RNA-sequencing of healthy human skeletal myocytes
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE63887 | GEO | 2015/04/07
SECONDARY ACCESSION(S): PRJNA269336
REPOSITORIES: GEO
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Project description:Skeletal myocytes are metabolically active and susceptible to insulin resistance, thus implicated in type 2 diabetes (T2D). This complex disease involves systemic metabolic changes and their elucidation at the systems level requires genome-wide data and biological networks. Genome-scale metabolic models (GEMs) provide a network-context to integrate high-throughput data. We generated myocyte-specific RNA-seq data and investigated their correlation with proteome data. These data were then used to reconstruct a comprehensive myocyte GEM. Next, we performed a meta-analysis of six studies comparing muscle transcription in T2D versus healthy subjects. Transcriptional changes were mapped on the myocyte GEM, revealing extensive transcriptional regulation in T2D, particularly around pyruvate oxidation, branched-chain amino acid catabolism, and tetrahydrofolate metabolism, connected through the down-regulated dihydrolipoamide dehydrogenase. Strikingly, the gene signature underlying this metabolic regulation successfully classifies the disease state of individual samples, suggesting that regulation of these pathways is a ubiquitous feature of myocytes in response to T2D. Isolated skeletal muscle precursor cells from six normal glucose tolerant and non-obese males and females were differentiated in vitro. RNA from fully differentiated myotubes was sequenced using RNA-seq.
2015-04-07 | E-GEOD-63887 | biostudies-arrayexpress
Project description:Skeletal muscle is one of the primary tissues involved in the development of type 2 diabetes (T2D). Obesity is tightly associated with T2D, making it challenging to isolate specific effects attributed to the disease alone. By using an in vitro myocyte model system we were able to isolate the inherent properties retained in myocytes originating from donor muscle precursor cells, without being confounded by varying extracellular factors present in the in vivo environment of the donor. We generated and characterized transcriptional profiles of myocytes from 24 human subjects, using a factorial design with two levels each of the factors T2D (healthy or diseased) and obesity (non-obese or obese), and determined the influence of each specific factor on genome-wide transcription. We identified a striking similarity of the transcriptional profiles associated independently with T2D or obesity. Obesity thus presents an inherent phenotype in skeletal myocytes, similar to that induced by T2D. Through bioinformatics analysis we found a candidate epigenetic mechanism, H3K27me3 histone methylation, mediating the observed transcriptional signatures. Functional characterization of the expression profiles revealed dysregulated myogenesis and down-regulated muscle function in connection with T2D and obesity, as well as up-regulation of genes involved in inflammation and the extracellular matrix. Further on, we identified a metabolite subnetwork involved in sphingolipid metabolism and affected by transcriptional up-regulation in T2D. Collectively, these findings pinpoint transcriptional changes that are hard-wired in skeletal myocytes in connection with both obesity and T2D.
2017-04-22 | GSE81965 | GEO
Project description:The obese people with abnormal BMI are predisposed to insulin resistance and diabetes. At the same time, human subjects with obesity and high BMI that are otherwise insulin sensitive are an interesting group to study the underlying gene expression patterns which provide them with such protective phenotype. Objective: Insulin resistance (IR) is one of the earliest predictors of type 2 diabetes. However, diagnosis of IR is limited. High fat fed mouse models provide key insights into IR. We hypothesized that early features of IR are associated with persistent changes in gene expression (GE) and endeavoured to (a) develop novel methods for improving signal:noise in analysis of human GE using mouse models; (b) identify a GE motif that accurately diagnoses IR in humans; and (c) identify novel biology associated with IR in humans. Methods: We integrated human muscle GE data with longitudinal mouse GE data and developed an unbiased three-level cross-species analysis platform (single-gene, gene-set and networks) to generate a gene expression motif (GEM) indicative of IR. A logistic regression classification model validated GEM in 3 independent human datasets (n =115). Results: This GEM of 93 genes substantially improved diagnosis of IR compared to routine clinical measures across multiple independent datasets. Individuals misclassified by GEM possessed other metabolic features raising the possibility that they represent a separate metabolic subclass. The GEM was enriched in pathways previously implicated in insulin action and revealed novel associations between β-catenin and Jak1 and IR. Functional analyses using small molecule inhibitors showed an important role for these proteins in insulin action. Conclusions: This study shows that systems approaches for identifying molecular signatures provides a powerful way to stratify individuals into discrete metabolic groups. Moreover, we speculate that the β-catenin pathway may represent a novel biomarker for IR in humans that warrant future investigation. Gene expression from muscle biopsies of Lean, Obese insulin sensitive (OIS), Obese insulin resistant (OIR) and obese T2D patients (T2D) were compared for differential expression between the groups (n=7 in each group)
2015-12-15 | E-GEOD-73034 | biostudies-arrayexpress
Project description:We report gene expression changes after knockdown of transcription factors in human iPSC-derived cardiac myocytes. In prior experiments we showed that transcription factors known to be important for cardiac development were frequently up-regulated (i.e., "responsive") after small molecule perturbations of cultured iPSC-derived cardiac myocytes. We used RNA sequencing to test whether siRNA-mediated knockdown of transcription factors with different perturbation-responsiveness and tissue-specificity profiles would lead to inappropriate up-regulation of non-myocyte gene sets in cardiac myocytes.
2021-02-17 | GSE166823 | GEO
Project description:Rationale: Neonatal mice have the capacity to regenerate their hearts in response to injury, but this potential is lost after the first week of life. The transcriptional changes that underpin mammalian cardiac regeneration have not been fully characterized at the molecular level. Objective: The objectives of our study were to determine if myocytes revert the transcriptional phenotype to a less differentiated state during regeneration and to systematically interrogate the transcriptional data to identify and validate potential regulators of this process. Methods and Results: We derived a core transcriptional signature of injury-induced cardiac myocyte regeneration in mouse by comparing global transcriptional programs in a dynamic model of in vitro and in vivo cardiac myocyte differentiation, in vitro cardiac myocyte explant model, as well as a neonatal heart resection model. The regenerating mouse heart revealed a transcriptional reversion of cardiac myocyte differentiation processes including reactivation of latent developmental programs similar to those observed during de-stabilization of a mature cardiac myocyte phenotype in the explant model. We identified potential upstream regulators of the core network, including interleukin 13 (IL13), which induced cardiac myocyte cell cycle entry and STAT6/STAT3 signaling in vitro. We demonstrate that STAT3/periostin and STAT6 signaling are critical mediators of IL13 signaling in cardiac myocytes. These downstream signaling molecules are also modulated in the regenerating mouse heart. Conclusions: Our work reveals new insights into the transcriptional regulation of mammalian cardiac regeneration and provides the founding circuitry for identifying potential regulators for stimulating heart regeneration. Comparison of transcriptional programs of primary myocardial tissues sampled from neonatal mice and murine hearts undergoing post-injury regeneration, along with in vitro ESC-differentiated cardiomyocytes
2014-12-20 | E-GEOD-64403 | biostudies-arrayexpress
Project description:In recent years, the use of FFPE tissue in gene expression microarray (GEM) studies has become a topic of increased interest, because pathology departments worldwide contain an invaluable source of biological disease-specific FFPE- tissue material. Thus far, some published studies on FFPE tissue consider the processed tissue amenable, whereas other studies assert that the tissue is not useful in GEM. In general, pancreatic tissue is known to contain large amounts of nucleases, leading to high turnover rates and degradation of RNA in the tissue. This characteristic, in combination with FFPE processing time and its effect on the tissue, does not make FFPE pancreatic tissue the obvious choice for GEM. The basis for using FFPE pancreatic tissue in RNA-based assays seems suboptimal. Previous GEM studies have used different FFPE tissue types, but GEM studies on FFPE pancreatic tissue have not been published. In most studies, the tissue was specially processed for use with GEMs. Here we demonstrate the usefulness of randomly archived FFPE pancreatic tissues for GEMs. For this purpose we included FFPE pancreatic tissue from patients with congenital hyperinsulinism or insulinoma; In these patients, pancreas resection is performed when medical treatment is not adequate to prevent hyperinsulinemic hypoglycemia or when patients do not respond to medical treatment. Although ribonuclease-rich, we obtained biologically relevant and disease-specific, significant genes; cancer-related genes and genes involved in a) the regulation of insulin secretion and synthesis, b) amino acid metabolism, and c) calcium ion homeostasis. This application may extend the possibilities of gene expression studies to many tissue types, especially in rare diseases, for which fresh frozen tissue is not readily available.
2012-09-30 | GSE32610 | GEO
Project description:Title: Regulation of gene expression through mitogen-activated protein kinase cascades in cardiac myocytes.<br/> Description: The aim of this study is to identify the changes in gene expression induced in rat neonatal <br/> ventricular myocytes, a well-established cell culture model, by endothelin-1, <br/> a known hypertrophic agonist, and to determine which of the changes are <br/> mediated through the ERK cascade. This continues TKAC^Ys previous study of the <br/> effects of oxidative stress, which induces cardiac myocyte apoptosis.<br/>
2006-10-01 | E-MIMR-3 | biostudies-arrayexpress
Project description:Rationale: Neonatal mice have the capacity to regenerate their hearts in response to injury, but this potential is lost after the first week of life. The transcriptional changes that underpin mammalian cardiac regeneration have not been fully characterized at the molecular level. Objective: The objectives of our study were to determine if myocytes revert the transcriptional phenotype to a less differentiated state during regeneration and to systematically interrogate the transcriptional data to identify and validate potential regulators of this process. Methods and Results: We derived a core transcriptional signature of injury-induced cardiac myocyte regeneration in mouse by comparing global transcriptional programs in a dynamic model of in vitro and in vivo cardiac myocyte differentiation, in vitro cardiac myocyte explant model, as well as a neonatal heart resection model. The regenerating mouse heart revealed a transcriptional reversion of cardiac myocyte differentiation processes including reactivation of latent developmental programs similar to those observed during de-stabilization of a mature cardiac myocyte phenotype in the explant model. We identified potential upstream regulators of the core network, including interleukin 13 (IL13), which induced cardiac myocyte cell cycle entry and STAT6/STAT3 signaling in vitro. We demonstrate that STAT3/periostin and STAT6 signaling are critical mediators of IL13 signaling in cardiac myocytes. These downstream signaling molecules are also modulated in the regenerating mouse heart. Conclusions: Our work reveals new insights into the transcriptional regulation of mammalian cardiac regeneration and provides the founding circuitry for identifying potential regulators for stimulating heart regeneration.
2014-12-20 | GSE64403 | GEO
Project description:Mitochondrial Ca2+ (mCa2+) plays an important role in regulating cardiac metabolism and physiology. However, its contribution to metabolic and functional defects in the hearts of type 2 diabetic mice (T2D) is not well understood. Ca2+ is imported into mitochondria by the mitochondrial calcium uniporter complex (MCUC) which is a highly selective multimeric Ca2+ ion channel composed of pore-forming, scaffold, and regulatory subunits. Here, we describe new mechanisms involving the MCUC inhibitory subunit MCUb and its role in determining cardiac dysfunction by linking cardiac mitochondrial metabolism and contractile function. Hearts from T2D mice were analyzed 5 months following a single streptozotocin (STZ) injection (75 mg/kg) and high fat diet (HFD) feeding, and compared to control hearts from mice fed normal chow. Transcriptional and proteomic profiling were employed to characterize these hearts. Regulation of MCUb gene expression was investigated using a recombinant mutant inactive Cas9 (dCas9)-based gene promoter pull down approach coupled with mass spectrometry (MS). A dominant negative MCUb (MCUb W246R/V251E=dnMCUb) was engineered. dnMCUb was biochemically characterized in vitro, tested in neonatal cardiac myocytes exposed to culture media mimicking the diabetic milieu, and expressed in type 2 diabetic mice for 1 month. The impact of dnMCUb on the cardiac physiology was then investigated using omics as well as functional approaches aimed to highlight metabolic and contractile features. RNA-seq and proteomics analysis revealed that T2D hearts relied almost exclusively on fatty acid oxidative metabolism. In parallel we found a significant increase in MCUb mRNA and protein in T2D hearts, which was associated with decreased mCa2+ import rates. MS analysis of proteins co-precipitated with dCas9 revealed the presence of NCOR2 in control but not in T2D MCUb gene promoters. Downregulation of NCOR2 in isolated cardiac myocytes from control mice recapitulated the increase in MCUb gene expression. The dnMCUb mutant increased MCUC Ca2+ affinity by improving the architecture of the complex. Furthermore, when dnMCUb was introduced to cardiac myocytes and T2D mice we observed increased mitochondrial glucose oxidation, mitochondrial ATP production, and enhanced cardiac function. These were linked to the complete restoration of phospholamban (PLN) phosphorylation via Protein Kinase A (PKA) as revealed by both MS analysis of the phosphoproteome and studies dedicated on PLN only followed by PKA pharmacological inhibition. We detail a new pathological axis in which T2D induces global metabolic adaptations and inflexibility in part due to impaired mCa2+ transport into the mitochondrial matrix, resulting from MCUb overexpression. Moreover, we describe a mCa2+-dependent regulation of cytosolic Ca2+ (cCa2+) trafficking in which mCa2+ regulates the activity of SERCA2a via PKA-dependent phosphorylation of PLN.
2022-12-15 | GSE145294 | GEO
Project description:Inducing cardiac myocytes to proliferate is considered a potential therapy to target heart disease, however, modulating cardiac myocyte proliferation has proven to be a technical challenge. The Hippo pathway is a kinase signaling cascade that regulates cell proliferation during the growth of the heart. Inhibition of the Hippo pathway increases the activation of the transcription factors YAP/TAZ, which translocate to the nucleus and upregulate transcription of pro-proliferative genes. The Hippo pathway regulates the proliferation of cancer cells, pluripotent stem cells, and epithelial cells through a cell-cell contact-dependent manner, however, it is unclear if cell density-dependent cell proliferation is a consistent feature in cardiac myocytes. Here, we used cultured human iPSC-derived cardiac myocytes (hiCMs) as a model system to investigate this concept. hiCMs have a comparable transcriptome to the immature cardiac myocytes that proliferate during heart development in vivo. Our data indicate that a dense syncytium of hiCMs can regain cell cycle activity and YAP expression and activity when plated sparsely or when density is reduced through wounding. We found that combining two small molecules, XMU-MP-1 and S1P, increased YAP activity and further enhanced proliferation of low-density hiCMs. Importantly, these compounds had no effect on hiCMs within a dense syncytium. These data add to a growing body of literature that link Hippo pathway regulation with cardiac myocyte proliferation and demonstrate that regulation is restricted to cells with reduced contact inhibition.
2021-09-08 | GSE176142 | GEO