Cardio-metabolic risk factors and cortical thickness in a neurologically healthy male population: Results from the psychological, social and biological determinants of ill health (pSoBid) study☆☆☆

Introduction Cardio-metabolic risk factors have been associated with poor physical and mental health. Epidemiological studies have shown peripheral risk markers to be associated with poor cognitive functioning in normal healthy population and in disease. The aim of the study was to explore the relationship between cardio-metabolic risk factors and cortical thickness in a neurologically healthy middle aged population-based sample. Methods T1-weighted MRI was used to create models of the cortex for calculation of regional cortical thickness in 40 adult males (average age = 50.96 years), selected from the pSoBid study. The relationship between cardio-vascular risk markers and cortical thickness across the whole brain, was examined using the general linear model. The relationship with various covariates of interest was explored. Results Lipid fractions with greater triglyceride content (TAG, VLDL and LDL) were associated with greater cortical thickness pertaining to a number of regions in the brain. Greater C reactive protein (CRP) and intercellular adhesion molecule (ICAM-1) levels were associated with cortical thinning pertaining to perisylvian regions in the left hemisphere. Smoking status and education status were significant covariates in the model. Conclusions This exploratory study adds to a small body of existing literature increasingly showing a relationship between cardio-metabolic risk markers and regional cortical thickness involving a number of regions in the brain in a neurologically normal middle aged sample. A focused investigation of factors determining the inter-individual variations in regional cortical thickness in the adult brain could provide further clarity in our understanding of the relationship between cardio-metabolic factors and cortical structures.

[1]  J. Huber,et al.  Alterations in blood-brain barrier ICAM-1 expression and brain microglial activation after lambda-carrageenan-induced inflammatory pain. , 2006, American journal of physiology. Heart and circulatory physiology.

[2]  M. Weiner,et al.  Cortical thinning related to periventricular and deep white matter hyperintensities , 2012, Neurobiology of Aging.

[3]  Ahmad R. Hariri,et al.  Interleukin-6 Covaries Inversely with Hippocampal Grey Matter Volume in Middle-Aged Adults , 2008, Biological Psychiatry.

[4]  R. Krishnadas,et al.  Depression: an inflammatory illness? , 2012, Journal of Neurology, Neurosurgery & Psychiatry.

[5]  J. Dietrich The adhesion molecule ICAM-1 and its regulation in relation with the blood–brain barrier , 2002, Journal of Neuroimmunology.

[6]  E. Tuzcu,et al.  Effects of obesity on lipid-lowering, anti-inflammatory, and antiatherosclerotic benefits of atorvastatin or pravastatin in patients with coronary artery disease (from the REVERSAL Study). , 2006, The American journal of cardiology.

[7]  J. Gallacher,et al.  Association between circulating hemostatic measures and dementia or cognitive impairment: systematic review and meta‐analyzes , 2011, Journal of thrombosis and haemostasis : JTH.

[8]  Paul C. D. Johnson,et al.  Accelerated Telomere Attrition Is Associated with Relative Household Income, Diet and Inflammation in the pSoBid Cohort , 2011, PloS one.

[9]  N. Sattar,et al.  Psychological, social and biological determinants of ill health (pSoBid): Study Protocol of a population-based study , 2008, BMC public health.

[10]  E. Ringelstein,et al.  Serum C-reactive protein is linked to cerebral microstructural integrity and cognitive function , 2010, Neurology.

[11]  Jim van Os,et al.  Reduced Cortical Thickness as an Outcome of Differential Sensitivity to Environmental Risks in Schizophrenia , 2011, Biological Psychiatry.

[12]  A. Dale,et al.  Distinct genetic influences on cortical surface area and cortical thickness. , 2009, Cerebral cortex.

[13]  Katrin Amunts,et al.  Cortical Folding Patterns and Predicting Cytoarchitecture , 2007, Cerebral cortex.

[14]  Jonathan Cavanagh,et al.  Early life socioeconomic adversity is associated in adult life with chronic inflammation, carotid atherosclerosis, poorer lung function and decreased cognitive performance: a cross-sectional, population-based study , 2011, BMC public health.

[15]  He Li,et al.  Cholesterol involvement in the pathogenesis of neurodegenerative diseases , 2010, Molecular and Cellular Neuroscience.

[16]  G. Lowe,et al.  Which Hemostatic Markers Add to the Predictive Value of Conventional Risk Factors for Coronary Heart Disease and Ischemic Stroke?: The Caerphilly Study , 2005, Circulation.

[17]  N. Hotta,et al.  Endothelial and inflammatory markers in relation to progression of ischaemic cerebral small-vessel disease and cognitive impairment: a 6-year longitudinal study in patients with type 2 diabetes mellitus , 2011, Journal of Neurology, Neurosurgery & Psychiatry.

[18]  Matthias W. Lorenz,et al.  Prediction of Clinical Cardiovascular Events With Carotid Intima-Media Thickness: A Systematic Review and Meta-Analysis , 2007, Circulation.

[19]  Simone Kühn,et al.  Reduced Thickness of Medial Orbitofrontal Cortex in Smokers , 2010, Biological Psychiatry.

[20]  P. Rakic Evolution of the neocortex: Perspective from developmental biology , 2010 .

[21]  C. DeCarli,et al.  Inflammatory biomarkers are associated with total brain volume , 2007, Neurology.

[22]  H. Critchley,et al.  Inflammation Causes Mood Changes Through Alterations in Subgenual Cingulate Activity and Mesolimbic Connectivity , 2009, Biological Psychiatry.

[23]  JohnYarnell,et al.  Which Hemostatic Markers Add to the Predictive Value of Conventional Risk Factors for Coronary Heart Disease and Ischemic Stroke , 2005 .

[24]  Lee Ryan,et al.  Structural brain differences and cognitive functioning related to body mass index in older females , 2009, Human brain mapping.

[25]  A. Dale,et al.  Cortical Surface-Based Analysis II: Inflation, Flattening, and a Surface-Based Coordinate System , 1999, NeuroImage.

[26]  B. McEwen,et al.  Allostatic load biomarkers of chronic stress and impact on health and cognition , 2010, Neuroscience & Biobehavioral Reviews.

[27]  Russell A. Poldrack,et al.  Handbook of Functional MRI Data Analysis: Modeling brain connectivity , 2011 .

[28]  K. Herholz,et al.  Brain inflammation is induced by co-morbidities and risk factors for stroke , 2011, Brain, Behavior, and Immunity.

[29]  Vilmundur Gudnason,et al.  Long-Term Interleukin-6 Levels and Subsequent Risk of Coronary Heart Disease: Two New Prospective Studies and a Systematic Review , 2008, PLoS medicine.

[30]  Sterling C. Johnson,et al.  Low HDL Cholesterol is Associated with Lower Gray Matter Volume in Cognitively Healthy Adults , 2010, Front. Ag. Neurosci..

[31]  P. de Jonge,et al.  Depression and cardiovascular disease: the end of simple models. , 2012, The British journal of psychiatry : the journal of mental science.

[32]  A. Simmons,et al.  Education increases reserve against Alzheimer’s disease—evidence from structural MRI analysis , 2012, Neuroradiology.

[33]  Richard E Carson,et al.  Glucose Metabolism in the Insula and Cingulate Is Affected by Systemic Inflammation in Humans , 2012, The Journal of Nuclear Medicine.

[34]  Rongwei Fu,et al.  Emerging Risk Factors for Coronary Heart Disease: A Summary of Systematic Reviews Conducted for the U.S. Preventive Services Task Force , 2009, Annals of Internal Medicine.

[35]  S. Rubin,et al.  Inflammatory markers and cognition in well-functioning African-American and white elders , 2003, Neurology.

[36]  E. E. van der Wall,et al.  Risk factors for coronary heart disease: implications of gender. , 2002, Cardiovascular research.

[37]  Bruce Fischl,et al.  Thickness of the human cerebral cortex is associated with metrics of cerebrovascular health in a normative sample of community dwelling older adults , 2011, NeuroImage.

[38]  D. Linden The Challenges and Promise of Neuroimaging in Psychiatry , 2012, Neuron.

[39]  I. Deary,et al.  Cognitive ability in early adulthood is associated with systemic inflammation in middle age: The Vietnam experience study , 2011, Brain, Behavior, and Immunity.

[40]  R. Sacco,et al.  Interleukin-6 is associated with cognitive function: the Northern Manhattan Study. , 2006, Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association.

[41]  F. Piras,et al.  High serum levels of transforming growth factor β1 are associated with increased cortical thickness in cingulate and right frontal areas in healthy subjects , 2012, Journal of Neuroinflammation.

[42]  Karl J. Friston Ten ironic rules for non-statistical reviewers , 2012, NeuroImage.

[43]  Jong Hun Kim,et al.  Cardiovascular Risk Factors Cause Cortical Thinning in Cognitively Impaired Patients: Relationships Among Cardiovascular Risk Factors, White Matter Hyperintensities, and Cortical Atrophy , 2012, Alzheimer disease and associated disorders.

[44]  I. Ford,et al.  25-Hydroxyvitamin D is lower in deprived groups, but is not associated with carotid intima media thickness or plaques: results from pSoBid. , 2012, Atherosclerosis.

[45]  S M Grundy,et al.  Obesity: Impact on cardiovascular disease , 2000 .

[46]  A. Evans,et al.  Circulating soluble adhesion molecules ICAM-1 and VCAM-1 and incident coronary heart disease: the PRIME Study. , 2003, Atherosclerosis.

[47]  Ayse Pinar Saygin,et al.  Smoothing and cluster thresholding for cortical surface-based group analysis of fMRI data , 2006, NeuroImage.

[48]  H. Steinbusch,et al.  Inflammation markers in relation to cognition in a healthy aging population , 2003, Journal of Neuroimmunology.

[49]  Peter F. Liddle,et al.  Differential effects of surface area, gyrification and cortical thickness on voxel based morphometric deficits in schizophrenia , 2012, NeuroImage.

[50]  A M Dale,et al.  Measuring the thickness of the human cerebral cortex from magnetic resonance images. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Ronald S Duman,et al.  Functional Biomarkers of Depression: Diagnosis, Treatment, and Pathophysiology , 2011, Neuropsychopharmacology.

[52]  N. Sattar,et al.  Differences in atherosclerosis according to area level socioeconomic deprivation: cross sectional, population based study , 2009, BMJ : British Medical Journal.

[53]  Owen Carmichael,et al.  Associations Among Vascular Risk Factors, Carotid Atherosclerosis, and Cortical Volume and Thickness in Older Adults , 2012, Stroke.

[54]  P. Toth High-Density Lipoprotein and Cardiovascular Risk , 2004, Circulation.

[55]  A. Hofman,et al.  Determinants of cerebellar and cerebral volume in the general elderly population , 2012, Neurobiology of Aging.

[56]  Samuel Szomstein,et al.  Association of Body Mass Index and Lipid Profiles: Evaluation of a Broad Spectrum of Body Mass Index Patients Including the Morbidly Obese , 2011, Obesity surgery.

[57]  Yoshihiko Saito,et al.  Carotid Atherosclerosis Is Associated with Brain Atrophy in Japanese Elders , 2006, Gerontology.

[58]  B. Baune,et al.  Evidence for a cytokine model of cognitive function , 2009, Neuroscience & Biobehavioral Reviews.

[59]  T. Seeman,et al.  History of socioeconomic disadvantage and allostatic load in later life. , 2012, Social science & medicine.

[60]  R. D'Agostino,et al.  Serum Cholesterol and Cognitive Performance in the Framingham Heart Study , 2005, Psychosomatic medicine.

[61]  P. Keith,et al.  Older Men , 1981 .

[62]  Tsukasa Noguchi Soluble intercellular adhesion molecule-1 and vascular cell adhesion molecule-1 concentrations, and leukocyte count in smokers , 1999, Environmental health and preventive medicine.

[63]  M. Wong,et al.  Approaching the shared biology of obesity and depression: the stress axis as the locus of gene–environment interactions , 2006, Molecular Psychiatry.

[64]  A. Toga,et al.  Brain Structure and Obesity , 2009, NeuroImage.

[65]  S. Pimlott,et al.  Tumour necrosis factor blockade mediates altered serotonin transporter availability in rheumatoid arthritis: a clinical, proof-of-concept study , 2010, Annals of the rheumatic diseases.

[66]  T. Seeman,et al.  Protective and Damaging Effects of Mediators of Stress: Elaborating and Testing the Concepts of Allostasis and Allostatic Load , 1999, Annals of the New York Academy of Sciences.

[67]  Victoria J. Williams,et al.  Interindividual variation in serum cholesterol is associated with regional white matter tissue integrity in older adults , 2013, Human brain mapping.

[68]  Sam K. Y. Sim,et al.  Adverse Associations between Visceral Adiposity, Brain Structure, and Cognitive Performance in Healthy Elderly , 2011, Front. Ag. Neurosci..

[69]  M. Lisanti,et al.  ICAM-1: role in inflammation and in the regulation of vascular permeability. , 2008, American journal of physiology. Heart and circulatory physiology.

[70]  S M Grundy,et al.  Excess body weight. An under-recognized contributor to dyslipidemia in white American women. , 1994, Archives of internal medicine.

[71]  E. Stice,et al.  Relation of regional gray and white matter volumes to current BMI and future increases in BMI: a prospective MRI study , 2012, International Journal of Obesity.

[72]  S. Lange,et al.  Adjusting for multiple testing--when and how? , 2001, Journal of clinical epidemiology.

[73]  R. Woods,et al.  Sex differences in cortical thickness mapped in 176 healthy individuals between 7 and 87 years of age. , 2007, Cerebral cortex.

[74]  Donald M. Hadley,et al.  Early life socioeconomic status, chronic physiological stress and hippocampal N-acetyl aspartate concentrations , 2012, Behavioural Brain Research.

[75]  N. Sattar,et al.  Socio-economic status is associated with epigenetic differences in the pSoBid cohort. , 2012, International journal of epidemiology.

[76]  Winston,et al.  Obesity : impact on cardiovascular disease , 1998, Circulation.

[77]  Scott R Sponheim,et al.  Associations of cortical thickness and cognition in patients with schizophrenia and healthy controls. , 2012, Schizophrenia bulletin.

[78]  Ralph B. D’Agostino,et al.  Obesity, diabetes and cognitive deficit: The Framingham Heart Study , 2005, Neurobiology of Aging.

[79]  Christopher B. Kendall,et al.  Use of carotid ultrasound to identify subclinical vascular disease and evaluate cardiovascular disease risk: a consensus statement from the American Society of Echocardiography Carotid Intima-Media Thickness Task Force. Endorsed by the Society for Vascular Medicine. , 2008, Journal of the American Society of Echocardiography : official publication of the American Society of Echocardiography.

[80]  A. Dale,et al.  Regional and progressive thinning of the cortical ribbon in Huntington’s disease , 2002, Neurology.

[81]  B. Kirkpatrick,et al.  Meta-Analysis of Cytokine Alterations in Schizophrenia: Clinical Status and Antipsychotic Effects , 2011, Biological Psychiatry.

[82]  Benjamin Thyreau,et al.  Correlation between high‐sensitivity C‐reactive protein and brain gray matter volume in healthy elderly subjects , 2013, Human brain mapping.

[83]  Anders M. Dale,et al.  Cortical Surface-Based Analysis I. Segmentation and Surface Reconstruction , 1999, NeuroImage.

[84]  N. Herrmann,et al.  A Meta-Analysis of Cytokines in Major Depression , 2010, Biological Psychiatry.

[85]  Ariadna Besga,et al.  Plasma levels of 24S-hydroxycholesterol reflect brain volumes in patients without objective cognitive impairment but not in those with Alzheimer's disease , 2009, Neuroscience Letters.

[86]  J. Lekakis,et al.  Selective serotonin re-uptake inhibitors decrease the cytokine-induced endothelial adhesion molecule expression, the endothelial adhesiveness to monocytes and the circulating levels of vascular adhesion molecules. , 2010, International journal of cardiology.

[87]  A. Hofman,et al.  Predictive Value of Noninvasive Measures of Atherosclerosis for Incident Myocardial Infarction: The Rotterdam Study , 2004, Circulation.

[88]  J. Gallacher,et al.  Clinical and Population Studies Is Sticky Blood Bad for the Brain ? Hemostatic and Inflammatory Systems and Dementia in the Caerphilly Prospective Study , 2010 .

[89]  Ronald A. Cohen,et al.  Relationship Between Body Mass Index and Brain Volume in Healthy Adults , 2008, The International journal of neuroscience.

[90]  T. Schaberg,et al.  Expression of adhesion molecules in peripheral pulmonary vessels from smokers and nonsmokers , 2004, Lung.

[91]  P. Whincup,et al.  Fibrin D-Dimer, Tissue-Type Plasminogen Activator, von Willebrand Factor, and Risk of Incident Stroke in Older Men , 2012, Stroke.