Metabolite patterns of patients with peripheral arterial disease in response to exercise

Supervised exercise therapy (SET) is an effective intervention for symptomatic peripheral artery disease. Its effect on metabolism, measured by the circulating metabolome is not well understood. Participants underwent the Gardner graded treadmill test before and after SET and blood was sampled before and after each treadmill test. We tested the average association of metabolite levels with timing of blood draws. We used five models to identify metabolites or changes in metabolites at specific time points that associate with treadmill test performance or inter-individual variability in functional performance after SET. When analyzing individual time points, high levels of anandamide (AEA) before any exercise interventions were associated with shorter, or worse, walking time. Increased arachidonic acid (AA) and decreased levels of AA precursors (dihomo-{gamma}-linolenic acid and diacylglycerol) before any exercise was associated with shorter walking times. Participants who tolerated large increases in AA during acute exercise had longer, or better, walking times before and after SET. We identified two pathways of relevance to individual response to SET: AEA synthesis may increase the activity at endocannabinoid receptors, resulting in worse treadmill test performance. SET may help train patients withstand higher levels of AA and inflammatory signaling, resulting in longer walking times.

[1]  Eoin Fahy,et al.  RefMet: a reference nomenclature for metabolomics , 2020, Nature Methods.

[2]  R. Tibshirani,et al.  Lasso and Elastic-Net Regularized Generalized Linear Models [R package glmnet version 4.0-2] , 2020 .

[3]  P. Britz‐McKibbin,et al.  Serum Metabolic Signatures of Chronic Limb-Threatening Ischemia in Patients with Peripheral Artery Disease , 2020, Journal of clinical medicine.

[4]  K. Maemura,et al.  The Relationship between Circulating Polyunsaturated Fatty Acid Levels and Exercise Responses of Patients with Non-ischemic Heart Failure , 2019, Internal medicine.

[5]  O. Fiehn,et al.  Exercise plasma metabolomics and xenometabolomics in obese, sedentary, insulin-resistant women: impact of a fitness and weight loss intervention. , 2019, American journal of physiology. Endocrinology and metabolism.

[6]  J. Nelson,et al.  The eicosapentaenoic acid:arachidonic acid ratio and its clinical utility in cardiovascular disease , 2019, Postgraduate medicine.

[7]  Ira Tabas,et al.  Inflammation and its resolution in atherosclerosis: mediators and therapeutic opportunities , 2019, Nature Reviews Cardiology.

[8]  M. Gibala,et al.  Characterization of the Human Skeletal Muscle Metabolome for Elucidating the Mechanisms of Bicarbonate Ingestion on Strenuous Interval Exercise. , 2019, Analytical chemistry.

[9]  Christopher J. Lambert,et al.  Skeletal muscle interstitial fluid metabolomics at rest and associated with an exercise bout: application in rats and humans. , 2019, American journal of physiology. Endocrinology and metabolism.

[10]  D. Barrett,et al.  An Analysis of Endocannabinoid Concentrations and Mood Following Singing and Exercise in Healthy Volunteers , 2018, Front. Behav. Neurosci..

[11]  E. Pennisi,et al.  Lipid Myopathies , 2018, Journal of clinical medicine.

[12]  G. Weiss,et al.  Arachidonic Acid Metabolites in Cardiovascular and Metabolic Diseases , 2018, International journal of molecular sciences.

[13]  J. Newman,et al.  Oral ibuprofen differentially affects plasma and sweat lipid mediator profiles in healthy adult males. , 2018, Prostaglandins & other lipid mediators.

[14]  E. A. Hafez,et al.  Synopsis of arachidonic acid metabolism: A review , 2018, Journal of advanced research.

[15]  Andries T Marees,et al.  A tutorial on conducting genome‐wide association studies: Quality control and statistical analysis , 2018, International journal of methods in psychiatric research.

[16]  S. Machida,et al.  Endurance exercise training and high-fat diet differentially affect composition of diacylglycerol molecular species in rat skeletal muscle , 2018, American journal of physiology. Regulatory, integrative and comparative physiology.

[17]  E. Liepinsh,et al.  Plasma acylcarnitine concentrations reflect the acylcarnitine profile in cardiac tissues , 2017, Scientific Reports.

[18]  Erin K. Englund,et al.  Effects of exercise training on calf muscle oxygen extraction and blood flow in patients with peripheral artery disease. , 2017, Journal of applied physiology.

[19]  L. V. van Loon,et al.  α‐Linolenic acid and exercise training independently, and additively, decrease blood pressure and prevent diastolic dysfunction in obese Zucker rats , 2017, The Journal of physiology.

[20]  M. Maccarrone Metabolism of the Endocannabinoid Anandamide: Open Questions after 25 Years , 2017, Front. Mol. Neurosci..

[21]  M. Maiuri,et al.  Metabolic effects of fasting on human and mouse blood in vivo , 2017, Autophagy.

[22]  L. Fleisher,et al.  2016 AHA/ACC Guideline on the Management of Patients With Lower Extremity Peripheral Artery Disease: Executive Summary , 2016, Circulation.

[23]  K. Calligaro,et al.  Reporting standards of the Society for Vascular Surgery for endovascular treatment of chronic lower extremity peripheral artery disease. , 2016, Journal of vascular surgery.

[24]  R. Murphy,et al.  The discovery and early structural studies of arachidonic acid , 2016, Journal of Lipid Research.

[25]  A. Dirican,et al.  Increased IL18 mRNA levels in peripheral artery disease and its association with triglyceride and LDL cholesterol levels: a pilot study , 2016, Heart and Vessels.

[26]  M. Monreal,et al.  Quality assessment of peripheral artery disease clinical guidelines. , 2016, Journal of vascular surgery.

[27]  E. Armstrong,et al.  Peripheral Artery Disease: Evolving Role of Exercise, Medical Therapy, and Endovascular Options. , 2016, Journal of the American College of Cardiology.

[28]  R. D. de Bie,et al.  Patient Characteristics and Comorbidities Influence Walking Distances in Symptomatic Peripheral Arterial Disease: A Large One-Year Physiotherapy Cohort Study , 2016, PloS one.

[29]  Cheng Li,et al.  Pulse sequence programming in a dynamic visual environment: SequenceTree , 2016, Magnetic resonance in medicine.

[30]  W. H. Hoffmann,et al.  Endovascular Revascularization and Supervised Exercise for Peripheral Artery Disease and Intermittent Claudication: A Randomized Clinical Trial. , 2015, JAMA.

[31]  J. Kals,et al.  Metabolomic signature of arterial stiffness in male patients with peripheral arterial disease , 2015, Hypertension Research.

[32]  M. McDermott Lower extremity manifestations of peripheral artery disease: the pathophysiologic and functional implications of leg ischemia. , 2015, Circulation research.

[33]  Erin K. Englund,et al.  Multiparametric assessment of vascular function in peripheral artery disease: dynamic measurement of skeletal muscle perfusion, blood-oxygen-level dependent signal, and venous oxygen saturation. , 2015, Circulation. Cardiovascular imaging.

[34]  J. Massaro,et al.  Supervised exercise, stent revascularization, or medical therapy for claudication due to aortoiliac peripheral artery disease: the CLEVER study. , 2015, Journal of the American College of Cardiology.

[35]  N. Smart,et al.  Exercise Training for Management of Peripheral Arterial Disease: A Systematic Review and Meta-Analysis , 2015, Sports Medicine.

[36]  D. Cook,et al.  Mechanisms of exercise-induced hypoalgesia. , 2014, The journal of pain : official journal of the American Pain Society.

[37]  D. Nomura,et al.  Chemical approaches to therapeutically target the metabolism and signaling of the endocannabinoid 2-AG and eicosanoids. , 2014, Chemical Society reviews.

[38]  Jiang He,et al.  BMI and waist circumference are associated with impaired glucose metabolism and type 2 diabetes in normal weight Chinese adults. , 2014, Journal of diabetes and its complications.

[39]  T. Harkany,et al.  The endocannabinoid 2-AG controls skeletal muscle cell differentiation via CB1 receptor-dependent inhibition of Kv7 channels , 2014, Proceedings of the National Academy of Sciences.

[40]  Taro Kimura,et al.  Hydroxylamine enhances glucose uptake in C2C12 skeletal muscle cells through the activation of insulin receptor substrate 1. , 2014, Biochemical and biophysical research communications.

[41]  Igor Rudan,et al.  Comparison of global estimates of prevalence and risk factors for peripheral artery disease in 2000 and 2010: a systematic review and analysis , 2013, The Lancet.

[42]  Benjamin D. Kuiper,et al.  Hydroxylamine acutely activates glucose uptake in L929 fibroblast cells. , 2013, Biochimie.

[43]  D. Raichlen,et al.  Exercise-induced endocannabinoid signaling is modulated by intensity , 2013, European Journal of Applied Physiology.

[44]  Patrice D Cani,et al.  Chronic Endocannabinoid System Stimulation Induces Muscle Macrophage and Lipid Accumulation in Type 2 Diabetic Mice Independently of Metabolic Endotoxaemia , 2013, PloS one.

[45]  F. Gamelin,et al.  The role of the endocannabinoid system in skeletal muscle and metabolic adaptations to exercise: potential implications for the treatment of obesity , 2012, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[46]  F. Gamelin,et al.  Intense exercise increases circulating endocannabinoid and BDNF levels in humans—Possible implications for reward and depression , 2012, Psychoneuroendocrinology.

[47]  R. Rodríguez‐Gutiérrez,et al.  Impact of an exercise program on acylcarnitines in obesity: a prospective controlled study , 2012, Journal of the International Society of Sports Nutrition.

[48]  Xiaoping Wang,et al.  Multiple roles of dihomo-γ-linolenic acid against proliferation diseases , 2012, Lipids in Health and Disease.

[49]  P. Pacher,et al.  The endocannabinoid system and plant-derived cannabinoids in diabetes and diabetic complications. , 2012, The American journal of pathology.

[50]  J. Ehrman,et al.  Supervised Exercise Versus Primary Stenting for Claudication Resulting From Aortoiliac Peripheral Artery Disease: Six-Month Outcomes From the Claudication Exercise Versus Endoluminal Revascularization (CLEVER) Study , 2012, Circulation.

[51]  I. Chetter,et al.  Randomized clinical trial of percutaneous transluminal angioplasty, supervised exercise and combined treatment for intermittent claudication due to femoropopliteal arterial disease , 2012, The British journal of surgery.

[52]  Lu Tian,et al.  A Perturbation Method for Inference on Regularized Regression Estimates , 2011, Journal of the American Statistical Association.

[53]  D. Reeds,et al.  Omega-3 polyunsaturated fatty acids augment the muscle protein anabolic response to hyperinsulinaemia-hyperaminoacidaemia in healthy young and middle-aged men and women. , 2011, Clinical science.

[54]  S. Lahiri,et al.  Bootstrapping Lasso Estimators , 2011 .

[55]  Akshay S. Desai,et al.  Impaired Skeletal Muscle Glucose Uptake by [18F]Fluorodeoxyglucose–Positron Emission Tomography in Patients With Peripheral Artery Disease and Intermittent Claudication , 2011, Arteriosclerosis, thrombosis, and vascular biology.

[56]  S. Kuang,et al.  Peripheral endocannabinoids regulate skeletal muscle development and maintenance , 2010 .

[57]  M. Gibala Carbohydrate availability and training adaptation. , 2010, Exercise and sport sciences reviews.

[58]  J. Ehrman,et al.  Design of the multicenter standardized supervised exercise training intervention for the ‘CLaudication: Exercise Vs Endoluminal Revascularization (CLEVER) study’ , 2009, Vascular medicine.

[59]  Bruce D. Hammock,et al.  Soluble epoxide hydrolase as a therapeutic target for cardiovascular diseases , 2009, Nature Reviews Drug Discovery.

[60]  John V. White,et al.  Invasive treatment of claudication is indicated for patients unable to adequately ambulate during cardiac rehabilitation. , 2009, Journal of vascular surgery.

[61]  S. Cornish,et al.  Alpha-linolenic acid supplementation and resistance training in older adults. , 2009, Applied physiology, nutrition, and metabolism = Physiologie appliquee, nutrition et metabolisme.

[62]  Sidney C. Smith,et al.  Atherosclerotic Peripheral Vascular Disease Symposium II: nomenclature for vascular diseases. , 2008, Circulation.

[63]  S. Thompson,et al.  The adjuvant benefit of angioplasty in patients with mild to moderate intermittent claudication (MIMIC) managed by supervised exercise, smoking cessation advice and best medical therapy: results from two randomised trials for stenotic femoropopliteal and aortoiliac arterial disease , 2008 .

[64]  L. Sidossis,et al.  Acute exercise-induced changes in basal VLDL-triglyceride kinetics leading to hypotriglyceridemia manifest more readily after resistance than endurance exercise. , 2008, Journal of applied physiology.

[65]  Andreas Christmann,et al.  Support vector machines , 2008, Data Mining and Knowledge Discovery Handbook.

[66]  T. Hothorn,et al.  Simultaneous Inference in General Parametric Models , 2008, Biometrical journal. Biometrische Zeitschrift.

[67]  G. Wittert,et al.  The expression of receptors for endocannabinoids in human and rodent skeletal muscle. , 2007, Biochemical and biophysical research communications.

[68]  J. Horowitz,et al.  Acute exercise increases triglyceride synthesis in skeletal muscle and prevents fatty acid-induced insulin resistance. , 2007, The Journal of clinical investigation.

[69]  G. Wittert,et al.  Effects of cannabinoid receptors on skeletal muscle oxidative pathways , 2007, Molecular and Cellular Endocrinology.

[70]  T. Barstow,et al.  Skeletal muscle StO2 kinetics are slowed during low work rate calf exercise in peripheral arterial disease , 2007, European Journal of Applied Physiology.

[71]  A. Prasad,et al.  Newer Classification and Regression Tree Techniques: Bagging and Random Forests for Ecological Prediction , 2006, Ecosystems.

[72]  Lu Tian,et al.  Physical Performance in Peripheral Arterial Disease: A Slower Rate of Decline in Patients Who Walk More , 2006, Annals of Internal Medicine.

[73]  S. Goodman,et al.  Management of risk in peripheral artery disease: recent therapeutic advances. , 2005, American heart journal.

[74]  H. Zou,et al.  Regularization and variable selection via the elastic net , 2005 .

[75]  M. Stock,et al.  Effects of the cannabinoid CB1 receptor antagonist SR141716 on oxygen consumption and soleus muscle glucose uptake in Lepob/Lepob mice , 2005, International Journal of Obesity.

[76]  A. Dietrich,et al.  Endocannabinoids and exercise , 2004, British Journal of Sports Medicine.

[77]  W. Hiatt,et al.  Impaired muscle oxygen use at onset of exercise in peripheral arterial disease. , 2004, Journal of vascular surgery.

[78]  Bernhard Schölkopf,et al.  A tutorial on support vector regression , 2004, Stat. Comput..

[79]  J. Regensteiner,et al.  Exercise training for claudication. , 2002, The New England journal of medicine.

[80]  P. Neufer,et al.  Transcriptional activation of the IL‐6 gene in human contracting skeletal muscle: influence of muscle glycogen content , 2001, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[81]  M. Sullivan,et al.  Treatment efficacy of intermittent claudication by surgical intervention, supervised physical exercise training compared to no treatment in unselected randomised patients I: one year results of functional and physiological improvements. , 2001, European journal of vascular and endovascular surgery : the official journal of the European Society for Vascular Surgery.

[82]  W. Hiatt,et al.  Medical treatment of peripheral arterial disease and claudication. , 2001, The New England journal of medicine.

[83]  M. Corretti,et al.  Effects of exercise rehabilitation on endothelial reactivity in older patients with peripheral arterial disease. , 2001, The American journal of cardiology.

[84]  W. Hiatt,et al.  Acquired skeletal muscle metabolic myopathy in atherosclerotic peripheral arterial disease , 2000, Vascular medicine.

[85]  J. Regensteiner,et al.  Effect of exercise training on skeletal muscle histology and metabolism in peripheral arterial disease. , 1996, Journal of applied physiology.

[86]  P. Morris,et al.  Exercise training versus angioplasty for stable claudication. Long and medium term results of a prospective, randomised trial. , 1996, European journal of vascular and endovascular surgery : the official journal of the European Society for Vascular Surgery.

[87]  D. Gibson,et al.  Isolation and structure of a brain constituent that binds to the cannabinoid receptor. , 1992, Science.

[88]  J. Regensteiner,et al.  Skeletal muscle carnitine metabolism in patients with unilateral peripheral arterial disease. , 1992, Journal of applied physiology.

[89]  L. Smith,et al.  Acute inflammation: the underlying mechanism in delayed onset muscle soreness? , 1991, Medicine and science in sports and exercise.

[90]  J. Skinner,et al.  Progressive vs single-stage treadmill tests for evaluation of claudication. , 1991, Medicine and science in sports and exercise.

[91]  P. Thompson,et al.  What do muscles have to do with lipoproteins? , 1990, Circulation.

[92]  P. Morris,et al.  Is percutaneous transluminal angioplasty better than exercise for claudication? Preliminary results from a prospective randomised trial. , 1990, European journal of vascular surgery.

[93]  J. Regensteiner,et al.  Benefit of exercise conditioning for patients with peripheral arterial disease. , 1990, Circulation.

[94]  R. Volkmann,et al.  Intermittent Claudication—Surgical Reconstruction or Physical Training?: A Prospective Randomized Trial of Treatment Efficiency , 1989, Annals of surgery.

[95]  E. Ernst,et al.  Intermittent claudication, exercise, and blood rheology. , 1987, Circulation.

[96]  N. Lassen,et al.  Effect of daily muscular exercise in patients with intermittent claudication. , 1966, Scandinavian journal of clinical and laboratory investigation. Supplementum.

[97]  M. Garg,et al.  Arachidonic acid supplementation modulates blood and skeletal muscle lipid profile with no effect on basal inflammation in resistance exercise trained men. , 2018, Prostaglandins, leukotrienes, and essential fatty acids.

[98]  I. Chetter,et al.  A Review of the Potential Local Mechanisms by Which Exercise Improves Functional Outcomes in Intermittent Claudication. , 2016, Annals of vascular surgery.

[99]  R. Florio,et al.  The fatty acid amide hydrolase in lymphocytes from sedentary and active subjects. , 2014, Medicine and science in sports and exercise.

[100]  I. Chetter,et al.  Early outcomes from a randomized, controlled trial of supervised exercise, angioplasty, and combined therapy in intermittent claudication. , 2010, Annals of vascular surgery.

[101]  F. Fezza,et al.  Endocannabinoids in adipocytes during differentiation and their role in glucose uptake , 2006, Cellular and Molecular Life Sciences.

[102]  W. Kraus,et al.  Exercise-induced angiogenesis-related growth and transcription factors in skeletal muscle, and their modification in muscle pathology. , 2001, Frontiers in bioscience : a journal and virtual library.

[103]  C. Shearman,et al.  The evidence for exercise-induced inflammation in intermittent claudication: should we encourage patients to stop walking? , 1998, European journal of vascular and endovascular surgery : the official journal of the European Society for Vascular Surgery.