/pathology , Polymorphism, Single Nucleotide , Protein Binding , Protein Isoforms/genetics , Protein Isoforms/metabolism , Regulatory Factor X Transcription Factors/genetics , Regulatory Factor X Transcription Factors/metabolism
7.
Nat Commun ; 7: 11764, 2016 06 29.
Article in English | MEDLINE | ID: mdl-27353450

ABSTRACT

Type 2 diabetes (T2D) results from the combined effects of genetic and environmental factors on multiple tissues over time. Of the >100 variants associated with T2D and related traits in genome-wide association studies (GWAS), >90% occur in non-coding regions, suggesting a strong regulatory component to T2D risk. Here to understand how T2D status, metabolic traits and genetic variation influence gene expression, we analyse skeletal muscle biopsies from 271 well-phenotyped Finnish participants with glucose tolerance ranging from normal to newly diagnosed T2D. We perform high-depth strand-specific mRNA-sequencing and dense genotyping. Computational integration of these data with epigenome data, including ATAC-seq on skeletal muscle, and transcriptome data across diverse tissues reveals that the tissue-specific genetic regulatory architecture of skeletal muscle is highly enriched in muscle stretch/super enhancers, including some that overlap T2D GWAS variants. In one such example, T2D risk alleles residing in a muscle stretch/super enhancer are linked to increased expression and alternative splicing of muscle-specific isoforms of ANK1.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/metabolism , Genome-Wide Association Study , Muscle, Skeletal/metabolism , Alleles , Epigenomics , Female , Gene Expression Regulation , Genetic Predisposition to Disease , Humans , Male , Polymorphism, Single Nucleotide , RNA, Messenger , Sequence Analysis, RNA
8.
Pharmacy (Basel) ; 3(4): 344-354, 2015 Nov 25.
Article in English | MEDLINE | ID: mdl-28975919

ABSTRACT

The primary purpose of this study was to examine perceived stress in doctor of pharmacy students during their first, second, and third years of their program in a fully implemented new curriculum. The secondary objectives were to determine if there is a relationship between perceived stress and certain demographic variables, to compare student pharmacist perceived stress to the perceived stress in the general population, and to examine student reported stressors during pharmacy school and coping strategies employed for those stressors. A previously validated survey (Perceived Stress Scale-10) was given to first, second, and third year student pharmacists. Females exhibited higher mean stress scores than males. The under 22 years and over 32 years age categories exhibited higher mean stress scores than the 22 to 26 year old student population. There was no significant difference in perceived stress scores between classes of the program. Only a portion of the variation in stress scores was predicted by gender, age, marital status, race, and year in curriculum. Stress scores among these student pharmacists are higher overall than those in previously published probability samples in the general population. Class assignments and completing electronic portfolios were the top stressors reported. Spending time with family and friends was the most frequent coping mechanism reported. Programming related to stress reduction (particularly among female and nontraditional age students) appears warranted.

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