Convergent imaging-transcriptomic evidence for disturbed iron homeostasis in Gilles de la Tourette syndrome

Gilles de la Tourette syndrome (GTS) is a neuropsychiatric movement disorder with reported abnormalities in various neurotransmitter systems. Considering the integral role of iron in neurotransmitter synthesis and transport, it is hypothesized that iron exhibits a role in GTS pathophysiology. As a surrogate measure of brain iron, quantitative susceptibility mapping (QSM) was performed in 28 patients with GTS and 26 matched controls. Significant susceptibility reductions in the patient cohort, consistent with reduced local iron content, were obtained in subcortical regions known to be implicated in GTS. Regression analysis revealed a significant negative association of tic scores and striatal susceptibility. To interrogate genetic mechanisms that may drive these reductions, spatially specific relationships between susceptibility and gene-expression patterns extracted from the Allen Human Brain Atlas were assessed. Correlations in the striatum were enriched for excitatory, inhibitory, and modulatory neurochemical signaling mechanisms in the motor regions, mitochondrial processes driving ATP production and iron-sulfur cluster biogenesis in the executive subdivision, and phosphorylation-related mechanisms that affect receptor expression and long-term potentiation. This link between susceptibility reductions and normative transcriptional profiles suggests that disruptions in iron regulatory mechanisms are involved in GTS pathophysiology and may lead to pervasive abnormalities in mechanisms regulated by iron-containing enzymes.

[1]  P. McColgan,et al.  Regional brain iron and gene expression provide insights into neurodegeneration in Parkinson’s disease , 2021, Brain : a journal of neurology.

[2]  Jonathan I. Tamir,et al.  mrirecon/bart: version 0.7.00 , 2021 .

[3]  E. Philippou,et al.  Brain iron concentrations in the pathophysiology of children with attention deficit/hyperactivity disorder: a systematic review. , 2020, Nutrition reviews.

[4]  M. Sabbir CAMKK2-CAMK4 signaling regulates transferrin trafficking, turnover, and iron homeostasis , 2020, Cell Communication and Signaling.

[5]  F. Musshoff,et al.  Cerebrospinal fluid endocannabinoid levels in Gilles de la Tourette syndrome , 2020, Neuropsychopharmacology.

[6]  A. Lees,et al.  Brain iron deposition is linked with cognitive severity in Parkinson’s disease , 2020, Journal of Neurology, Neurosurgery, and Psychiatry.

[7]  D. Minhas,et al.  Maturation of the human striatal dopamine system revealed by PET and quantitative MRI , 2020, Nature Communications.

[8]  M. Does,et al.  Iron, Myelin, and the Brain: Neuroimaging Meets Neurobiology , 2019, Trends in Neurosciences.

[9]  Julia M. Huntenburg,et al.  A mind-brain-body dataset of MRI, EEG, cognition, emotion, and peripheral physiology in young and old adults , 2019, Scientific Data.

[10]  Ben D. Fulcher,et al.  Bridging the Gap between Connectome and Transcriptome , 2019, Trends in Cognitive Sciences.

[11]  Damian Szklarczyk,et al.  STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets , 2018, Nucleic Acids Res..

[12]  Ben D. Fulcher,et al.  A practical guide to linking brain-wide gene expression and neuroimaging data , 2018, NeuroImage.

[13]  Kirstie Whitaker,et al.  Cortical patterning of abnormal morphometric similarity in psychosis is associated with brain expression of schizophrenia related genes , 2018, bioRxiv.

[14]  Michael D Fox,et al.  Mapping Symptoms to Brain Networks with the Human Connectome. , 2018, The New England journal of medicine.

[15]  M. Sabbir Loss of Ca2+/Calmodulin Dependent Protein Kinase Kinase 2 Leads to Aberrant Transferrin Phosphorylation and Trafficking: A Potential Biomarker for Alzheimer's Disease , 2018, Front. Mol. Biosci..

[16]  A. Anwander,et al.  Iron-related gene expression associated with magnetic susceptibility reductions: Application to the pathophysiology of a movement disorder population , 2018 .

[17]  Edward T. Bullmore,et al.  Synaptic and transcriptionally downregulated genes are associated with cortical thickness differences in autism , 2017, bioRxiv.

[18]  Mark E Ladd,et al.  Suitable reference tissues for quantitative susceptibility mapping of the brain , 2017, Magnetic resonance in medicine.

[19]  Frédérique Frouin,et al.  An improved FSL-FIRST pipeline for subcortical gray matter segmentation to study abnormal brain anatomy using quantitative susceptibility mapping (QSM). , 2017, Magnetic resonance imaging.

[20]  D. Ghosh,et al.  Relationship of serum ferritin level and tic severity in children with Tourette syndrome , 2017, Child's Nervous System.

[21]  Harald E. Möller,et al.  PyMRT and DCMPI: Two new Phython packages for MRI data analysis , 2017 .

[22]  Ferdinand Schweser,et al.  Overview of quantitative susceptibility mapping , 2017, NMR in biomedicine.

[23]  Abraham Weizman,et al.  Serum Ferritin Levels Are Lower in Children With Tic Disorders Compared with Children Without Tics: A Cross-Sectional Study. , 2017, Journal of child and adolescent psychopharmacology.

[24]  Leonie Lampe,et al.  Pathological glutamatergic neurotransmission in Gilles de la Tourette syndrome , 2016, Brain : a journal of neurology.

[25]  Peter B. Jones,et al.  Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks , 2016, Philosophical Transactions of the Royal Society B: Biological Sciences.

[26]  Mark Jenkinson,et al.  Automated segmentation of the substantia nigra, subthalamic nucleus and red nucleus in 7 T data at young and old age , 2016, NeuroImage.

[27]  A. S. Kanaan,et al.  Aripiprazole Improves Associated Comorbid Conditions in Addition to Tics in Adult Patients with Gilles de la Tourette Syndrome , 2016, Front. Neurosci..

[28]  Whitaker Kirstie Validation cohort results for NSPN manuscript "Adolescence is associated with genomically patterned consolidation of the hubs of the human brain connectome" , 2016 .

[29]  Andrew D. Rouillard,et al.  Enrichr: a comprehensive gene set enrichment analysis web server 2016 update , 2016, Nucleic Acids Res..

[30]  Dean Palejev,et al.  Transcriptome Analysis of the Human Striatum in Tourette Syndrome , 2016, Biological Psychiatry.

[31]  T. Robbins,et al.  Enhanced habit formation in Gilles de la Tourette syndrome. , 2016, Brain : a journal of neurology.

[32]  Yi Wang,et al.  Age and sex related differences in subcortical brain iron concentrations among healthy adults , 2015, NeuroImage.

[33]  J. Sánchez-Meca,et al.  The Yale–Brown Obsessive Compulsive Scale , 2015, Assessment.

[34]  Yulia Worbe,et al.  Selective dysfunction of basal ganglia subterritories: From movement to behavioral disorders , 2015, Movement disorders : official journal of the Movement Disorder Society.

[35]  Wei Li,et al.  Susceptibility‐weighted imaging and quantitative susceptibility mapping in the brain , 2015, Journal of magnetic resonance imaging : JMRI.

[36]  Mark Hallett,et al.  Role of the sensorimotor cortex in tourette syndrome using multimodal imaging , 2014, Human brain mapping.

[37]  Peter G. Morris,et al.  Increased GABA Contributes to Enhanced Control over Motor Excitability in Tourette Syndrome , 2014, Current Biology.

[38]  T. Maniatis,et al.  An RNA-Sequencing Transcriptome and Splicing Database of Glia, Neurons, and Vascular Cells of the Cerebral Cortex , 2014, The Journal of Neuroscience.

[39]  Christian Langkammer,et al.  Differential developmental trajectories of magnetic susceptibility in human brain gray and white matter over the lifespan , 2014, Human brain mapping.

[40]  Michael Elad,et al.  ESPIRiT—an eigenvalue approach to autocalibrating parallel MRI: Where SENSE meets GRAPPA , 2014, Magnetic resonance in medicine.

[41]  Harald E. Möller,et al.  Impact of image acquisition on voxel-based-morphometry investigations of age-related structural brain changes , 2014, NeuroImage.

[42]  Christian Langkammer,et al.  Assessment of trace elements in human brain using inductively coupled plasma mass spectrometry. , 2014, Journal of trace elements in medicine and biology : organ of the Society for Minerals and Trace Elements.

[43]  G. Zararsiz,et al.  MVN: An R Package for Assessing Multivariate Normality , 2014, R J..

[44]  H. Singer The Neurochemistry of Tourette Syndrome , 2013 .

[45]  M. Edwards,et al.  Environmental factors in Tourette syndrome , 2013, Neuroscience & Biobehavioral Reviews.

[46]  T. Su,et al.  Association between psychiatric disorders and iron deficiency anemia among children and adolescents: a nationwide population-based study , 2013, BMC Psychiatry.

[47]  Ferdinand Schweser,et al.  Toward online reconstruction of quantitative susceptibility maps: Superfast dipole inversion , 2013, Magnetic resonance in medicine.

[48]  L. Su,et al.  Analysis of the BTBD9 and HTR2C variants in Chinese Han patients with Tourette syndrome , 2012, Psychiatric genetics.

[49]  Allan R. Jones,et al.  An anatomically comprehensive atlas of the adult human brain transcriptome , 2012, Nature.

[50]  Ferdinand Schweser,et al.  Quantitative susceptibility mapping (QSM) as a means to measure brain iron? A post mortem validation study , 2012, NeuroImage.

[51]  Richard E Carson,et al.  Widespread abnormality of the γ-aminobutyric acid-ergic system in Tourette syndrome. , 2012, Brain : a journal of neurology.

[52]  B. Goellner,et al.  The synaptic cytoskeleton in development and disease , 2012, Developmental neurobiology.

[53]  S. Cragg,et al.  Dopamine release in the basal ganglia , 2011, Neuroscience.

[54]  M. Pessiglione,et al.  Reinforcement learning and Gilles de la Tourette syndrome: dissociation of clinical phenotypes and pharmacological treatments. , 2011, Archives of general psychiatry.

[55]  M. Georgieff Long-term brain and behavioral consequences of early iron deficiency. , 2011, Nutrition reviews.

[56]  Ryan J. Felling,et al.  Neurobiology of Tourette Syndrome: Current Status and Need for Further Investigation , 2011, The Journal of Neuroscience.

[57]  Stephen M. Smith,et al.  A Bayesian model of shape and appearance for subcortical brain segmentation , 2011, NeuroImage.

[58]  B. Lozoff,et al.  Early iron deficiency has brain and behavior effects consistent with dopaminergic dysfunction. , 2011, The Journal of nutrition.

[59]  Ferdinand Schweser,et al.  Quantitative imaging of intrinsic magnetic tissue properties using MRI signal phase: An approach to in vivo brain iron metabolism? , 2011, NeuroImage.

[60]  Rohit Bakshi,et al.  Iron in chronic brain disorders: Imaging and neurotherapeutic implications , 2007, Neurotherapeutics.

[61]  D. Selkoe Alzheimer's disease. , 2011, Cold Spring Harbor perspectives in biology.

[62]  R. Bowtell,et al.  Susceptibility mapping in the human brain using threshold‐based k‐space division , 2010, Magnetic resonance in medicine.

[63]  John Jonides,et al.  Iron deficiency in infancy and neurocognitive functioning at 19 years: evidence of long-term deficits in executive function and recognition memory , 2010, Nutritional neuroscience.

[64]  Tobias Kober,et al.  MP2RAGE, a self bias-field corrected sequence for improved segmentation and T1-mapping at high field , 2010, NeuroImage.

[65]  D. Mostofsky,et al.  Iron deficiency and overload : from basic biology to clinical medicine , 2010 .

[66]  M. Pessiglione,et al.  Pharmacological modulation of subliminal learning in Parkinson's and Tourette's syndromes , 2009, Proceedings of the National Academy of Sciences.

[67]  F. Richer,et al.  Association of intronic variants of the BTBD9 gene with Tourette syndrome. , 2009, Archives of neurology.

[68]  J. Connor,et al.  Altered dopaminergic profile in the putamen and substantia nigra in restless leg syndrome. , 2009, Brain : a journal of neurology.

[69]  J. Beard,et al.  Iron Deficiency and Neuropharmacology , 2009 .

[70]  K. Müller-Vahl,et al.  Tourette's syndrome. , 2009, Current topics in behavioral neurosciences.

[71]  Jing Chen,et al.  Disease candidate gene identification and prioritization using protein interaction networks , 2009, BMC Bioinformatics.

[72]  A. Sbarbati,et al.  Attention-deficit/hyperactivity disorder, Tourette's syndrome, and restless legs syndrome: the iron hypothesis. , 2008, Medical hypotheses.

[73]  A. Grace,et al.  Regulation of firing of dopaminergic neurons and control of goal-directed behaviors , 2007, Trends in Neurosciences.

[74]  I. Tkáč,et al.  Gestational and lactational iron deficiency alters the developing striatal metabolome and associated behaviors in young rats. , 2007, The Journal of nutrition.

[75]  Michael Aschner,et al.  Manganese accumulates in iron-deficient rat brain regions in a heterogeneous fashion and is associated with neurochemical alterations , 2007, Biological Trace Element Research.

[76]  P. Cooney,et al.  Brain manganese accumulation is inversely related to gamma-amino butyric acid uptake in male and female rats. , 2007, Toxicological sciences : an official journal of the Society of Toxicology.

[77]  M. Georgieff,et al.  Iron deficiency and brain development. , 2006, Seminars in pediatric neurology.

[78]  B. Peterson,et al.  Contents of Advances in Psychiatric Treatment , 2006, British Journal of Psychiatry.

[79]  J. Connor,et al.  Long-lasting neural and behavioral effects of iron deficiency in infancy. , 2006, Nutrition reviews.

[80]  P. Riederer,et al.  Oxidative stress and neuroprotection , 2006 .

[81]  J. Connor,et al.  Acute and chronic effects of developmental iron deficiency on mRNA expression patterns in the brain. , 2006, Journal of neural transmission. Supplementum.

[82]  J. Piacentini,et al.  Premonitory Urge for Tics Scale (PUTS): Initial Psychometric Results and Examination of the Premonitory Urge Phenomenon in Youths with Tic Disorders , 2005, Journal of developmental and behavioral pediatrics : JDBP.

[83]  M. DiFiglia,et al.  Altered parvalbumin-positive neuron distribution in basal ganglia of individuals with Tourette syndrome. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[84]  Henning Saß,et al.  Diagnostisches und statistisches Manual psychischer Störungen , 2004 .

[85]  J. Connor,et al.  Iron status and neural functioning. , 2003, Annual review of nutrition.

[86]  J. Beard Iron deficiency alters brain development and functioning. , 2003, The Journal of nutrition.

[87]  P. Salkovskis,et al.  The Obsessive-Compulsive Inventory: development and validation of a short version. , 2002, Psychological assessment.

[88]  D. Pauls The genetics of tourette syndrome , 2001, Current psychiatry reports.

[89]  S. Leurgans,et al.  Advantages of a modified scoring method for the rush video‐based tic rating scale , 1999, Movement disorders : official journal of the Movement Disorder Society.

[90]  J. W. Aldridge,et al.  Coding of Serial Order by Neostriatal Neurons: A “Natural Action” Approach to Movement Sequence , 1998, The Journal of Neuroscience.

[91]  David Atkinson,et al.  Automatic correction of motion artifacts in magnetic resonance images using an entropy focus criterion , 1997, IEEE Transactions on Medical Imaging.

[92]  J. Mink THE BASAL GANGLIA: FOCUSED SELECTION AND INHIBITION OF COMPETING MOTOR PROGRAMS , 1996, Progress in Neurobiology.

[93]  S. LeVine,et al.  The distribution of iron in the brain: a phylogenetic analysis using iron histochemistry. , 1996, Brain research. Developmental brain research.

[94]  K. Berridge,et al.  Implementation of Action Sequences by a Neostriatal Site: A Lesion Mapping Study of Grooming Syntax , 1996, The Journal of Neuroscience.

[95]  Bradley S. Peterson,et al.  Abnormal magnetic resonance imaging T2 relaxation time asymmetries in Tourette's syndrome , 1994, Psychiatry Research: Neuroimaging.

[96]  S. Yehuda Neurochemical Basis of Behavioural Effects of Brain Iron Deficiency in Animals , 1990 .

[97]  W. Goodman,et al.  The Yale-Brown Obsessive Compulsive Scale. I. Development, use, and reliability. , 1989, Archives of general psychiatry.

[98]  D. Ben-shachar,et al.  Putative biological mechanisms of the effect of iron deficiency on brain biochemistry and behavior. , 1989, The American journal of clinical nutrition.

[99]  D. Cohen,et al.  The Yale Global Tic Severity Scale: initial testing of a clinician-rated scale of tic severity. , 1989, Journal of the American Academy of Child and Adolescent Psychiatry.

[100]  A. Beck,et al.  An inventory for measuring clinical anxiety: psychometric properties. , 1988, Journal of consulting and clinical psychology.

[101]  Moussa B. H. Youdim,et al.  Brain iron : neurochemical and behavioural aspects , 1988 .

[102]  E M Haacke,et al.  Improving MR image quality in the presence of motion by using rephasing gradients. , 1987, AJR. American journal of roentgenology.

[103]  D Matthaei,et al.  Rapid three-dimensional MR imaging using the FLASH technique. , 1986, Journal of computer assisted tomography.

[104]  M. Åsberg,et al.  A New Depression Scale Designed to be Sensitive to Change , 1979, British Journal of Psychiatry.

[105]  B. Hallgren,et al.  THE EFFECT OF AGE ON THE NON‐HAEMIN IRON IN THE HUMAN BRAIN , 1958, Journal of neurochemistry.