Structure–function relationship of working memory activity with hippocampal and prefrontal cortex volumes

A rapidly increasing number of studies are quantifying the system-level network architecture of the human brain based on structural-to-structural and functional-to-functional relationships. However, a largely unexplored area is the nature and existence of “cross-modal” structural–functional relationships, in which, for example, the volume (or other morphological property) of one brain region is related to the functional response to a given task either in that same brain region, or another brain region. The present study investigated whether the gray matter volume of a selected group of structures (superior, middle, and inferior frontal gyri, thalamus, and hippocampus) was correlated with the fMRI response to a working memory task, within a mask of regions previously identified as involved with working memory. The subjects included individuals with schizophrenia, their siblings, and healthy controls (n = 154 total). Using rigorous permutation testing to define the null distribution, we found that the volume of the superior and middle frontal gyri was correlated with working memory activity within clusters in the intraparietal sulcus (i.e., dorsal parietal cortex) and that the volume of the hippocampus was correlated with working memory activity within clusters in the dorsal anterior cingulate cortex and left inferior frontal gyrus. However, we did not find evidence that the identified structure–function relationships differed between subject groups. These results show that long-distance structural–functional relationships exist within the human brain. The study of such cross-modal relationships represents an additional approach for studying systems-level interregional brain networks.

[1]  Moo K. Chung,et al.  Integrating VBM into the General Linear Model with voxelwise anatomical covariates , 2007, NeuroImage.

[2]  Deanne K. Thompson,et al.  Preterm infant hippocampal volumes correlate with later working memory deficits. , 2008, Brain : a journal of neurology.

[3]  Jared X. Van Snellenberg,et al.  Functional neuroimaging of working memory in schizophrenia: task performance as a moderating variable. , 2006, Neuropsychology.

[4]  G. V. Van Hoesen,et al.  Neural connections of the posteromedial cortex in the macaque , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[5]  Benjamin J. Shannon,et al.  Coherent spontaneous activity identifies a hippocampal-parietal memory network. , 2006, Journal of neurophysiology.

[6]  Jong H. Yoon,et al.  Neuroimaging of cognitive disability in schizophrenia: Search for a pathophysiological mechanism , 2007, International review of psychiatry.

[7]  Michael I. Miller,et al.  Basal Ganglia Shape Abnormalities in the Unaffected Siblings of Schizophrenia Patients , 2008, Biological Psychiatry.

[8]  Vince D. Calhoun,et al.  Human Neuroscience , 2022 .

[9]  Melina R. Uncapher,et al.  Posterior parietal cortex and episodic retrieval: convergent and divergent effects of attention and memory. , 2009, Learning & memory.

[10]  E. Bullmore,et al.  Adaptive reconfiguration of fractal small-world human brain functional networks , 2006, Proceedings of the National Academy of Sciences.

[11]  L. Becerra,et al.  Colocalized Structural and Functional Changes in the Cortex of Patients with Trigeminal Neuropathic Pain , 2008, PloS one.

[12]  John G. Csernansky,et al.  Neural correlates of verbal and nonverbal working memory deficits in individuals with schizophrenia and their high-risk siblings , 2006, Schizophrenia Research.

[13]  V. Calhoun,et al.  Source‐based morphometry: The use of independent component analysis to identify gray matter differences with application to schizophrenia , 2009, Human brain mapping.

[14]  Anthony D. Wagner,et al.  Posterior parietal cortex and episodic encoding: Insights from fMRI subsequent memory effects and dual-attention theory , 2009, Neurobiology of Learning and Memory.

[15]  Kristina M. Visscher,et al.  A Core System for the Implementation of Task Sets , 2006, Neuron.

[16]  P. Goldman-Rakic,et al.  Common cortical and subcortical targets of the dorsolateral prefrontal and posterior parietal cortices in the rhesus monkey: evidence for a distributed neural network subserving spatially guided behavior , 1988, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[17]  Edward E. Smith,et al.  Neuroimaging studies of working memory: , 2003, Cognitive, affective & behavioral neuroscience.

[18]  Russell A. Poldrack,et al.  Putting names to faces: Successful encoding of associative memories activates the anterior hippocampal formation , 2003, NeuroImage.

[19]  Marti J. Anderson,et al.  Permutation Tests for Linear Models , 2001 .

[20]  E. Miller,et al.  An integrative theory of prefrontal cortex function. , 2001, Annual review of neuroscience.

[21]  Abraham Z. Snyder,et al.  A unified approach for morphometric and functional data analysis in young, old, and demented adults using automated atlas-based head size normalization: reliability and validation against manual measurement of total intracranial volume , 2004, NeuroImage.

[22]  C. J. Honeya,et al.  Predicting human resting-state functional connectivity from structural connectivity , 2009 .

[23]  Lei Wang,et al.  Abnormalities of thalamic activation and cognition in schizophrenia. , 2006, The American journal of psychiatry.

[24]  Heidi Johansen-Berg,et al.  Using diffusion imaging to study human connectional anatomy. , 2009, Annual review of neuroscience.

[25]  V. Calhoun,et al.  Working memory circuitry in schizophrenia shows widespread cortical inefficiency and compensation , 2010, Schizophrenia Research.

[26]  Clay B. Holroyd,et al.  The neural basis of human error processing: reinforcement learning, dopamine, and the error-related negativity. , 2002, Psychological review.

[27]  Charan Ranganath,et al.  Opinion TRENDS in Cognitive Sciences Vol.9 No.8 August 2005 Doubts about double dissociations between short- and long-term memory , 2022 .

[28]  Adam M. Brickman,et al.  Cortical intercorrelations of frontal area volumes in schizophrenia , 2005, NeuroImage.

[29]  J. Pekar,et al.  Method for multimodal analysis of independent source differences in schizophrenia: Combining gray matter structural and auditory oddball functional data , 2006, Human brain mapping.

[30]  J G Csernansky,et al.  Labeled cortical mantle distance maps of the cingulate quantify differences between dementia of the Alzheimer type and healthy aging , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[31]  D. Barch,et al.  Brain Network Connectivity in Individuals with Schizophrenia and Their Siblings , 2011, Biological Psychiatry.

[32]  M W Vannier,et al.  Three-dimensional hippocampal MR morphometry with high-dimensional transformation of a neuroanatomic atlas. , 1997, Radiology.

[33]  Maurizio Corbetta,et al.  The human brain is intrinsically organized into dynamic, anticorrelated functional networks. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[34]  Rex E. Jung,et al.  Does function follow form?: Methods to fuse structural and functional brain images show decreased linkage in schizophrenia , 2010, NeuroImage.

[35]  P. Matthews,et al.  White matter abnormalities and brain activation in schizophrenia: A combined DTI and fMRI study , 2007, Schizophrenia Research.

[36]  Lei Wang,et al.  Thalamic Shape Abnormalities in Individuals with Schizophrenia and Their Nonpsychotic Siblings , 2007, The Journal of Neuroscience.

[37]  David C. Van Essen,et al.  A Population-Average, Landmark- and Surface-based (PALS) atlas of human cerebral cortex , 2005, NeuroImage.

[38]  P. Skudlarski,et al.  Brain Connectivity Is Not Only Lower but Different in Schizophrenia: A Combined Anatomical and Functional Approach , 2010, Biological Psychiatry.

[39]  Elena Antonova,et al.  The relationship between brain structure and neurocognition in schizophrenia: a selective review , 2004, Schizophrenia Research.

[40]  John Suckling,et al.  Global, voxel, and cluster tests, by theory and permutation, for a difference between two groups of structural MR images of the brain , 1999, IEEE Transactions on Medical Imaging.

[41]  Kristen M. Haut,et al.  The Influence of Encoding Strategy on Episodic Memory and Cortical Activity in Schizophrenia , 2005, Biological Psychiatry.

[42]  Guillén Fernández,et al.  Persistent schema-dependent hippocampal-neocortical connectivity during memory encoding and postencoding rest in humans , 2010, Proceedings of the National Academy of Sciences.

[43]  Deborah E. Hannula,et al.  The Eyes Have It: Hippocampal Activity Predicts Expression of Memory in Eye Movements , 2009, Neuron.

[44]  John D E Gabrieli,et al.  Working memory and long‐term memory for faces: Evidence from fMRI and global amnesia for involvement of the medial temporal lobes , 2006, Hippocampus.

[45]  S. Petersen,et al.  Frontal cortex contributes to human memory formation , 1999, Nature Neuroscience.

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

[47]  P. Goldman-Rakic,et al.  Dual pathways connecting the dorsolateral prefrontal cortex with the hippocampal formation and parahippocampal cortex in the rhesus monkey , 1984, Neuroscience.

[48]  A. Meyer-Lindenberg,et al.  Regionally specific disturbance of dorsolateral prefrontal-hippocampal functional connectivity in schizophrenia. , 2005, Archives of general psychiatry.

[49]  Thomas E. Nichols,et al.  Nonparametric permutation tests for functional neuroimaging: A primer with examples , 2002, Human brain mapping.

[50]  M. D’Esposito,et al.  Medial Temporal Lobe Activity Associated with Active Maintenance of Novel Information , 2001, Neuron.

[51]  David C. Van Essen,et al.  On navigating the human cerebral cortex: Response to ‘in praise of tedious anatomy’ , 2007, NeuroImage.

[52]  S. Petersen,et al.  Direct Comparison of Prefrontal Cortex Regions Engaged by Working and Long-Term Memory Tasks , 2001, NeuroImage.

[53]  Greg J Siegle,et al.  Relationships between Amygdala Volume and Activity during Emotional Information Processing Tasks in Depressed and Never‐Depressed Individuals , 2003, Annals of the New York Academy of Sciences.

[54]  Michael I. Miller,et al.  Cingulate gyrus neuroanatomy in schizophrenia subjects and their non-psychotic siblings , 2008, Schizophrenia Research.

[55]  Charan Ranganath,et al.  Medial Temporal Lobe Activity Predicts Successful Relational Memory Binding , 2008, The Journal of Neuroscience.

[56]  R. Clark,et al.  The medial temporal lobe. , 2004, Annual review of neuroscience.

[57]  D. Olton,et al.  Hippocampal and amygdaloid involvement in nonspatial and spatial working memory in rats: effects of delay and interference. , 1994, Behavioral neuroscience.

[58]  Zhendong Niu,et al.  A structural–functional basis for dyslexia in the cortex of Chinese readers , 2008, Proceedings of the National Academy of Sciences.

[59]  J. Price,et al.  Limbic connections of the orbital and medial prefrontal cortex in macaque monkeys , 1995, The Journal of comparative neurology.

[60]  E. Bullmore,et al.  Hierarchical Organization of Human Cortical Networks in Health and Schizophrenia , 2008, The Journal of Neuroscience.

[61]  Kathryn M. McMillan,et al.  N‐back working memory paradigm: A meta‐analysis of normative functional neuroimaging studies , 2005, Human brain mapping.

[62]  Vince D. Calhoun,et al.  Canonical Correlation Analysis for Feature-Based Fusion of Biomedical Imaging Modalities and Its Application to Detection of Associative Networks in Schizophrenia , 2008, IEEE Journal of Selected Topics in Signal Processing.

[63]  Theo G. M. van Erp,et al.  Hippocampal activations during encoding and retrieval in a verbal working memory paradigm , 2005, NeuroImage.

[64]  Tom den Heijer,et al.  Hippocampal Head Size Associated with Verbal Memory Performance in Nondemented Elderly , 2002, NeuroImage.

[65]  H. Barbas,et al.  Topographically specific hippocampal projections target functionally distinct prefrontal areas in the rhesus monkey , 1995, Hippocampus.

[66]  Michael X. Cohen,et al.  Sustained Neural Activity Patterns during Working Memory in the Human Medial Temporal Lobe , 2007, The Journal of Neuroscience.

[67]  Lei Wang,et al.  Abnormalities of thalamic volume and shape in schizophrenia. , 2004, The American journal of psychiatry.

[68]  M. Greicius,et al.  Default-mode network activity distinguishes Alzheimer's disease from healthy aging: Evidence from functional MRI , 2004, Proc. Natl. Acad. Sci. USA.

[69]  G. V. Van Hoesen,et al.  Hippocampal efferents reach widespread areas of cerebral cortex and amygdala in the rhesus monkey. , 1977, Science.

[70]  O. Sporns,et al.  Mapping the Structural Core of Human Cerebral Cortex , 2008, PLoS biology.

[71]  R. Coppola,et al.  Physiological dysfunction of the dorsolateral prefrontal cortex in schizophrenia revisited. , 2000, Cerebral cortex.

[72]  Justin L. Vincent,et al.  Distinct cortical anatomy linked to subregions of the medial temporal lobe revealed by intrinsic functional connectivity. , 2008, Journal of neurophysiology.

[73]  Michael Angstadt,et al.  A multiple-plane approach to measure the structural properties of functionally active regions in the human cortex , 2010, NeuroImage.

[74]  M. Raichle,et al.  Disease and the brain's dark energy , 2010, Nature Reviews Neurology.

[75]  T. Paus,et al.  Functional coactivation map of the human brain. , 2008, Cerebral cortex.

[76]  L. Squire,et al.  Memory impairment in monkeys following lesions limited to the hippocampus. , 1986, Behavioral neuroscience.

[77]  M. Botvinick,et al.  Conflict monitoring and cognitive control. , 2001, Psychological review.

[78]  Karl J. Friston,et al.  Structural Covariance in the Human Cortex , 2005, The Journal of Neuroscience.

[79]  Justin L. Vincent,et al.  Distinct brain networks for adaptive and stable task control in humans , 2007, Proceedings of the National Academy of Sciences.

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

[81]  Alan C. Evans,et al.  Mapping anatomical correlations across cerebral cortex (MACACC) using cortical thickness from MRI , 2006, NeuroImage.

[82]  Stephen M Smith,et al.  Correspondence of the brain's functional architecture during activation and rest , 2009, Proceedings of the National Academy of Sciences.

[83]  Alan C. Evans,et al.  Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. , 2007, Cerebral cortex.

[84]  M. Kenward,et al.  Small sample inference for fixed effects from restricted maximum likelihood. , 1997, Biometrics.

[85]  J. Gabrieli,et al.  Hyperactivity and hyperconnectivity of the default network in schizophrenia and in first-degree relatives of persons with schizophrenia , 2009, Proceedings of the National Academy of Sciences.

[86]  Alan C. Evans,et al.  Mapping anatomical connectivity patterns of human cerebral cortex using in vivo diffusion tensor imaging tractography. , 2009, Cerebral cortex.

[87]  Michael I. Miller,et al.  Structural abnormalities in gyri of the prefrontal cortex in individuals with schizophrenia and their unaffected siblings , 2010, British Journal of Psychiatry.

[88]  David A. Freedman,et al.  A Nonstochastic Interpretation of Reported Significance Levels , 1983 .

[89]  Adam Gazzaley,et al.  Dynamic adjustments in prefrontal, hippocampal, and inferior temporal interactions with increasing visual working memory load. , 2008, Cerebral cortex.