Temporal dynamics of the multi-omic response to endurance exercise training across tissues

Regular exercise promotes whole-body health and prevents disease, yet the underlying molecular mechanisms throughout a whole organism are incompletely understood. Here, the Molecular Transducers of Physical Activity Consortium (MoTrPAC) profiled the temporal transcriptome, proteome, metabolome, lipidome, phosphoproteome, acetylproteome, ubiquitylproteome, epigenome, and immunome in whole blood, plasma, and 18 solid tissues in Rattus norvegicus over 8 weeks of endurance exercise training. The resulting data compendium encompasses 9466 assays across 19 tissues, 25 molecular platforms, and 4 training time points in young adult male and female rats. We identified thousands of shared and tissue- and sex-specific molecular alterations. Temporal multi-omic and multi-tissue analyses demonstrated distinct patterns of tissue remodeling, with widespread regulation of immune, metabolism, heat shock stress response, and mitochondrial pathways. These patterns provide biological insights into the adaptive responses to endurance training over time. For example, exercise training induced heart remodeling via altered activity of the Mef2 family of transcription factors and tyrosine kinases. Translational analyses revealed changes that are consistent with human endurance training data and negatively correlated with disease, including increased phospholipids and decreased triacylglycerols in the liver. Sex differences in training adaptation were widespread, including those in the brain, adrenal gland, lung, and adipose tissue. Integrative analyses generated novel hypotheses of disease relevance, including candidate mechanisms that link training adaptation to non-alcoholic fatty liver disease, inflammatory bowel disease, cardiovascular health, and tissue injury and recovery. The data and analysis results presented in this study will serve as valuable resources for the broader community and are provided in an easily accessible public repository (https://motrpac-data.org/). Highlights Multi-tissue resource identifies 35,439 analytes regulated by endurance exercise training at 5% FDR across 211 combinations of tissues and molecular platforms. Interpretation of systemic and tissue-specific molecular adaptations produced hypotheses to help describe the health benefits induced by exercise. Robust sex-specific responses to endurance exercise training are observed across multiple organs at the molecular level. Deep multi-omic profiling of six tissues defines regulatory signals for tissue adaptation to endurance exercise training. All data are available in a public repository, and processed data, analysis results, and code to reproduce major analyses are additionally available in convenient R packages.

Michael E. Miller | Ronald J. Moore | Ian R. Lanza | Kevin S. Smith | Charles R. Evans | Neil M. Johannsen | R. Tibshirani | T. Hastie | W. Kraus | K. Gadde | E. Ashley | E. Ravussin | M. Wheeler | S. Sealfon | S. Montgomery | Yongchao Ge | E. Melanson | M. Pahor | K. Moreau | M. Lindholm | S. Powers | R. Gerszten | A. Hevener | K. Esser | M. Monroe | M. Gritsenko | T. Rankinen | Xueyun Liu | E. Ortlund | B. Goodpaster | F. Booth | Nicole R. Gay | B. Bergman | C. Zang | D. Mani | K. Uppal | E. Zaslavsky | J. Adkins | W. Qian | V. Petyuk | G. Nudelman | W. Rejeski | M. Walkup | O. Ilkayeva | P. Piehowski | W. Kohrt | Pierre M. Jean Beltran | Steve Carr | S. Marwaha | D. Nachun | D. Bessesen | K. Huffman | R. Newton | Melissa Harris | P. Nigro | G. Many | T. Trappe | S. Bodine | E. Volpi | B. Rasmussen | L. Goodyear | N. Musi | M. Hirshman | M. Muehlbauer | M. Walsh | H. Pincas | M. Chikina | D. Amar | Tanu Soni | R. Rector | S. Rushing | Zhen Yan | C. Leeuwenburgh | I. Ramos | N. Johannsen | T. Buford | Simon Schenk | Michael Snyder | S. Moore | D. Gaul | S. Lessard | Jun Li | Hasmik Keshishian | E. Barton | D. Jimenez-Morales | K. Hennig | M. Cicha | J. J. Almagro Armenteros | Yifei Sun | L. Sparks | C. Clish | C. Dennis | J. Thyfault | M. Bamman | S. Hershman | V. Nair | Frederique Ruf-Zamojski | N. Bararpour | I. Schauer | D. Cooper | A. Thalacker-Mercer | P. Coen | S. Radom-Aizik | N. Marjanović | Gregory R. Smith | C. Burant | M. Kachman | E. Cornell | I. Lanza | David A. Gaul | J. Sanford | Bridget E. Lester | Tiziana Caputo | Megan E. Ramaker | F. Haddad | R. Chiu | Catherine Jankowski | A. Steep | R. Tracy | G. Cutter | Zhenxin Hou | Brent G. Albertson | Nathan Makarewicz | Fang-Chi Hsu | Scott Trappe | Facundo M. Fernández | Evan Savage | C. Newgard | Anna A. Ivanova | Surendra Dasari | Ching-ju Lu | Toby L. Chambers | Cadence Pearce | Tiantian Zhang | M. A. Amper | Nitish Seenarine | K. Nair | Chia-Jiu Hung | Navid Zebarjadi | Jimmy Zhen | J. Hansen | S. Vangeti | Mike Nestor | Chelsea Hutchinson-Bunch | D. Presby | Stas Rirak | Kyle Kramer | Charles C Mundorff | J. Ávila-Pacheco | Dam Bae | Archana Natarajan Raja | Jessica L. Rooney | Nikolai G. Vetr | Si Wu | Bingqing Zhao | B. Bouverat | C. Chávez | Karen P. Dalton | Luis Oliveria De Sousa | R. Farrar | N. Gagne | Kristen Guevara | Bailey E. Jackson | Christopher A. Jin | Benjamin G. Ke | A. Marshall | Sandy May | B. Nicklas | Alexander (Sasha) Raskind | Collyn Richards | Tyler J. Sagendorf | Mihir Samdarshi | R. Schwartz | Christopher Teng | Mital Vasoya | John Williams | Ashley Xia | Jeremy M. Robbins | F. Ruf-Zamojski | A. Rubenstein | A. Vornholt | Xuechen B. Yu | Krithika Ramachandran | M. Ramaker | Ali Tuğrul Balcı | Cynthia L. Stowe | Kristal M. Maner-Smith | A. C. Lira | Maléne E. Lindholm | Dan M. Cooper | Melissa Harris | Paul M. Coen | A. Raskind | Pasquale Nigro | Benjamin G. Ke | Daniel C. Nachun | Nada Marjanović | D. M. Presby | Charles C. Mundorff | C. Richards | Mihir Samdarshi

[1]  P. Dominelli,et al.  Sex, gender and the pulmonary physiology of exercise , 2022, European Respiratory Review.

[2]  P. Berggren,et al.  Apolipoprotein CIII Reduction Protects White Adipose Tissues against Obesity-Induced Inflammation and Insulin Resistance in Mice , 2021, International journal of molecular sciences.

[3]  M. Rivas,et al.  A cross-population atlas of genetic associations for 220 human phenotypes , 2021, Nature Genetics.

[4]  Dana R. Valley,et al.  A proteogenomic portrait of lung squamous cell carcinoma , 2021, Cell.

[5]  M. Rivas,et al.  Time trajectories in the transcriptomic response to exercise - a meta-analysis , 2021, Nature Communications.

[6]  Jun Yang,et al.  Src-family Protein Tyrosine Kinases: A promising target for treating Cardiovascular Diseases , 2021, International journal of medical sciences.

[7]  Yong Ryoul Yang,et al.  Exercise reduces metabolic burden while altering the immune system in aged mice , 2021, Aging.

[8]  T. Hankemeier,et al.  The contribution of gut bacterial metabolites in the human immune signaling pathway of non-communicable diseases , 2021, Gut microbes.

[9]  Tatsuo Kawai,et al.  Adipose Tissue Inflammation and Metabolic Dysfunction in Obesity. , 2020, American journal of physiology. Cell physiology.

[10]  Nadezhda T. Doncheva,et al.  The STRING database in 2021: customizable protein–protein networks, and functional characterization of user-uploaded gene/measurement sets , 2020, Nucleic Acids Res..

[11]  P. Lampe,et al.  Src Regulation of Cx43 Phosphorylation and Gap Junction Turnover , 2020, Biomolecules.

[12]  Minoru Kanehisa,et al.  KEGG: integrating viruses and cellular organisms , 2020, Nucleic Acids Res..

[13]  P. Baldi,et al.  Atlas of exercise metabolism reveals time-dependent signatures of metabolic homeostasis. , 2020, Cell metabolism.

[14]  Kara Dolinski,et al.  The BioGRID database: A comprehensive biomedical resource of curated protein, genetic, and chemical interactions , 2020, Protein science : a publication of the Protein Society.

[15]  V. Tahan,et al.  Secondary causes of inflammatory bowel diseases , 2020, World journal of gastroenterology.

[16]  Michael E. Miller,et al.  Critical Role of Type III Interferon in Controlling SARS-CoV-2 Infection in Human Intestinal Epithelial Cells , 2020, Cell Reports.

[17]  K. Foley,et al.  Inflammation promotes adipocyte lipolysis via IRE1 kinase , 2020, bioRxiv.

[18]  Rick B. Vega,et al.  A Critical Role for Estrogen-Related Receptor Signaling in Cardiac Maturation , 2020, Circulation research.

[19]  P. Moraes-Vieira,et al.  Leptin Induces Proadipogenic and Proinflammatory Signaling in Adipocytes , 2019, Front. Endocrinol..

[20]  A. Ascensão,et al.  Physical exercise and liver “fitness”: Role of mitochondrial function and epigenetics-related mechanisms in non-alcoholic fatty liver disease , 2019, Molecular metabolism.

[21]  D. Bishop,et al.  Transcriptomic profiling of skeletal muscle adaptations to exercise and inactivity , 2019, Nature Communications.

[22]  D. Glass,et al.  HDAC4 Controls Muscle Homeostasis through Deacetylation of Myosin Heavy Chain, PGC-1α, and Hsc70. , 2019, Cell reports.

[23]  D. Wishart,et al.  PathBank: a comprehensive pathway database for model organisms , 2019, Nucleic Acids Res..

[24]  Christopher D. Brown,et al.  The GTEx Consortium atlas of genetic regulatory effects across human tissues , 2019, Science.

[25]  Melinda E. Tóth,et al.  Heat-Shock Proteins in Neuroinflammation , 2019, Front. Pharmacol..

[26]  C. Bouchard,et al.  Association of Dimethylguanidino Valeric Acid With Partial Resistance to Metabolic Health Benefits of Regular Exercise. , 2019, JAMA cardiology.

[27]  Elizabeth Morris,et al.  Association of Weight Loss Interventions With Changes in Biomarkers of Nonalcoholic Fatty Liver Disease , 2019, JAMA internal medicine.

[28]  Vilmundur Gudnason,et al.  Genome-Wide Association Study of Susceptibility to Idiopathic Pulmonary Fibrosis , 2019, bioRxiv.

[29]  P. Krustrup,et al.  Lifelong Football Training: Effects on Autophagy and Healthy Longevity Promotion , 2019, Front. Physiol..

[30]  Blair H. Smith,et al.  Genetic landscape of chronic obstructive pulmonary disease identifies heterogeneous cell type and phenotype associations , 2019, Nature Genetics.

[31]  L. Goodyear,et al.  Exercise Training Induces Depot-Specific Adaptations to White and Brown Adipose Tissue , 2019, iScience.

[32]  Jill P. Mesirov,et al.  A Curated Resource for Phosphosite-specific Signature Analysis* , 2018, Molecular & Cellular Proteomics.

[33]  Benjamin B. Sun,et al.  New genetic signals for lung function highlight pathways and chronic obstructive pulmonary disease associations across multiple ancestries. , 2018, Nature Genetics.

[34]  Helen E. Parkinson,et al.  The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019 , 2018, Nucleic Acids Res..

[35]  Mauro A. A. Castro,et al.  The chromatin accessibility landscape of primary human cancers , 2018, Science.

[36]  J. Sadoshima,et al.  Mechanisms of physiological and pathological cardiac hypertrophy , 2018, Nature Reviews Cardiology.

[37]  D. Chuang,et al.  The BCKDH Kinase and Phosphatase Integrate BCAA and Lipid Metabolism via Regulation of ATP-Citrate Lyase. , 2018, Cell metabolism.

[38]  R. Holmdahl,et al.  Reactive Oxygen Species Deficiency Due to Ncf1-Mutation Leads to Development of Adenocarcinoma and Metabolomic and Lipidomic Remodeling in a New Mouse Model of Dextran Sulfate Sodium-Induced Colitis , 2018, Front. Immunol..

[39]  Louise M Burke,et al.  Maximizing Cellular Adaptation to Endurance Exercise in Skeletal Muscle. , 2018, Cell metabolism.

[40]  Xiaolan Zhang,et al.  Therapeutic Effect of HGF on NASH Mice Through HGF/c-Met and JAK2-STAT3 Signalling Pathway. , 2018, Annals of hepatology.

[41]  J. Garcia,et al.  Myosin light chain kinase (MYLK) coding polymorphisms modulate human lung endothelial cell barrier responses via altered tyrosine phosphorylation, spatial localization, and lamellipodial protrusions , 2018, Pulmonary circulation.

[42]  P. Geiger,et al.  Exercise, heat shock proteins and insulin resistance , 2018, Philosophical Transactions of the Royal Society B: Biological Sciences.

[43]  G. Shulman,et al.  Nonalcoholic Fatty Liver Disease as a Nexus of Metabolic and Hepatic Diseases. , 2018, Cell metabolism.

[44]  Allyson L. Byrd,et al.  White Adipose Tissue Is a Reservoir for Memory T Cells and Promotes Protective Memory Responses to Infection , 2017, Immunity.

[45]  Steven P Jones,et al.  Exercise-Induced Changes in Glucose Metabolism Promote Physiological Cardiac Growth , 2017, Circulation.

[46]  Kathryn S. Burch,et al.  Leveraging polygenic functional enrichment to improve GWAS power , 2017, bioRxiv.

[47]  L. Wain,et al.  Genetic variants associated with susceptibility to idiopathic pulmonary fibrosis in people of European ancestry: a genome-wide association study , 2017, The Lancet. Respiratory medicine.

[48]  A. Saltiel,et al.  Adapting to obesity with adipose tissue inflammation , 2017, Nature Reviews Endocrinology.

[49]  Huige Li,et al.  Exercise-induced GLUT4 transcription via inactivation of HDAC4/5 in mouse skeletal muscle in an AMPKα2-dependent manner. , 2017, Biochimica et biophysica acta. Molecular basis of disease.

[50]  D. Vance,et al.  The critical role of phosphatidylcholine and phosphatidylethanolamine metabolism in health and disease. , 2017, Biochimica et biophysica acta. Biomembranes.

[51]  U. Knaus,et al.  ROS in gastrointestinal inflammation: Rescue Or Sabotage? , 2017, British journal of pharmacology.

[52]  Rick B. Vega,et al.  Molecular Mechanisms Underlying Cardiac Adaptation to Exercise. , 2017, Cell metabolism.

[53]  Harry J de Koning,et al.  Genetic loci associated with chronic obstructive pulmonary disease overlap with loci for lung function and pulmonary fibrosis , 2017, Nature Genetics.

[54]  Jianqiong Zhang,et al.  Role of intestinal microbiota and metabolites on gut homeostasis and human diseases , 2017, BMC Immunology.

[55]  P. Hojman,et al.  Exercise-Dependent Regulation of NK Cells in Cancer Protection. , 2016, Trends in molecular medicine.

[56]  D. Aguilar Heart Failure, Diabetes Mellitus, and Chronic Kidney Disease: A Clinical Conundrum. , 2016, Circulation. Heart failure.

[57]  A. Fournier,et al.  Association of Leisure-Time Physical Activity With Risk of 26 Types of Cancer in 1.44 Million Adults. , 2016, JAMA internal medicine.

[58]  Judith B. Zaugg,et al.  Data-driven hypothesis weighting increases detection power in genome-scale multiple testing , 2016, Nature Methods.

[59]  V. Thannickal,et al.  Alveolar epithelial disintegrity in pulmonary fibrosis. , 2016, American journal of physiology. Lung cellular and molecular physiology.

[60]  B. Saltin,et al.  Exercise as medicine – evidence for prescribing exercise as therapy in 26 different chronic diseases , 2015, Scandinavian journal of medicine & science in sports.

[61]  Nolan J Hoffman,et al.  Global Phosphoproteomic Analysis of Human Skeletal Muscle Reveals a Network of Exercise-Regulated Kinases and AMPK Substrates. , 2015, Cell metabolism.

[62]  M. Marra,et al.  MEF2 transcription factors: developmental regulators and emerging cancer genes , 2015, Oncotarget.

[63]  Hana Malá,et al.  The Effects of Exercise on Cognitive Recovery after Acquired Brain Injury in Animal Models: A Systematic Review , 2015, Neural plasticity.

[64]  James Kinross,et al.  The gut microbiota and host health: a new clinical frontier , 2015, Gut.

[65]  Claude Bouchard,et al.  Understanding the Cellular and Molecular Mechanisms of Physical Activity-Induced Health Benefits. , 2015, Cell metabolism.

[66]  I. Scroyen,et al.  Gelatinase A (MMP-2) promotes murine adipogenesis. , 2015, Biochimica et biophysica acta.

[67]  C. A. de la Motte,et al.  The epithelial danger signal IL-1α is a potent activator of fibroblasts and reactivator of intestinal inflammation. , 2015, The American journal of pathology.

[68]  Steven L Britton,et al.  Maximal oxidative capacity during exercise is associated with skeletal muscle fuel selection and dynamic changes in mitochondrial protein acetylation. , 2015, Cell metabolism.

[69]  Qing-Yu He,et al.  DOSE: an R/Bioconductor package for disease ontology semantic and enrichment analysis , 2015, Bioinform..

[70]  J. Krieger,et al.  PBMCs express a transcriptome signature predictor of oxygen uptake responsiveness to endurance exercise training in men. , 2015, Physiological genomics.

[71]  J. Tegnér,et al.  An integrative analysis reveals coordinated reprogramming of the epigenome and the transcriptome in human skeletal muscle after training , 2014, Epigenetics.

[72]  Toshiaki Shimizu,et al.  Increased expression of CXCR3 axis components and matrix metalloproteinase in pediatric inflammatory bowel disease patients , 2014, Pediatrics international : official journal of the Japan Pediatric Society.

[73]  C. Bruce,et al.  The regulation of glucose metabolism: implications and considerations for the assessment of glucose homeostasis in rodents. , 2014, American journal of physiology. Endocrinology and metabolism.

[74]  Ruth Heller,et al.  Repfdr: a Tool for Replicability Analysis for Genome-wide Association Studies , 2014, Bioinform..

[75]  Zhi-qin Fu,et al.  Prognostic value of phospho‐Akt in patients with non‐small cell lung carcinoma: A meta‐analysis , 2014, International journal of cancer.

[76]  E. Murphy,et al.  Exercise and associated dietary extremes impact on gut microbial diversity , 2014, Gut.

[77]  S. Mitra,et al.  Oxidative stress: an essential factor in the pathogenesis of gastrointestinal mucosal diseases. , 2014, Physiological reviews.

[78]  António S. Barros,et al.  Lifelong exercise training modulates cardiac mitochondrial phosphoproteome in rats. , 2014, Journal of proteome research.

[79]  Nima Milani-Nejad,et al.  Small and large animal models in cardiac contraction research: advantages and disadvantages. , 2014, Pharmacology & therapeutics.

[80]  G. Qin,et al.  HDAC4: mechanism of regulation and biological functions. , 2014, Epigenomics.

[81]  Henning Hermjakob,et al.  The Reactome pathway knowledgebase , 2013, Nucleic Acids Res..

[82]  R. Claus,et al.  Physical Exercise Induces Specific Adaptations Resulting in Reduced Organ Injury and Mortality During Severe Polymicrobial Sepsis , 2013, Critical care medicine.

[83]  Leif Groop,et al.  A Six Months Exercise Intervention Influences the Genome-wide DNA Methylation Pattern in Human Adipose Tissue , 2013, PLoS genetics.

[84]  D. Dornbos,et al.  Preischemic exercise reduces brain damage by ameliorating metabolic disorder in ischemia/reperfusion injury , 2013, Journal of neuroscience research.

[85]  Brent S. Pedersen,et al.  Genome-wide association study identifies multiple susceptibility loci for pulmonary fibrosis , 2013, Nature Genetics.

[86]  J. Zierath,et al.  Exercise metabolism and the molecular regulation of skeletal muscle adaptation. , 2013, Cell metabolism.

[87]  A. Rosenzweig,et al.  Can Exercise Teach Us How to Treat Heart Disease? , 2012, Circulation.

[88]  G. Besra,et al.  Natural killer T cells in adipose tissue prevent insulin resistance. , 2012, The Journal of clinical investigation.

[89]  J. Gugenheim,et al.  Identification of Adipose Tissue Dendritic Cells Correlated With Obesity-Associated Insulin-Resistance and Inducing Th17 Responses in Mice and Patients , 2012, Diabetes.

[90]  J. D. de Bakker,et al.  Functional consequences of abnormal Cx43 expression in the heart. , 2012, Biochimica et biophysica acta.

[91]  K. Cusi,et al.  The Diagnosis and Management of Non-alcoholic Fatty Liver Disease: Practice Guideline by the American Association for the Study of Liver Diseases, American College of Gastroenterology, and the American Gastroenterological Association , 2012, The American Journal of Gastroenterology.

[92]  P. Pelosi,et al.  Regular and moderate exercise before experimental sepsis reduces the risk of lung and distal organ injury. , 2012, Journal of applied physiology.

[93]  F. Booth,et al.  Lack of exercise is a major cause of chronic diseases. , 2012, Comprehensive Physiology.

[94]  Jeffrey D. Zaremba,et al.  MEF2C Enhances Dopaminergic Neuron Differentiation of Human Embryonic Stem Cells in a Parkinsonian Rat Model , 2011, PloS one.

[95]  E. Hoster,et al.  Strong overexpression of CXCR3 axis components in childhood inflammatory bowel disease , 2010, Inflammatory bowel diseases.

[96]  R. Zechner,et al.  Weight loss and lipolysis promote a dynamic immune response in murine adipose tissue. , 2010, The Journal of clinical investigation.

[97]  S. Le,et al.  Sequence signatures and mRNA concentration can explain two-thirds of protein abundance variation in a human cell line , 2010, Molecular systems biology.

[98]  T. Davis,et al.  Protein Kinase C Activation Modulates Reversible Increase in Cortical Blood–Brain Barrier Permeability and Tight Junction Protein Expression during Hypoxia and Posthypoxic Reoxygenation , 2010, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[99]  C. Glass,et al.  Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. , 2010, Molecular cell.

[100]  Yunyu Zhang,et al.  Estrogen-related Receptor γ Is a Key Regulator of Muscle Mitochondrial Activity and Oxidative Capacity , 2010, The Journal of Biological Chemistry.

[101]  Dylan Thompson,et al.  Time course of changes in inflammatory markers during a 6-mo exercise intervention in sedentary middle-aged men: a randomized-controlled trial. , 2010, Journal of applied physiology.

[102]  A. Garnham,et al.  Exercise‐induced histone modifications in human skeletal muscle , 2009, The Journal of physiology.

[103]  E. Marcotte,et al.  Global signatures of protein and mRNA expression levelsw , 2009 .

[104]  T. Kadowaki,et al.  CD8+ effector T cells contribute to macrophage recruitment and adipose tissue inflammation in obesity , 2009, Nature Medicine.

[105]  A. Hasty,et al.  Macrophage infiltration into adipose tissue: initiation, propagation and remodeling. , 2008, Future lipidology.

[106]  H. Meves,et al.  Arachidonic acid and ion channels: an update , 2008, British journal of pharmacology.

[107]  Sefik Alkan,et al.  Gliadin induces an increase in intestinal permeability and zonulin release by binding to the chemokine receptor CXCR3. , 2008, Gastroenterology.

[108]  S. Willich,et al.  Association of physical activity with all-cause and cardiovascular mortality: a systematic review and meta-analysis , 2008, European journal of cardiovascular prevention and rehabilitation : official journal of the European Society of Cardiology, Working Groups on Epidemiology & Prevention and Cardiac Rehabilitation and Exercise Physiology.

[109]  D. Garrod,et al.  Desmosome structure, composition and function. , 2008, Biochimica et biophysica acta.

[110]  S. Powers,et al.  Exercise-induced cardioprotection against myocardial ischemia-reperfusion injury. , 2008, Free radical biology & medicine.

[111]  S. Akira,et al.  Identification of a key pathway required for the sterile inflammatory response triggered by dying cells , 2007, Nature Medicine.

[112]  J. Lillard,et al.  CXCR3 axis: role in inflammatory bowel disease and its therapeutic implication. , 2007, Endocrine, metabolic & immune disorders drug targets.

[113]  Leif E. Peterson,et al.  T-Cell Accumulation and Regulated on Activation, Normal T Cell Expressed and Secreted Upregulation in Adipose Tissue in Obesity , 2007, Circulation.

[114]  R. Griffiths,et al.  Time course and differential responses of the major heat shock protein families in human skeletal muscle following acute nondamaging treadmill exercise. , 2006, Journal of applied physiology.

[115]  Hyung-Suk Kim,et al.  Intermittent pressure overload triggers hypertrophy-independent cardiac dysfunction and vascular rarefaction. , 2006, The Journal of clinical investigation.

[116]  M. Newman,et al.  Finding community structure in networks using the eigenvectors of matrices. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[117]  T. Beaty,et al.  Novel polymorphisms in the myosin light chain kinase gene confer risk for acute lung injury. , 2006, American journal of respiratory cell and molecular biology.

[118]  Richard T. Lee,et al.  Focal Adhesion Kinase Signaling Regulates Cardiogenesis of Embryonic Stem Cells* , 2005, Journal of Biological Chemistry.

[119]  M. Dinauer,et al.  Rac2-Deficient Murine Macrophages Have Selective Defects in Superoxide Production and Phagocytosis of Opsonized Particles1 , 2004, The Journal of Immunology.

[120]  M. Desai,et al.  Obesity is associated with macrophage accumulation in adipose tissue. , 2003, The Journal of clinical investigation.

[121]  B. Saltin,et al.  Interleukin-6 stimulates lipolysis and fat oxidation in humans. , 2003, The Journal of clinical endocrinology and metabolism.

[122]  V. Manganiello,et al.  Tumor necrosis factor-alpha stimulates lipolysis in differentiated human adipocytes through activation of extracellular signal-related kinase and elevation of intracellular cAMP. , 2002, Diabetes.

[123]  Y. Takeishi,et al.  Src and multiple MAP kinase activation in cardiac hypertrophy and congestive heart failure under chronic pressure-overload: comparison with acute mechanical stretch. , 2001, Journal of molecular and cellular cardiology.

[124]  R. Lin,et al.  v-Src phosphorylation of connexin 43 on Tyr247 and Tyr265 disrupts gap junctional communication , 2001, The Journal of cell biology.

[125]  M. Hori,et al.  c-Src Regulates the Interaction between Connexin-43 and ZO-1 in Cardiac Myocytes* , 2001, The Journal of Biological Chemistry.

[126]  J. Garcia,et al.  Regulation of endothelial cell myosin light chain kinase by Rho, cortactin, and p60 src. , 1999, American journal of physiology. Lung cellular and molecular physiology.

[127]  K. Matsumoto,et al.  Hepatocyte growth factor leads to recovery from alcohol-induced fatty liver in rats. , 1999, The Journal of clinical investigation.

[128]  K. Matsumoto,et al.  Hepatocyte growth factor suppresses the onset of liver cirrhosis and abrogates lethal hepatic dysfunction in rats. , 1995, Journal of biochemistry.

[129]  H. Davis,et al.  Regulation of endothelial cell gap formation and barrier dysfunction: Role of myosin light chain phosphorylation , 1995, Journal of cellular physiology.

[130]  C. Fiocchi,et al.  Mucosal imbalance of IL-1 and IL-1 receptor antagonist in inflammatory bowel disease. A novel mechanism of chronic intestinal inflammation. , 1995, Journal of immunology.

[131]  P. K. Dey,et al.  Exercise training: Significance of regional alterations in serotonin metabolism of rat brain in relation to antidepressant effect of exercise , 1992, Physiology & Behavior.

[132]  M. Kjaer,et al.  Diminished epinephrine response to hypoglycemia despite enlarged adrenal medulla in trained rats. , 1990, The American journal of physiology.

[133]  R S Paffenbarger,et al.  Physical fitness and all-cause mortality. A prospective study of healthy men and women. , 1989, JAMA.

[134]  J K Haseman,et al.  Natural history of body weight gain, survival, and neoplasia in the F344 rat. , 1984, Journal of the National Cancer Institute.

[135]  G. Dudley,et al.  Influence of exercise intensity and duration on biochemical adaptations in skeletal muscle. , 1982, Journal of applied physiology: respiratory, environmental and exercise physiology.

[136]  J. Holloszy Biochemical adaptations in muscle. Effects of exercise on mitochondrial oxygen uptake and respiratory enzyme activity in skeletal muscle. , 1967, The Journal of biological chemistry.

[137]  Ash A. Alizadeh,et al.  Profiling Cell Type Abundance and Expression in Bulk Tissues with CIBERSORTx. , 2020, Methods in molecular biology.

[138]  G. Ortiz,et al.  Oxidative Stress: Love and Hate History in Central Nervous System. , 2017, Advances in protein chemistry and structural biology.

[139]  R. Shephard,et al.  Effects of physical activity upon the liver , 2014, European Journal of Applied Physiology.

[140]  Melissa C. Greven,et al.  An integrated encyclopedia of DNA elements in the human genome , 2014 .

[141]  David C. Wilson,et al.  Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease , 2012, Nature.

[142]  A. Shabana,et al.  Involvement of desmoplakin phosphorylation in the regulation of desmosomes by protein kinase C, in HeLa cells. , 1999, Cell adhesion and communication.

[143]  B. Spiegelman,et al.  Adipose expression of tumor necrosis factor-alpha: direct role in obesity-linked insulin resistance. , 1993, Science.