Sources of group differences in functional connectivity: An investigation applied to autism spectrum disorder

An increasing number of fMRI studies are using the correlation of low-frequency fluctuations between brain regions, believed to reflect synchronized variations in neuronal activity, to infer "functional connectivity". In studies of autism spectrum disorder (ASD), decreases in this measure of connectivity have been found by focusing on the response to task modulation, by using only the rest periods, or by analyzing purely resting-state data. This difference in connectivity, however, could result from a number of different mechanisms--differences in noise, task-related fluctuations, task performance, or spontaneous neuronal activity. In this study, we investigate the difference in functional connectivity between adolescents with high-functioning ASD and typically developing control subjects by examining the residual fluctuations occurring on top of the fMRI response to an overt verbal fluency task. We find decreased correlations of these residuals (a decreased "connectivity") in ASD subjects. Furthermore, we find that this decrease was not due to task-related effects, block-to-block variations in task performance, or increased noise, and the difference was greatest when primarily rest periods are considered. These findings suggest that the estimate of disrupted functional connectivity in ASD is likely driven by differences in task-unrelated neuronal fluctuations.

[1]  Otto Muzik,et al.  Impairment of dentato-thalamo-cortical pathway in autistic men: language activation data from positron emission tomography , 1998, Neuroscience Letters.

[2]  G. Jackson,et al.  Functional connectivity networks are disrupted in left temporal lobe epilepsy , 2006, Annals of neurology.

[3]  Peter A. Bandettini,et al.  Experimental designs and processing strategies for fMRI studies involving overt verbal responses , 2004, NeuroImage.

[4]  J. Binder,et al.  A Parametric Manipulation of Factors Affecting Task-induced Deactivation in Functional Neuroimaging , 2003, Journal of Cognitive Neuroscience.

[5]  G. Wallace,et al.  Disorganization: The Forgotten Executive Dysfunction in High-Functioning Autism (HFA) Spectrum Disorders , 2005, Developmental neuropsychology.

[6]  Gaohong Wu,et al.  Alzheimer Disease: evaluation of a functional MR imaging index as a marker. , 2002, Radiology.

[7]  E. Bullmore,et al.  Functional disconnectivity of the medial temporal lobe in Asperger’s syndrome , 2005, Biological Psychiatry.

[8]  G. Jackson,et al.  Effect of prior cognitive state on resting state networks measured with functional connectivity , 2005, Human brain mapping.

[9]  Y. Levy,et al.  Language Competence Across Populations: Towards a definition of Specific Language Impairment , 2003 .

[10]  Jaap Oosterlaan,et al.  How specific is a deficit of executive functioning for Attention-Deficit/Hyperactivity Disorder? , 2002, Behavioural Brain Research.

[11]  Natacha Akshoomoff,et al.  Executive Functions in Autism and Asperger's Disorder: Flexibility, Fluency, and Inhibition , 2005, Developmental neuropsychology.

[12]  B. Harrison,et al.  Consistency and functional specialization in the default mode brain network , 2008, Proceedings of the National Academy of Sciences.

[13]  M. Just,et al.  Functional connectivity in a baseline resting-state network in autism , 2006, Neuroreport.

[14]  Daniel P. Kennedy,et al.  The intrinsic functional organization of the brain is altered in autism , 2008, NeuroImage.

[15]  Ralph-Axel Müller,et al.  Reduced functional connectivity between V1 and inferior frontal cortex associated with visuomotor performance in autism , 2005, NeuroImage.

[16]  E. Bullmore,et al.  How Good Is Good Enough in Path Analysis of fMRI Data? , 2000, NeuroImage.

[17]  Enrico Simonotto,et al.  Functional disconnectivity in subjects at high genetic risk of schizophrenia. , 2005, Brain : a journal of neurology.

[18]  B. Horwitz,et al.  Functional Interactions of the Inferior Frontal Cortex during the Processing of Words and Word-like Stimuli , 2001, Neuron.

[19]  B. Leventhal,et al.  The Autism Diagnostic Observation Schedule—Generic: A Standard Measure of Social and Communication Deficits Associated with the Spectrum of Autism , 2000, Journal of autism and developmental disorders.

[20]  Janet E. Lainhart,et al.  Comorbid Psychiatric Disorders in Children with Autism: Interview Development and Rates of Disorders , 2006, Journal of autism and developmental disorders.

[21]  Mark J Lowe,et al.  Cardiac-induced physiologic noise in tissue is a direct observation of cardiac-induced fluctuations. , 2004, Magnetic resonance imaging.

[22]  Barry Horwitz,et al.  The elusive concept of brain connectivity , 2003, NeuroImage.

[23]  R W Cox,et al.  AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. , 1996, Computers and biomedical research, an international journal.

[24]  M. Just,et al.  Sentence comprehension in autism: thinking in pictures with decreased functional connectivity. , 2006, Brain : a journal of neurology.

[25]  Karl J. Friston,et al.  Reduced frontotemporal functional connectivity in schizophrenia associated with auditory hallucinations , 2002, Biological Psychiatry.

[26]  P. Skudlarski,et al.  Detection of functional connectivity using temporal correlations in MR images , 2002, Human brain mapping.

[27]  Abraham Z. Snyder,et al.  A method for using blocked and event-related fMRI data to study “resting state” functional connectivity , 2007, NeuroImage.

[28]  M. Lowe,et al.  Antidepressant Effect on Connectivity of the Mood-Regulating Circuit: An fMRI Study , 2005, Neuropsychopharmacology.

[29]  V. Haughton,et al.  Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data. , 2001, AJNR. American journal of neuroradiology.

[30]  Yuan Zhou,et al.  Functional disintegration in paranoid schizophrenia using resting-state fMRI , 2007, Schizophrenia Research.

[31]  T E Lund,et al.  fcMRI—Mapping functional connectivity or correlating cardiac‐induced noise? , 2001, Magnetic resonance in medicine.

[32]  Paul M Matthews,et al.  Reduced brain functional reserve and altered functional connectivity in patients with multiple sclerosis. , 2006, Brain : a journal of neurology.

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

[34]  V. Calhoun,et al.  Aberrant "default mode" functional connectivity in schizophrenia. , 2007, The American journal of psychiatry.

[35]  Yuan Zhou,et al.  Widespread functional disconnectivity in schizophrenia with resting-state functional magnetic resonance imaging , 2006, Neuroreport.

[36]  R. Bluhm,et al.  Spontaneous low-frequency fluctuations in the BOLD signal in schizophrenic patients: anomalies in the default network. , 2007, Schizophrenia bulletin.

[37]  F. Volkmar,et al.  Handbook of Autism and Pervasive Developmental Disorders , 1987 .

[38]  Kevin Murphy,et al.  The impact of global signal regression on resting state correlations: Are anti-correlated networks introduced? , 2009, NeuroImage.

[39]  Irene Tracey,et al.  Resting fluctuations in arterial carbon dioxide induce significant low frequency variations in BOLD signal , 2004, NeuroImage.

[40]  Mark S. Cohen,et al.  Parametric Analysis of fMRI Data Using Linear Systems Methods , 1997, NeuroImage.

[41]  B. Pennington,et al.  Executive functions and developmental psychopathology. , 1996, Journal of child psychology and psychiatry, and allied disciplines.

[42]  V. Haughton,et al.  Mapping functionally related regions of brain with functional connectivity MR imaging. , 2000, AJNR. American journal of neuroradiology.

[43]  E. Hill Executive dysfunction in autism , 2004, Trends in Cognitive Sciences.

[44]  C. Büchel,et al.  Modulation of connectivity in visual pathways by attention: cortical interactions evaluated with structural equation modelling and fMRI. , 1997, Cerebral cortex.

[45]  H. Levene Robust tests for equality of variances , 1961 .

[46]  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.

[47]  M. Just,et al.  Functional and anatomical cortical underconnectivity in autism: evidence from an FMRI study of an executive function task and corpus callosum morphometry. , 2007, Cerebral cortex.

[48]  G H Glover,et al.  Image‐based method for retrospective correction of physiological motion effects in fMRI: RETROICOR , 2000, Magnetic resonance in medicine.

[49]  W. R. Buckland,et al.  Contributions to Probability and Statistics , 1960 .

[50]  Michael H. Kutner Applied Linear Statistical Models , 1974 .

[51]  Ralph-Axel Müller,et al.  Partially enhanced thalamocortical functional connectivity in autism , 2006, Brain Research.

[52]  M. Lowe,et al.  Functional Connectivity in Single and Multislice Echoplanar Imaging Using Resting-State Fluctuations , 1998, NeuroImage.

[53]  Stephen M. Smith,et al.  fMRI resting state networks define distinct modes of long-distance interactions in the human brain , 2006, NeuroImage.

[54]  M. Fox,et al.  The global signal and observed anticorrelated resting state brain networks. , 2009, Journal of neurophysiology.

[55]  G. Wallace,et al.  Understanding Executive Control in Autism Spectrum Disorders in the Lab and in the Real World , 2008, Neuropsychology Review.

[56]  Caroline C Brown,et al.  The temporal binding deficit hypothesis of autism , 2002, Development and Psychopathology.

[57]  Scott T. Grafton,et al.  Wandering Minds: The Default Network and Stimulus-Independent Thought , 2007, Science.

[58]  M. Turner,et al.  Generating novel ideas: fluency performance in high-functioning and learning disabled individuals with autism. , 1999, Journal of child psychology and psychiatry, and allied disciplines.

[59]  Ruth A. Carper,et al.  Autism and Abnormal Development of Brain Connectivity , 2004, The Journal of Neuroscience.

[60]  Karl J. Friston,et al.  Functional Connectivity: The Principal-Component Analysis of Large (PET) Data Sets , 1993, Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism.

[61]  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.

[62]  S. Rombouts,et al.  Consistent resting-state networks across healthy subjects , 2006, Proceedings of the National Academy of Sciences.

[63]  Marcel Adam Just,et al.  Functional connectivity in an fMRI working memory task in high-functioning autism , 2005, NeuroImage.

[64]  M. Just,et al.  Cortical activation and synchronization during sentence comprehension in high-functioning autism: evidence of underconnectivity. , 2004, Brain : a journal of neurology.

[65]  Tianzi Jiang,et al.  Changes in hippocampal connectivity in the early stages of Alzheimer's disease: Evidence from resting state fMRI , 2006, NeuroImage.

[66]  Tianzi Jiang,et al.  Altered resting-state functional connectivity patterns of anterior cingulate cortex in adolescents with attention deficit hyperactivity disorder , 2006, Neuroscience Letters.

[67]  J. Lurito,et al.  Multiple sclerosis: low-frequency temporal blood oxygen level-dependent fluctuations indicate reduced functional connectivity initial results. , 2002, Radiology.

[68]  Patricia Howlin,et al.  Outcome in High-Functioning Adults with Autism with and Without Early Language Delays: Implications for the Differentiation Between Autism and Asperger Syndrome , 2003, Journal of autism and developmental disorders.

[69]  G L Shulman,et al.  INAUGURAL ARTICLE by a Recently Elected Academy Member:A default mode of brain function , 2001 .

[70]  A. Couteur,et al.  Autism Diagnostic Interview-Revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders , 1994, Journal of autism and developmental disorders.

[71]  V. Calhoun,et al.  Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks , 2008, Human brain mapping.

[72]  Peter A. Bandettini,et al.  Separating respiratory-variation-related fluctuations from neuronal-activity-related fluctuations in fMRI , 2006, NeuroImage.