An age-related shift of resting-state functional connectivity of the subthalamic nucleus: a potential mechanism for compensating motor performance decline in older adults

Healthy aging is associated with decline in basic motor functioning and higher motor control. Here, we investigated age-related differences in the brain-wide functional connectivity (FC) pattern of the subthalamic nucleus (STN), which plays an important role in motor response control. As earlier studies revealed functional coupling between STN and basal ganglia, which both are known to influence the conservativeness of motor responses on a superordinate level, we tested the hypothesis that STN FC with the striatum becomes dysbalanced with age. To this end, we performed a seed-based resting-state analysis of fMRI data from 361 healthy adults (mean age: 41.8, age range: 18–85) using bilateral STN as the seed region of interest. Age was included as a covariate to identify regions showing age-related changes of FC with the STN seed. The analysis revealed positive FC of the STN with several previously described subcortical and cortical regions like the anterior cingulate and sensorimotor cortex, as well as not-yet reported regions including central and posterior insula. With increasing age, we observed reduced positive FC with caudate nucleus, thalamus, and insula as well as increased positive FC with sensorimotor cortex and putamen. Furthermore, an age-related reduction of negative FC was found with precuneus and posterior cingulate cortex. We suggest that this reduced de-coupling of brain areas involved in self-relevant but motor-unrelated cognitive processing (i.e. precuneus and posterior cingulate cortex) from the STN motor network may represent a potential mechanism behind the age-dependent decline in motor performance. At the same time, older adults appear to compensate for this decline by releasing superordinate motor control areas, in particular caudate nucleus and insula, from STN interference while increasing STN-mediated response control over lower level motor areas like sensorimotor cortex and putamen.

[1]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[2]  K. Zilles,et al.  A link between the systems: functional differentiation and integration within the human insula revealed by meta-analysis , 2010, Brain Structure and Function.

[3]  D. Sharp,et al.  The role of the posterior cingulate cortex in cognition and disease. , 2014, Brain : a journal of neurology.

[4]  Chetwyn C. H. Chan,et al.  Age-related differences in response regulation as revealed by functional MRI , 2006, Brain Research.

[5]  A. Craig,et al.  How do you feel — now? The anterior insula and human awareness , 2009, Nature Reviews Neuroscience.

[6]  Michael J. Frank,et al.  Hold your horses: A dynamic computational role for the subthalamic nucleus in decision making , 2006, Neural Networks.

[7]  K. Amunts,et al.  Brodmann's Areas 17 and 18 Brought into Stereotaxic Space—Where and How Variable? , 2000, NeuroImage.

[8]  M. Butz,et al.  Increased SMA–M1 coherence in Parkinson's disease — Pathophysiology or compensation? , 2013, Experimental Neurology.

[9]  K. Zilles,et al.  Human Somatosensory Area 2: Observer-Independent Cytoarchitectonic Mapping, Interindividual Variability, and Population Map , 2001, NeuroImage.

[10]  I. Daum,et al.  The neural coding of expected and unexpected monetary performance outcomes: Dissociations between active and observational learning , 2012, Behavioural Brain Research.

[11]  P. Fox,et al.  Introspective Minds: Using ALE Meta-Analyses to Study Commonalities in the Neural Correlates of Emotional Processing, Social & Unconstrained Cognition , 2012, PloS one.

[12]  Simon B. Eickhoff,et al.  An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data , 2013, NeuroImage.

[13]  D. Hansel,et al.  Subthalamic high frequency stimulation resets subthalamic firing and reduces abnormal oscillations. , 2005, Brain : a journal of neurology.

[14]  Dr. Stefan Geyer The Microstructural Border Between the Motor and the Cognitive Domain in the Human Cerebral Cortex , 2004, Advances in Anatomy Embryology and Cell Biology.

[15]  B. Forstmann,et al.  Ultra-High 7T MRI of Structural Age-Related Changes of the Subthalamic Nucleus , 2012, The Journal of Neuroscience.

[16]  Jörn Diedrichsen,et al.  A probabilistic MR atlas of the human cerebellum , 2009, NeuroImage.

[17]  Michael J. Frank,et al.  Hold Your Horses: Impulsivity, Deep Brain Stimulation, and Medication in Parkinsonism , 2007, Science.

[18]  G. E. Alexander,et al.  Functional architecture of basal ganglia circuits: neural substrates of parallel processing , 1990, Trends in Neurosciences.

[19]  Simon B. Eickhoff,et al.  A quantitative meta-analysis and review of motor learning in the human brain , 2013, NeuroImage.

[20]  A. Cavanna,et al.  The precuneus: a review of its functional anatomy and behavioural correlates. , 2006, Brain : a journal of neurology.

[21]  Joseph T. Gwin,et al.  Motor control and aging: Links to age-related brain structural, functional, and biochemical effects , 2010, Neuroscience & Biobehavioral Reviews.

[22]  A. Nambu,et al.  Functional significance of the cortico–subthalamo–pallidal ‘hyperdirect’ pathway , 2002, Neuroscience Research.

[23]  A. Gona,et al.  Purkinje cell maturation in the frog cerebellum during thyroxine-induced metamorphosis , 1984, Neuroscience.

[24]  N Ramnani,et al.  A probabilistic MR atlas of the human cerebellum , 2009, NeuroImage.

[25]  M. Fox,et al.  Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging , 2007, Nature Reviews Neuroscience.

[26]  P. Pollak,et al.  Effects of varying subthalamic nucleus stimulation on apraxia of lid opening in Parkinson’s disease , 2012, Journal of Neurology.

[27]  A. Schleicher,et al.  Observer-independent cytoarchitectonic mapping of the human superior parietal cortex. , 2008, Cerebral cortex.

[28]  Roberto Cabeza,et al.  Adult Age Differences in Functional Connectivity during Executive Control Nih Public Access Materials and Methods Cue-related Activation Functional Connectivity of Switch-related Activation on Cue-only Trials , 2022 .

[29]  Timothy Edward John Behrens,et al.  Triangulating a Cognitive Control Network Using Diffusion-Weighted Magnetic Resonance Imaging (MRI) and Functional MRI , 2007, The Journal of Neuroscience.

[30]  K. Amunts,et al.  Centenary of Brodmann's Map — Conception and Fate , 2022 .

[31]  M. Breteler,et al.  Epidemiology of Parkinson's disease , 2006, The Lancet Neurology.

[32]  P. Fox,et al.  The role of anterior midcingulate cortex in cognitive motor control , 2014, Human brain mapping.

[33]  Richard S. J. Frackowiak,et al.  Anatomy of motor learning. I. Frontal cortex and attention to action. , 1997, Journal of neurophysiology.

[34]  Christian Windischberger,et al.  Toward discovery science of human brain function , 2010, Proceedings of the National Academy of Sciences.

[35]  S. Swinnen,et al.  The neural basis of central proprioceptive processing in older versus younger adults: An important sensory role for right putamen , 2012, Human brain mapping.

[36]  Georg Northoff,et al.  Self-referential processing in our brain—A meta-analysis of imaging studies on the self , 2006, NeuroImage.

[37]  C. Rorden,et al.  Stereotaxic display of brain lesions. , 2000, Behavioural neurology.

[38]  K. Zilles,et al.  Age-related decrease of functional connectivity additional to gray matter atrophy in a network for movement initiation , 2015, Brain Structure and Function.

[39]  D. Grandjean,et al.  Subthalamic nucleus stimulation affects limbic and associative circuits: a PET study , 2010, European Journal of Nuclear Medicine and Molecular Imaging.

[40]  Ziv M. Williams,et al.  Selective enhancement of associative learning by microstimulation of the anterior caudate , 2006, Nature Neuroscience.

[41]  E. Katunina,et al.  [Epidemiology of Parkinson's disease]. , 2013, Zhurnal nevrologii i psikhiatrii imeni S.S. Korsakova.

[42]  N. Ward,et al.  Age-dependent changes in the neural correlates of force modulation: An fMRI study , 2008, Neurobiology of Aging.

[43]  K. Zaghloul,et al.  The role of the subthalamic nucleus in cognition , 2013, Reviews in the neurosciences.

[44]  Stefan Geyer,et al.  Prologue: Toward the Concept of a Cortical Control of Voluntary Movements , 2004 .

[45]  C. Marsden,et al.  What do the basal ganglia do? , 1998, The Lancet.

[46]  B. G. Jenkins,et al.  Laterality, somatotopy and reproducibility of the basal ganglia and motor cortex during motor tasks 1 1 Published on the World Wide Web on 28 August 2000. , 2000, Brain Research.

[47]  T. Kellermann,et al.  Modality-specific perceptual expectations selectively modulate baseline activity in auditory, somatosensory, and visual cortices. , 2011, Cerebral cortex.

[48]  S. Kastner,et al.  Complex organization of human primary motor cortex: a high-resolution fMRI study. , 2008, Journal of neurophysiology.

[49]  B. Knowlton,et al.  Learning and memory functions of the Basal Ganglia. , 2002, Annual review of neuroscience.

[50]  Tipu Z. Aziz,et al.  Topography of cortical and subcortical connections of the human pedunculopontine and subthalamic nuclei , 2007, NeuroImage.

[51]  B. Vogt,et al.  Contributions of anterior cingulate cortex to behaviour. , 1995, Brain : a journal of neurology.

[52]  Wei Liao,et al.  Preferential networks of the mediodorsal nucleus and centromedian–parafascicular complex of the thalamus—A DTI tractography study , 2012, Human brain mapping.

[53]  Cheryl L. Grady,et al.  Functional Connectivity During Memory Tasks in Healthy Aging and Dementia , 2004 .

[54]  A. Schleicher,et al.  Areas 3a, 3b, and 1 of Human Primary Somatosensory Cortex 1. Microstructural Organization and Interindividual Variability , 1999, NeuroImage.

[55]  B. Biswal,et al.  Functional connectivity in the motor cortex of resting human brain using echo‐planar mri , 1995, Magnetic resonance in medicine.

[56]  B. Forstmann,et al.  Direct visualization of the subthalamic nucleus and its iron distribution using high‐resolution susceptibility mapping , 2012, Human brain mapping.

[57]  Ned Jenkinson,et al.  A Role for the Subthalamic Nucleus in Response Inhibition during Conflict , 2012, The Journal of Neuroscience.

[58]  A. Schleicher,et al.  The human parietal operculum. I. Cytoarchitectonic mapping of subdivisions. , 2006, Cerebral cortex.

[59]  Karl J. Friston,et al.  Unified segmentation , 2005, NeuroImage.

[60]  M. Rushworth,et al.  Behavioral / Systems / Cognitive Connectivity-Based Parcellation of Human Cingulate Cortex and Its Relation to Functional Specialization , 2008 .

[61]  Jessica A. Grahn,et al.  The cognitive functions of the caudate nucleus , 2008, Progress in Neurobiology.

[62]  A. Schleicher,et al.  Broca's region revisited: Cytoarchitecture and intersubject variability , 1999, The Journal of comparative neurology.

[63]  Simon B. Eickhoff,et al.  Aging and response conflict solution: behavioural and functional connectivity changes , 2014, Brain Structure and Function.

[64]  A. Schleicher,et al.  Ventral visual cortex in humans: Cytoarchitectonic mapping of two extrastriate areas , 2007, Human brain mapping.

[65]  K. Amunts,et al.  Probabilistic maps, morphometry, and variability of cytoarchitectonic areas in the human superior parietal cortex. , 2008, Cerebral cortex.

[66]  Christos Davatzikos,et al.  Heterogeneous impact of motion on fundamental patterns of developmental changes in functional connectivity during youth , 2013, NeuroImage.

[67]  A. Schleicher,et al.  Two different areas within the primary motor cortex of man , 1996, Nature.

[68]  Georg Northoff,et al.  How is our self related to midline regions and the default-mode network? , 2011, NeuroImage.

[69]  Ichiro Miyai,et al.  Gait capacity affects cortical activation patterns related to speed control in the elderly , 2009, Experimental Brain Research.

[70]  D. Muresanu,et al.  Vascular cognitive impairment, dementia, aging and energy demand. A vicious cycle , 2015, Journal of Neural Transmission.

[71]  S. Swinnen,et al.  Neural Basis of Aging: The Penetration of Cognition into Action Control , 2005, The Journal of Neuroscience.

[72]  A. Benabid,et al.  Effect on parkinsonian signs and symptoms of bilateral subthalamic nucleus stimulation , 1995, The Lancet.

[73]  A. Graybiel The basal ganglia: learning new tricks and loving it , 2005, Current Opinion in Neurobiology.

[74]  Marcia K. Johnson,et al.  Age-group Differences in Medial Cortex Activity Associated with Thinking about Self-relevant Agendas , 2022 .

[75]  K. Zilles,et al.  Areas 3a, 3b, and 1 of Human Primary Somatosensory Cortex 2. Spatial Normalization to Standard Anatomical Space , 2000, NeuroImage.

[76]  E. Bullmore,et al.  Hypofrontality in attention deficit hyperactivity disorder during higher-order motor control: a study with functional MRI. , 1999, The American journal of psychiatry.

[77]  Katrin Amunts,et al.  The human inferior parietal cortex: Cytoarchitectonic parcellation and interindividual variability , 2006, NeuroImage.

[78]  Angela R. Laird,et al.  Is There “One” DLPFC in Cognitive Action Control? Evidence for Heterogeneity From Co-Activation-Based Parcellation , 2012, Cerebral cortex.

[79]  B. M. ter Haar Romeny,et al.  Structural and Resting State Functional Connectivity of the Subthalamic Nucleus: Identification of Motor STN Parts and the Hyperdirect Pathway , 2012, PloS one.

[80]  Simon B. Eickhoff,et al.  Assignment of functional activations to probabilistic cytoarchitectonic areas revisited , 2007, NeuroImage.

[81]  Angela R. Laird,et al.  Across-study and within-subject functional connectivity of a right temporo-parietal junction subregion involved in stimulus–context integration , 2012, NeuroImage.

[82]  D. Corcos,et al.  Connectivity of the subthalamic nucleus and globus pallidus pars interna to regions within the speech network: A meta‐analytic connectivity study , 2014, Human brain mapping.

[83]  K. Amunts,et al.  Cytoarchitectonic mapping of the human amygdala, hippocampal region and entorhinal cortex: intersubject variability and probability maps , 2005, Anatomy and Embryology.

[84]  Andrea A. Kühn,et al.  Pathological synchronisation in the subthalamic nucleus of patients with Parkinson's disease relates to both bradykinesia and rigidity , 2009, Experimental Neurology.

[85]  A. Chatterjee,et al.  Staying responsive to the world: Modality‐specific and ‐nonspecific contributions to speeded auditory, tactile, and visual stimulus detection , 2012, Human brain mapping.

[86]  K. Amunts,et al.  The human inferior parietal lobule in stereotaxic space , 2008, Brain Structure and Function.

[87]  Guy M. McKhann,et al.  Non-invasive Mapping of Connections Between Human Thalamus and Cortex Using Diffusion Imaging , 2004 .

[88]  Richard S. Frackowiak,et al.  Confirmation of functional zones within the human subthalamic nucleus: Patterns of connectivity and sub-parcellation using diffusion weighted imaging , 2012, NeuroImage.

[89]  H. Steinbusch,et al.  The functional role of the subthalamic nucleus in cognitive and limbic circuits , 2005, Progress in Neurobiology.

[90]  T. SHALLICE,et al.  Learning and Memory , 1970, Nature.

[91]  Lara A. Boyd,et al.  Aging effects on the control of grip force magnitude: An fMRI study , 2011, Experimental Gerontology.

[92]  K. Amunts,et al.  The human parietal operculum. II. Stereotaxic maps and correlation with functional imaging results. , 2006, Cerebral cortex.

[93]  Daniel S. Margulies,et al.  Mapping the functional connectivity of anterior cingulate cortex , 2007, NeuroImage.

[94]  Rachael D. Seidler,et al.  Differential effects of age on sequence learning and sensorimotor adaptation , 2006, Brain Research Bulletin.

[95]  Simon B. Eickhoff,et al.  Analysis of neural mechanisms underlying verbal fluency in cytoarchitectonically defined stereotaxic space—The roles of Brodmann areas 44 and 45 , 2004, NeuroImage.

[96]  Katrin Amunts,et al.  Cytoarchitecture and probabilistic maps of the human posterior insular cortex. , 2010, Cerebral cortex.

[97]  Ralf Deichmann,et al.  Resting state fMRI reveals increased subthalamic nucleus–motor cortex connectivity in Parkinson's disease , 2011, NeuroImage.

[98]  A. Flaherty,et al.  The role of the basal ganglia in bimanual coordination , 2007, Brain Research.

[99]  A. Nieoullon,et al.  Oxygen glucose deprivation-induced astrocyte dysfunction provokes neuronal death through oxidative stress. , 2014, Pharmacological research.

[100]  Vinod Menon,et al.  Functional connectivity in the resting brain: A network analysis of the default mode hypothesis , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[101]  K. Zilles,et al.  The "what" and "when" of self-initiated movements. , 2013, Cerebral cortex.

[102]  Luis Aguado Aguilar Aprendizaje y memoria , 2001 .

[103]  Sharna Jamadar,et al.  Adjustments of Response Threshold during Task Switching: A Model-Based Functional Magnetic Resonance Imaging Study , 2011, The Journal of Neuroscience.

[104]  D. Margulies,et al.  Development of anterior cingulate functional connectivity from late childhood to early adulthood. , 2009, Cerebral cortex.

[105]  Y. Ben-Shlomo,et al.  The influence of age and gender on motor and non-motor features of early Parkinson's disease: initial findings from the Oxford Parkinson Disease Center (OPDC) discovery cohort. , 2014, Parkinsonism & Related Disorders.

[106]  J. Saint-Cyr,et al.  The subthalamic nucleus in the context of movement disorders. , 2004, Brain : a journal of neurology.

[107]  Michael P. Milham,et al.  A convergent functional architecture of the insula emerges across imaging modalities , 2012, NeuroImage.