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1.
Bioinformatics ; 35(4): 560-570, 2019 02 15.
Article in English | MEDLINE | ID: mdl-30084929

ABSTRACT

MOTIVATION: A synoptic view of the human genome benefits chiefly from the application of nucleic acid sequencing and microarray technologies. These platforms allow interrogation of patterns such as gene expression and DNA methylation at the vast majority of canonical loci, allowing granular insights and opportunities for validation of original findings. However, problems arise when validating against a "gold standard" measurement, since this immediately biases all subsequent measurements towards that particular technology or protocol. Since all genomic measurements are estimates, in the absence of a "gold standard" we instead empirically assess the measurement precision and sensitivity of a large suite of genomic technologies via a consensus modelling method called the row-linear model. This method is an application of the American Society for Testing and Materials Standard E691 for assessing interlaboratory precision and sources of variability across multiple testing sites. Both cross-platform and cross-locus comparisons can be made across all common loci, allowing identification of technology- and locus-specific tendencies. RESULTS: We assess technologies including the Infinium MethylationEPIC BeadChip, whole genome bisulfite sequencing (WGBS), two different RNA-Seq protocols (PolyA+ and Ribo-Zero) and five different gene expression array platforms. Each technology thus is characterised herein, relative to the consensus. We showcase a number of applications of the row-linear model, including correlation with known interfering traits. We demonstrate a clear effect of cross-hybridisation on the sensitivity of Infinium methylation arrays. Additionally, we perform a true interlaboratory test on a set of samples interrogated on the same platform across twenty-one separate testing laboratories. AVAILABILITY AND IMPLEMENTATION: A full implementation of the row-linear model, plus extra functions for visualisation, are found in the R package consensus at https://github.com/timpeters82/consensus. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Computational Biology , DNA Methylation , Genomics , Genome, Human , Humans , Oligonucleotide Array Sequence Analysis , Software
2.
Kidney Int ; 88(2): 321-31, 2015 Aug.
Article in English | MEDLINE | ID: mdl-25993318

ABSTRACT

The Wilms' tumor suppressor WT1 is a key regulator of podocyte function that is mutated in Denys-Drash and Frasier syndromes. Here we have used an integrative approach employing ChIP, exon array, and genetic analyses in mice to address general and isoform-specific functions of WT1 in podocyte differentiation. Analysis of ChIP-Seq data showed that almost half of the podocyte-specific genes are direct targets of WT1. Bioinformatic analysis further identified coactivator FOXC1-binding sites in proximity to WT1-bound regions, thus supporting coordinated action of these transcription factors in regulating podocyte-specific genes. Transcriptional profiling of mice lacking the WT1 alternative splice isoform (+KTS) had a more restrictive set of genes whose expression depends on these alternatively spliced isoforms. One of these genes encodes the membrane-associated guanylate kinase MAGI2, a protein that localizes to the base of the slit diaphragm. Using functional analysis in mice, we further show that MAGI2α is essential for proper localization of nephrin and the assembly of the slit diaphragm complex. Finally, a dramatic reduction of MAGI2 was found in an LPS mouse model of glomerular injury and in genetic cases of human disease. Thus, our study highlights the central role of WT1 in podocyte differentiation, identifies that WT1 has a central role in podocyte differentiation, and identifies MAGI2α as the crucial isoform in slit diaphragm assembly, suggesting a causative role of this gene in the etiology of glomerular disorders.


Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Adaptor Proteins, Signal Transducing/metabolism , Cell Differentiation/genetics , Guanylate Kinases/genetics , Guanylate Kinases/metabolism , Podocytes/physiology , Repressor Proteins/genetics , Transcription, Genetic , Alternative Splicing , Animals , Binding Sites , Down-Regulation/drug effects , Exons , Female , Forkhead Transcription Factors/genetics , Glomerulonephritis, Membranoproliferative/metabolism , Glomerulosclerosis, Focal Segmental/metabolism , Humans , Lipopolysaccharides/pharmacology , Membrane Proteins/metabolism , Mice , Mutation , Oligonucleotide Array Sequence Analysis , Podocytes/pathology , Promoter Regions, Genetic , Protein Isoforms/genetics , Repressor Proteins/metabolism , WT1 Proteins
3.
Development ; 139(23): 4461-72, 2012 Dec 01.
Article in English | MEDLINE | ID: mdl-23095882

ABSTRACT

The gonad arises from the thickening of the coelomic epithelium and then commits into the sex determination process. Testis differentiation is activated by the expression of the Y-linked gene Sry, which promotes cell proliferation and differentiation of Sertoli cells, the supporting cells of the testis. In absence of Sry (XX individuals), activation of WNT/CTNNB1 signalling, via the upregulation of Rspo1 and Wnt4, promotes ovarian differentiation. However, Rspo1 and Wnt4 are expressed in the early undifferentiated gonad of both sexes, and Axin2-lacZ, a reporter of canonical WNT/CTNNB1 signalling, is expressed in the coelomic region of the E11.5 gonadal primordium, suggesting a role of these factors in early gonadal development. Here, we show that simultaneous ablation of Rspo1 and Wnt4 impairs proliferation of the cells of the coelomic epithelium, reducing the number of progenitors of Sertoli cells in XY mutant gonads. As a consequence, in XY Wnt4(-/-); Rspo1(-/-) foetuses, this leads to the differentiation of a reduced number of Sertoli cells and the formation of a hypoplastic testis exhibiting few seminiferous tubules. Hence, this study identifies Rspo1 and Wnt4 as two new regulators of cell proliferation in the early gonad regardless of its sex, in addition to the specific role of these genes in ovarian differentiation.


Subject(s)
Gonads/embryology , Sex Determination Processes , Thrombospondins/metabolism , Wnt4 Protein/metabolism , beta Catenin/metabolism , Animals , Cell Differentiation/genetics , Cell Proliferation , Female , Gonads/metabolism , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Ovary/embryology , SOX9 Transcription Factor/biosynthesis , Sertoli Cells/metabolism , Signal Transduction , Testis/embryology , Thrombospondins/genetics , Wnt4 Protein/genetics
4.
Hum Mol Genet ; 18(18): 3429-38, 2009 Sep 15.
Article in English | MEDLINE | ID: mdl-19549635

ABSTRACT

Human patients with Frasier syndrome express reduced levels of the +KTS isoforms of the developmental regulator WT1 and exhibit complete XY gonadal dysgenesis and male-to-female sex reversal. Mice with a targeted mutation that blocks production of these isoforms show a reduction in Sry mRNA in the gonad, but the molecular and cellular basis of this reduction has not been established. Using immunofluorescence analysis, we found a significantly lower level of SRY protein per cell in XY Wt1(+KTS)-null mouse gonads. We also found a reduced number of SRY-expressing cells, correlating with a decrease in cell proliferation at and near the coelomic epithelium at 11.5 dpc. No reduction in somatic cell numbers was seen in XX Wt1(+KTS)-null gonads, indicating that the effect of WT1 on cell proliferation is mediated by Sry. Sertoli cell differentiation was blocked in XY Wt1(+KTS)-null mouse gonads, as indicated by the loss of SOX9 and Fgf9 expression, but the addition of recombinant FGF9 to ex vivo gonad cultures rescued the mutant phenotype, as indicated by the induction of the Sertoli-cell specific marker anti-Müllerian hormone. Our data suggest that WT1(+KTS) is involved in the cell-autonomous regulation of Sry expression, which in turn influences cell proliferation and Sertoli cell differentiation via FGF9. Thus, sex reversal in Wt1(+KTS)-null mice and Frasier syndrome patients results from a failure of Sertoli cells both to fully differentiate and to reach sufficient numbers to direct testis development.


Subject(s)
Sex-Determining Region Y Protein/metabolism , WT1 Proteins/metabolism , Animals , Cell Nucleus/metabolism , Cell Proliferation , Epithelium/metabolism , Female , Fibroblast Growth Factor 9/metabolism , Humans , Male , Mice , Mice, Knockout , Ovary/metabolism , Protein Isoforms/genetics , Protein Isoforms/metabolism , SOX9 Transcription Factor/metabolism , Sex Chromosomes , Testis/cytology , Testis/embryology , Testis/metabolism , WT1 Proteins/deficiency , WT1 Proteins/genetics
5.
Elife ; 102021 10 08.
Article in English | MEDLINE | ID: mdl-34623260

ABSTRACT

Retinoic acid (RA) is an essential signaling molecule for cardiac development and plays a protective role in the heart after myocardial infarction (MI). In both cases, the effect of RA signaling on cardiomyocytes, the principle cell type of the heart, has been reported to be indirect. Here we have developed an inducible murine transgenic RA-reporter line using CreERT2 technology that permits lineage tracing of RA-responsive cells and faithfully recapitulates endogenous RA activity in multiple organs during embryonic development. Strikingly, we have observed a direct RA response in cardiomyocytes during mid-late gestation and after MI. Ablation of RA signaling through deletion of the Aldh1a1/a2/a3 genes encoding RA-synthesizing enzymes leads to increased cardiomyocyte apoptosis in adults subjected to MI. RNA sequencing analysis reveals Tgm2 and Ace1, two genes with well-established links to cardiac repair, as potential targets of RA signaling in primary cardiomyocytes, thereby providing novel links between the RA pathway and heart disease.


Subject(s)
Myocardial Infarction/complications , Myocytes, Cardiac/pathology , Tretinoin/metabolism , Aldehyde Dehydrogenase/genetics , Aldehyde Dehydrogenase/metabolism , Animals , Apoptosis , Embryonic Development , Female , Male , Mice , Mice, Transgenic , Signal Transduction
6.
Trends Mol Med ; 27(12): 1135-1158, 2021 12.
Article in English | MEDLINE | ID: mdl-34657800

ABSTRACT

Pluripotent stem cells underpin a growing sector that leverages their differentiation potential for research, industry, and clinical applications. This review evaluates the landscape of methods in single-cell transcriptomics that are enabling accelerated discovery in stem cell science. We focus on strategies for scaling stem cell differentiation through multiplexed single-cell analyses, for evaluating molecular regulation of cell differentiation using new analysis algorithms, and methods for integration and projection analysis to classify and benchmark stem cell derivatives against in vivo cell types. By discussing the available methods, comparing their strengths, and illustrating strategies for developing integrated analysis pipelines, we provide user considerations to inform their implementation and interpretation.


Subject(s)
Genomics , Pluripotent Stem Cells , Cell Differentiation/genetics , Humans , Pluripotent Stem Cells/physiology , Single-Cell Analysis/methods , Transcriptome
7.
Sci Rep ; 9(1): 9511, 2019 07 02.
Article in English | MEDLINE | ID: mdl-31266983

ABSTRACT

Adipocytes support key metabolic and endocrine functions of adipose tissue. Lipid is stored in two major classes of depots, namely visceral adipose (VA) and subcutaneous adipose (SA) depots. Increased visceral adiposity is associated with adverse health outcomes, whereas the impact of SA tissue is relatively metabolically benign. The precise molecular features associated with the functional differences between the adipose depots are still not well understood. Here, we characterised transcriptomes and methylomes of isolated adipocytes from matched SA and VA tissues of individuals with normal BMI to identify epigenetic differences and their contribution to cell type and depot-specific function. We found that DNA methylomes were notably distinct between different adipocyte depots and were associated with differential gene expression within pathways fundamental to adipocyte function. Most striking differential methylation was found at transcription factor and developmental genes. Our findings highlight the importance of developmental origins in the function of different fat depots.


Subject(s)
DNA Methylation , Epigenesis, Genetic , Intra-Abdominal Fat/metabolism , Subcutaneous Fat/metabolism , Transcriptome , Adipocytes/cytology , Adipocytes/metabolism , Adult , Binding Sites , Body Mass Index , Down-Regulation , Female , Gene Expression Regulation, Developmental , Humans , Intra-Abdominal Fat/cytology , Middle Aged , Regulatory Elements, Transcriptional , Subcutaneous Fat/cytology , Transcription Factors/metabolism , Up-Regulation
8.
Nat Commun ; 5: 4444, 2014 Jul 17.
Article in English | MEDLINE | ID: mdl-25031030

ABSTRACT

Kidney organogenesis requires the tight control of proliferation, differentiation and apoptosis of renal progenitor cells. How the balance between these cellular decisions is achieved remains elusive. The Wilms' tumour suppressor Wt1 is required for progenitor survival, but the molecular cause for renal agenesis in mutants is poorly understood. Here we demonstrate that lack of Wt1 abolishes fibroblast growth factor (FGF) and induces BMP/pSMAD signalling within the metanephric mesenchyme. Addition of recombinant FGFs or inhibition of pSMAD signalling rescues progenitor cell apoptosis induced by the loss of Wt1. We further show that recombinant BMP4, but not BMP7, induces an apoptotic response within the early kidney that can be suppressed by simultaneous addition of FGFs. These data reveal a hitherto unknown sensitivity of early renal progenitors to pSMAD signalling, establishes FGF and pSMAD signalling as antagonistic forces in early kidney development and places WT1 as a key regulator of pro-survival FGF signalling pathway genes.


Subject(s)
Fibroblast Growth Factors/metabolism , Repressor Proteins/metabolism , Animals , Bone Morphogenetic Proteins/genetics , Bone Morphogenetic Proteins/metabolism , Cell Differentiation/genetics , Cell Differentiation/physiology , Computational Biology , Fibroblast Growth Factors/genetics , Fluorescent Antibody Technique , Gene Expression Regulation, Developmental/genetics , Gene Expression Regulation, Developmental/physiology , In Situ Hybridization , In Situ Nick-End Labeling , Mice , Mice, Mutant Strains , Organ Culture Techniques , Repressor Proteins/genetics , Reverse Transcriptase Polymerase Chain Reaction , Signal Transduction/genetics , Signal Transduction/physiology , Stem Cells/metabolism , WT1 Proteins
9.
Biol Reprod ; 80(6): 1178-88, 2009 Jun.
Article in English | MEDLINE | ID: mdl-19211811

ABSTRACT

In most mammals, the expression of SRY (sex-determining region on the Y chromosome) initiates the development of testes, and thus determines the sex of the individual. However, despite the pivotal role of SRY, its mechanism of action remains elusive. One important missing piece of the puzzle is the identification of genes regulated by SRY. In this study we used chromatin immunoprecipitation to identify direct SRY target genes. Anti-mouse SRY antibody precipitated a region 7.5 kb upstream of the transcriptional start site of cerebellin 4 precursor (Cbln4), which encodes a secreted protein. Cbln4 is expressed in Sertoli cells in the developing gonad, with a profile mimicking that of the testis-determining gene SRY-box containing gene 9 (Sox9). In transgenic XY mouse embryos with reduced Sox9 expression, Cbln4 expression also was reduced, whereas overexpression of Sox9 in XX mice caused an upregulation of Cbln4 expression. Finally, ectopic upregulation of SRY in vivo resulted in ectopic expression of Cbln4. Our findings suggest that both SRY and SOX9 contribute to the male-specific upregulation of Cbln4 in the developing testis, and they identified a direct in vivo target gene of SRY.


Subject(s)
Gene Expression Regulation, Developmental , Nerve Tissue Proteins/metabolism , Nerve Tissue Proteins/physiology , Protein Precursors/physiology , SOX9 Transcription Factor/metabolism , Sex Determination Processes , Sex-Determining Region Y Protein/metabolism , Animals , Base Sequence , Female , Male , Mice , Mice, Transgenic , Molecular Sequence Data , Nerve Tissue Proteins/genetics , SOX9 Transcription Factor/genetics , Sex-Determining Region Y Protein/genetics , Up-Regulation
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