Multi-omic integrated networks connect DNA methylation and miRNA with skeletal muscle plasticity to chronic exercise in Type 2 diabetic obesity.

Epigenomic regulation of the transcriptome by DNA methylation and posttranscriptional gene silencing by miRNAs are potential environmental modulators of skeletal muscle plasticity to chronic exercise in healthy and diseased populations. We utilized transcriptome networks to connect exercise-induced differential methylation and miRNA with functional skeletal muscle plasticity. Biopsies of the vastus lateralis were collected from middle-aged Polynesian men and women with morbid obesity (44 kg/m(2) ± 10) and Type 2 diabetes before and following 16 wk of resistance (n = 9) or endurance training (n = 8). Longitudinal transcriptome, methylome, and microRNA (miRNA) responses were obtained via microarray, filtered by novel effect-size based false discovery rate probe selection preceding bioinformatic interrogation. Metabolic and microvascular transcriptome topology dominated the network landscape following endurance exercise. Lipid and glucose metabolism modules were connected to: microRNA (miR)-29a; promoter region hypomethylation of nuclear receptor factor (NRF1) and fatty acid transporter (SLC27A4), and hypermethylation of fatty acid synthase, and to exon hypomethylation of 6-phosphofructo-2-kinase and Ser/Thr protein kinase. Directional change in the endurance networks was validated by lower intramyocellular lipid, increased capillarity, GLUT4, hexokinase, and mitochondrial enzyme activity and proteome. Resistance training also lowered lipid and increased enzyme activity and caused GLUT4 promoter hypomethylation; however, training was inconsequential to GLUT4, capillarity, and metabolic transcriptome. miR-195 connected to negative regulation of vascular development. To conclude, integrated molecular network modelling revealed differential DNA methylation and miRNA expression changes occur in skeletal muscle in response to chronic exercise training that are most pronounced with endurance training and topographically associated with functional metabolic and microvascular plasticity relevant to diabetes rehabilitation.

[1]  A. Oshlack,et al.  SWAN: Subset-quantile Within Array Normalization for Illumina Infinium HumanMethylation450 BeadChips , 2012, Genome Biology.

[2]  A. Butte,et al.  Coordinated reduction of genes of oxidative metabolism in humans with insulin resistance and diabetes: Potential role of PGC1 and NRF1 , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[3]  S. Trappe,et al.  Time course of myogenic and metabolic gene expression in response to acute exercise in human skeletal muscle. , 2005, Journal of applied physiology.

[4]  J. Loscalzo,et al.  MicroRNA-210: A unique and pleiotropic hypoxamir , 2010, Cell cycle.

[5]  B. Kemp,et al.  AMP-Activated Protein Kinase Regulates GLUT4 Transcription by Phosphorylating Histone Deacetylase 5 , 2008, Diabetes.

[6]  Michael I Dorrell,et al.  Insulin-like growth factor 2 and potential regulators of hemangioma growth and involution identified by large-scale expression analysis , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[7]  J. Sheng,et al.  In Vitro Fertilization Alters Growth and Expression of Igf2/H19 and Their Epigenetic Mechanisms in the Liver and Skeletal Muscle of Newborn and Elder Mice1 , 2013, Biology of reproduction.

[8]  Claes Wahlestedt,et al.  Integration of microRNA changes in vivo identifies novel molecular features of muscle insulin resistance in type 2 diabetes , 2010, Genome Medicine.

[9]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[10]  J. Blenis,et al.  ERK and p38 MAPK-Activated Protein Kinases: a Family of Protein Kinases with Diverse Biological Functions , 2004, Microbiology and Molecular Biology Reviews.

[11]  Beeler Mf,et al.  An improved assay for hexokinase activity in human tissue homogenates. , 1978 .

[12]  L. Mandarino,et al.  Fuel selection in human skeletal muscle in insulin resistance: a reexamination. , 2000, Diabetes.

[13]  Federico Schena,et al.  Metabolic Effects of Aerobic Training and Resistance Training in Type 2 Diabetic Subjects , 2012, Diabetes Care.

[14]  A. Farmer,et al.  Resistance Exercise Versus Aerobic Exercise for Type 2 Diabetes: A Systematic Review and Meta-Analysis , 2014, Sports Medicine.

[15]  J. Tidball,et al.  Regulatory interactions between muscle and the immune system during muscle regeneration. , 2010, American journal of physiology. Regulatory, integrative and comparative physiology.

[16]  R. Cohn,et al.  Role of TGF-β signaling in inherited and acquired myopathies , 2011, Skeletal Muscle.

[17]  Jonathan A C Sterne,et al.  Sifting the evidence—what's wrong with significance tests? , 2001, BMJ : British Medical Journal.

[18]  Benjamin P. Bowen,et al.  Proteomics Analysis of Human Skeletal Muscle Reveals Novel Abnormalities in Obesity and Type 2 Diabetes , 2009, Diabetes.

[19]  F. Dela,et al.  Strength training increases insulin-mediated glucose uptake, GLUT4 content, and insulin signaling in skeletal muscle in patients with type 2 diabetes. , 2004, Diabetes.

[20]  Yong Li,et al.  Transforming growth factor-beta1 induces the differentiation of myogenic cells into fibrotic cells in injured skeletal muscle: a key event in muscle fibrogenesis. , 2004, The American journal of pathology.

[21]  K. Shimamoto,et al.  Resveratrol Ameliorates Muscular Pathology in the Dystrophic mdx Mouse, a Model for Duchenne Muscular Dystrophy , 2011, Journal of Pharmacology and Experimental Therapeutics.

[22]  D. Zheng,et al.  Muscle Glucose Transporter (GLUT 4) Gene Expression during Exercise , 2000, Exercise and sport sciences reviews.

[23]  L. Joosten,et al.  The inflammasome puts obesity in the danger zone. , 2012, Cell metabolism.

[24]  A. Glick,et al.  Conditional Expression of TGF-β1 in Skeletal Muscles Causes Endomysial Fibrosis and Myofibers Atrophy , 2013, PloS one.

[25]  B. Goodpaster,et al.  Deficiency of subsarcolemmal mitochondria in obesity and type 2 diabetes. , 2005, Diabetes.

[26]  B. Olffson Vascular endothelial grouth facter B, a novel growth facter for endothelial cells , 1996 .

[27]  G. Fantuzzi,et al.  Endogenous interferon-gamma is required for efficient skeletal muscle regeneration. , 2008, American journal of physiology. Cell physiology.

[28]  R. Scarpulla,et al.  Nuclear activators and coactivators in mammalian mitochondrial biogenesis. , 2002, Biochimica et biophysica acta.

[29]  N. Forouhi,et al.  Fat Oxidation, Fitness and Skeletal Muscle Expression of Oxidative/Lipid Metabolism Genes in South Asians: Implications for Insulin Resistance? , 2010, PloS one.

[30]  S. Caputi,et al.  Human Dental Pulp Vasculogenesis Evaluated by CD34 Antigen Expression and Morphological Arrangement , 2003, Journal of dental research.

[31]  K. Baar Involvement of PPARγ co-activator-1, nuclear respiratory factors 1 and 2, and PPARα in the adaptive response to endurance exercise , 2004 .

[32]  K. Alitalo,et al.  Vascular endothelial growth factor B, a novel growth factor for endothelial cells. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[33]  J. Viereck,et al.  Regulatory RNAs and paracrine networks in the heart. , 2014, Cardiovascular research.

[34]  P. Grivet Évolution et aspect actuel du microscope électronique: Le congrès international de microscopie électronique, Paris, 14–22 September 1950 , 1951 .

[35]  G. Dohm,et al.  An in vitro human muscle preparation suitable for metabolic studies. Decreased insulin stimulation of glucose transport in muscle from morbidly obese and diabetic subjects. , 1988, The Journal of clinical investigation.

[36]  Xi Chen,et al.  An efficient hierarchical generalized linear mixed model for pathway analysis of genome-wide association studies , 2011, Bioinform..

[37]  Peter K. Davidsen,et al.  High responders to resistance exercise training demonstrate differential regulation of skeletal muscle microRNA expression. , 2011, Journal of applied physiology.

[38]  P. Neufer,et al.  Lipid-induced mitochondrial stress and insulin action in muscle. , 2012, Cell metabolism.

[39]  J. Fish,et al.  The Cell-specific Expression of Endothelial Nitric-oxide Synthase , 2004, Journal of Biological Chemistry.

[40]  P. Muñoz-Cánoves,et al.  Regulation and dysregulation of fibrosis in skeletal muscle. , 2010, Experimental cell research.

[41]  H. Sul,et al.  Occupancy and Function of the −150 Sterol Regulatory Element and −65 E-Box in Nutritional Regulation of the Fatty Acid Synthase Gene in Living Animals , 2003, Molecular and Cellular Biology.

[42]  Jie Chen,et al.  MicroRNAs in skeletal myogenesis , 2011, Cell cycle.

[43]  R. Burcelin,et al.  GLUT4 heterozygous knockout mice develop muscle insulin resistance and diabetes , 1997, Nature Medicine.

[44]  D. O'Gorman,et al.  Acute exercise remodels promoter methylation in human skeletal muscle. , 2012, Cell metabolism.

[45]  L. Boxhorn,et al.  Inhibition of skeletal muscle satellite cell differentiation by transforming growth factor‐beta , 1987, Journal of cellular physiology.

[46]  Taro Matsumoto,et al.  p38 MAP kinase negatively regulates endothelial cell survival, proliferation, and differentiation in FGF-2–stimulated angiogenesis , 2002, The Journal of cell biology.

[47]  M. Daly,et al.  PGC-1α-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes , 2003, Nature Genetics.

[48]  S. Marshall,et al.  Progressive statistics for studies in sports medicine and exercise science. , 2009, Medicine and science in sports and exercise.

[49]  S. Summers,et al.  Sphingolipids, insulin resistance, and metabolic disease: new insights from in vivo manipulation of sphingolipid metabolism. , 2008, Endocrine reviews.

[50]  D. Green,et al.  The effect of combined aerobic and resistance exercise training on vascular function in type 2 diabetes. , 2001, Journal of the American College of Cardiology.

[51]  P. Fasanaro,et al.  Microrna-221 and Microrna-222 Modulate Differentiation and Maturation of Skeletal Muscle Cells , 2009, PloS one.

[52]  Young-Bum Kim,et al.  Leptin stimulates fatty-acid oxidation by activating AMP-activated protein kinase , 2002, Nature.

[53]  J. Larose,et al.  Associations between physical fitness and HbA1c in type 2 diabetes mellitus , 2010, Diabetologia.

[54]  K. Wellen,et al.  Inflammation, stress, and diabetes. , 2005, The Journal of clinical investigation.

[55]  M. Tarnopolsky,et al.  Influence of endurance exercise training and sex on intramyocellular lipid and mitochondrial ultrastructure, substrate use, and mitochondrial enzyme activity. , 2007, American journal of physiology. Regulatory, integrative and comparative physiology.

[56]  R. Tibshirani,et al.  Significance analysis of microarrays applied to the ionizing radiation response , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[57]  R. Berria,et al.  Increased collagen content in insulin-resistant skeletal muscle. , 2006, American journal of physiology. Endocrinology and metabolism.

[58]  P. Puigserver,et al.  Peroxisome proliferator-activated receptor-gamma coactivator 1 alpha (PGC-1 alpha): transcriptional coactivator and metabolic regulator. , 2003, Endocrine reviews.

[59]  D. Rowlands,et al.  Exercise intervention in New Zealand Polynesian peoples with type 2 diabetes: Cultural considerations and clinical trial recommendations. , 2012, The Australasian medical journal.

[60]  T. Koh,et al.  Muscle inflammatory cells after passive stretches, isometric contractions, and lengthening contractions. , 2002, Journal of applied physiology.

[61]  L. Kunkel,et al.  miRNAS in normal and diseased skeletal muscle , 2008, Journal of cellular and molecular medicine.

[62]  Eldon Emberly,et al.  Factors underlying variable DNA methylation in a human community cohort , 2012, Proceedings of the National Academy of Sciences.

[63]  C. Schéele,et al.  Muscle specific microRNAs are regulated by endurance exercise in human skeletal muscle , 2010, The Journal of physiology.

[64]  Chunxiang Zhang MicroRNAs in Vascular Biology and Vascular Disease , 2010, Journal of cardiovascular translational research.

[65]  F. Toledo,et al.  Insulin Resistance Is Associated With Higher Intramyocellular Triglycerides in Type I but Not Type II Myocytes Concomitant With Higher Ceramide Content , 2009, Diabetes.

[66]  D. Rowlands,et al.  South Pacific Islanders resist type 2 diabetes: comparison of aerobic and resistance training , 2011, European Journal of Applied Physiology.

[67]  L. Mandarino,et al.  Mitochondrial dysfunction and insulin resistance from the outside in: extracellular matrix, the cytoskeleton, and mitochondria. , 2011, American journal of physiology. Endocrinology and metabolism.

[68]  J. Auwerx,et al.  Regulation of PGC-1α, a nodal regulator of mitochondrial biogenesis. , 2011, The American journal of clinical nutrition.

[69]  P. Jiang,et al.  A Novel Target of MicroRNA-29, Ring1 and YY1-binding Protein (Rybp), Negatively Regulates Skeletal Myogenesis* , 2012, The Journal of Biological Chemistry.

[70]  R. Thériault,et al.  Electrical stimulation-induced changes in skeletal muscle enzymes of men and women. , 1992, Medicine and science in sports and exercise.

[71]  Karim Bouzakri,et al.  MAP4K4 Gene Silencing in Human Skeletal Muscle Prevents Tumor Necrosis Factor-α-induced Insulin Resistance* , 2007, Journal of Biological Chemistry.

[72]  V. Keshamouni,et al.  Human α1 type IV collagen NC1 domain exhibits distinct antiangiogenic activity mediated by α1β1 integrin. , 2020, The Journal of clinical investigation.

[73]  M. Tarnopolsky,et al.  miRNA in the Regulation of Skeletal Muscle Adaptation to Acute Endurance Exercise in C57Bl/6J Male Mice , 2009, PloS one.

[74]  F. Dela,et al.  Strength Training Increases Insulin-Mediated Glucose Uptake, GLUT4 Content, and Insulin Signaling in Skeletal Muscle in Patients With Type 2 Diabetes , 2004 .

[75]  Claes Wahlestedt,et al.  Considerations when using the significance analysis of microarrays (SAM) algorithm , 2005, BMC Bioinformatics.

[76]  K. Eriksson,et al.  Impact of an Exercise Intervention on DNA Methylation in Skeletal Muscle From First-Degree Relatives of Patients With Type 2 Diabetes , 2012, Diabetes.

[77]  C. Stehouwer,et al.  Microvascular dysfunction: An emerging pathway in the pathogenesis of obesity-related insulin resistance , 2013, Reviews in Endocrine and Metabolic Disorders.

[78]  N. Rajewsky,et al.  Widespread changes in protein synthesis induced by microRNAs , 2008, Nature.

[79]  Weight loss after gastric bypass surgery in human obesity remodels promoter methylation. , 2013 .

[80]  C. Bouchard,et al.  Molecular Networks of Human Muscle Adaptation to Exercise and Age , 2013, PLoS genetics.

[81]  M. Rudnicki,et al.  MicroRNA-133 controls brown adipose determination in skeletal muscle satellite cells by targeting Prdm16. , 2013, Cell metabolism.

[82]  Aibin He,et al.  Overexpression of micro ribonucleic acid 29, highly up-regulated in diabetic rats, leads to insulin resistance in 3T3-L1 adipocytes. , 2007, Molecular endocrinology.

[83]  K. Petersen,et al.  Impaired mitochondrial activity in the insulin-resistant offspring of patients with type 2 diabetes. , 2004, The New England journal of medicine.

[84]  J. Zierath,et al.  Non-CpG methylation of the PGC-1alpha promoter through DNMT3B controls mitochondrial density. , 2009, Cell metabolism.

[85]  Peter A. Jones Functions of DNA methylation: islands, start sites, gene bodies and beyond , 2012, Nature Reviews Genetics.

[86]  Jing He,et al.  Dysfunction of mitochondria in human skeletal muscle in type 2 diabetes. , 2002, Diabetes.

[87]  C. S. Shaw,et al.  Sprint interval and endurance training are equally effective in increasing muscle microvascular density and eNOS content in sedentary males , 2013, The Journal of physiology.

[88]  R. Kreider,et al.  Effects of Resistance Exercise Intensity on Extracellular Signal-Regulated Kinase 1/2 Mitogen-Activated Protein Kinase Activation in Men , 2012, Journal of strength and conditioning research.

[89]  G. Dohm,et al.  Lipid oxidation is reduced in obese human skeletal muscle. , 2000, American journal of physiology. Endocrinology and metabolism.

[90]  Wayne Tam,et al.  MicroRNAs of the immune system , 2010, Annals of the New York Academy of Sciences.

[91]  T. Ishii,et al.  Resistance Training Improves Insulin Sensitivity in NIDDM Subjects Without Altering Maximal Oxygen Uptake , 1998, Diabetes Care.

[92]  B. Crabtree,et al.  Maximum catalytic activity of some key enzymes in provision of physiologically useful information about metabolic fluxes. , 1986, The Journal of experimental zoology.

[93]  Craig McDonald,et al.  LTBP4 genotype predicts age of ambulatory loss in duchenne muscular dystrophy , 2013, Annals of neurology.

[94]  D. Allen,et al.  Posttranscriptional mechanisms involving microRNA-27a and b contribute to fast-specific and glucocorticoid-mediated myostatin expression in skeletal muscle. , 2011, American journal of physiology. Cell physiology.

[95]  Carl Johan Sundberg,et al.  Modulation of extracellular matrix genes reflects the magnitude of physiological adaptation to aerobic exercise training in humans , 2005, BMC Biology.

[96]  E. Blough,et al.  Diabetes Alters Contraction-Induced Mitogen Activated Protein Kinase Activation in the Rat Soleus and Plantaris , 2008, Experimental diabetes research.

[97]  Thomas J. Wang,et al.  Dynamic regulation of circulating microRNA during acute exhaustive exercise and sustained aerobic exercise training , 2011, The Journal of physiology.

[98]  R. DePinho,et al.  Involvement of Foxo transcription factors in angiogenesis and postnatal neovascularization. , 2005, The Journal of clinical investigation.

[99]  Renata Pires-Yfantouda,et al.  The Role of Psychosocial Factors in Wellbeing and Self-Care in Young Adults with Type 1 Diabetes , 2012 .

[100]  Bing Zhang,et al.  An Integrated Approach for the Analysis of Biological Pathways using Mixed Models , 2008, PLoS genetics.

[101]  P. Neufer,et al.  Mitochondrial H2O2 emission and cellular redox state link excess fat intake to insulin resistance in both rodents and humans. , 2009, The Journal of clinical investigation.

[102]  T. Gulick,et al.  Nuclear Respiratory Factor 1 Controls Myocyte Enhancer Factor 2A Transcription to Provide a Mechanism for Coordinate Expression of Respiratory Chain Subunits* , 2008, Journal of Biological Chemistry.

[103]  Hyo Jeong Kim,et al.  Effect of exercise training on muscle glucose transporter 4 protein and intramuscular lipid content in elderly men with impaired glucose tolerance , 2004, European Journal of Applied Physiology.

[104]  Thomas D. Schmittgen,et al.  Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. , 2001, Methods.

[105]  Will G. Hopkins,et al.  A spreadsheet for deriving a confidence interval, mechanistic inference and clinical inference from a P value , 2007 .

[106]  A. Barabasi,et al.  Network medicine : a network-based approach to human disease , 2010 .

[107]  S. Park,et al.  Regulation of insulin response in skeletal muscle cell by caveolin status , 2006, Journal of cellular biochemistry.

[108]  Peiyong Jiang,et al.  Inhibition of miR-29 by TGF-beta-Smad3 Signaling through Dual Mechanisms Promotes Transdifferentiation of Mouse Myoblasts into Myofibroblasts , 2012, PloS one.