A Review of the Default Mode Network in Autism Spectrum Disorders and Attention Deficit Hyperactivity Disorder

Functional magnetic resonance imaging (fMRI) has been widely used to examine the relationships between brain function and phenotypic features in neurodevelopmental disorders. Techniques such as resting-state functional connectivity (FC) have enabled the identification of the primary networks of the brain. One fMRI network, in particular, the default mode network (DMN), has been implicated in social-cognitive deficits in autism spectrum disorders (ASD) and attentional deficits in attention deficit hyperactivity disorder (ADHD). Given the significant clinical and genetic overlap between ASD and ADHD, surprisingly, no reviews have compared the clinical, developmental, and genetic correlates of DMN in ASD and ADHD and here we address this knowledge gap. We find that, compared with matched controls, ASD studies show a mixed pattern of both stronger and weaker FC in the DMN and ADHD studies mostly show stronger FC. Factors such as age, intelligence quotient, medication status, and heredity affect DMN FC in both ASD and ADHD. We also note that most DMN studies make ASD versus ADHD group comparisons and fail to consider ASD+ADHD comorbidity. We conclude, by identifying areas for improvement and by discussing the importance of using transdiagnostic approaches such as the Research Domain Criteria (RDoC) to fully account for the phenotypic and genotypic heterogeneity and overlap of ASD and ADHD. Impact statement In this work, we review the default mode network in autism spectrum disorder (ASD) and attention deficit hyperactivity disorder (ADHD), as well as comorbid ASD+ADHD literature. Such a review has not been constructed in the field of cognitive neuroscience at this time, and it would greatly aid other behavioral and cognitive neuroscientists in identifying gaps in the field. In addition, the need to consider disorders to be on a continuum, as suggested by the Research Domain Criteria (RDoC), is important while identifying abnormal patterns in resting-state functional connectivity. This timely review will impact the field in a meaningful way, such that more research on the overlaps between ASD and ADHD is conducted along a spectrum.

[1]  J. Shimony,et al.  Resting-State fMRI: A Review of Methods and Clinical Applications , 2013, American Journal of Neuroradiology.

[2]  Alex Martin,et al.  Resting-state functional connectivity predicts longitudinal change in autistic traits and adaptive functioning in autism , 2015, Proceedings of the National Academy of Sciences.

[3]  S. Faraone,et al.  Genomic analysis of the natural history of attention-deficit/hyperactivity disorder using Neanderthal and ancient Homo sapiens samples , 2020, Scientific Reports.

[4]  J. Jonides,et al.  Depression, rumination and the default network. , 2011, Social cognitive and affective neuroscience.

[5]  Audrey Tan,et al.  Brain Resting-State Functional Connectivity Is Preserved Under Sevoflurane Anesthesia in Patients with Pervasive Developmental Disorders: A Pilot Study , 2017, Brain Connect..

[6]  Aaron Kucyi,et al.  Disrupted functional connectivity of cerebellar default network areas in attention‐deficit/hyperactivity disorder , 2015, Human brain mapping.

[7]  L. Kenealy,et al.  Increased Gender Variance in Autism Spectrum Disorders and Attention Deficit Hyperactivity Disorder , 2014, Archives of sexual behavior.

[8]  Roel M. Willems,et al.  Altered intrinsic functional connectivity of anterior and posterior insula regions in high‐functioning participants with autism spectrum disorder , 2011, Human brain mapping.

[9]  Kaustubh Supekar,et al.  Reconceptualizing functional brain connectivity in autism from a developmental perspective , 2013, Front. Hum. Neurosci..

[10]  Kenji Mori,et al.  Default mode network abnormalities in children with autism spectrum disorder detected by resting-state functional magnetic resonance imaging. , 2016, The journal of medical investigation : JMI.

[11]  Q. Luo,et al.  Altered social cognition and connectivity of default mode networks in the co-occurrence of autistic spectrum disorder and attention deficit hyperactivity disorder , 2019, The Australian and New Zealand journal of psychiatry.

[12]  Kaustubh Supekar,et al.  Systems Neuroscience Review Article , 2011 .

[13]  J. Downar,et al.  The Effect of Task Relevance on the Cortical Response to Changes in Visual and Auditory Stimuli: An Event-Related fMRI Study , 2001, NeuroImage.

[14]  L. Tamm,et al.  Clinical correlates of sluggish cognitive tempo in adolescents with autism spectrum disorder , 2018, Autism : the international journal of research and practice.

[15]  Charles J. Lynch,et al.  Salience network-based classification and prediction of symptom severity in children with autism. , 2013, JAMA psychiatry.

[16]  Katherine A. Johnson,et al.  Response time variability under slow and fast‐incentive conditions in children with ASD, ADHD and ASD+ADHD , 2016, Journal of child psychology and psychiatry, and allied disciplines.

[17]  Jan K. Buitelaar,et al.  Shared heritability of attention-deficit/hyperactivity disorder and autism spectrum disorder , 2010, European Child & Adolescent Psychiatry.

[18]  Andrew M. Michael,et al.  A Comparison of Structural Brain Imaging Findings in Autism Spectrum Disorder and Attention-Deficit Hyperactivity Disorder , 2015, Neuropsychology Review.

[19]  M. Garvey,et al.  The National Institute of Mental Health Research Domain Criteria and Clinical Research in Child and Adolescent Psychiatry. , 2016, Journal of the American Academy of Child and Adolescent Psychiatry.

[20]  J. Duncan,et al.  An unbiased Bayesian approach to functional connectomics implicates social-communication networks in autism , 2015, NeuroImage: Clinical.

[21]  Yufeng Zang,et al.  Abnormal functional connectivity between the anterior cingulate and the default mode network in drug-naïve boys with attention deficit hyperactivity disorder , 2012, Psychiatry Research: Neuroimaging.

[22]  Michael Siniatchkin,et al.  ADHD and autism: differential diagnosis or overlapping traits? A selective review , 2012, ADHD Attention Deficit and Hyperactivity Disorders.

[23]  Michael D. Greicius,et al.  Development of functional and structural connectivity within the default mode network in young children , 2010, NeuroImage.

[24]  Christopher S. Monk,et al.  Alterations of resting state functional connectivity in the default network in adolescents with autism spectrum disorders , 2010, Brain Research.

[25]  Daniel P. Kennedy,et al.  Largely typical patterns of resting-state functional connectivity in high-functioning adults with autism. , 2014, Cerebral cortex.

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

[27]  Dina R. Dajani,et al.  Progress and roadblocks in the search for brain-based biomarkers of autism and attention-deficit/hyperactivity disorder , 2017, Translational Psychiatry.

[28]  Jari Saramäki,et al.  Reorganization of functionally connected brain subnetworks in high‐functioning autism , 2015, Human brain mapping.

[29]  Xiaoqi Huang,et al.  Altered attention networks in benign childhood epilepsy with centrotemporal spikes (BECTS): A resting-state fMRI study , 2015, Epilepsy & Behavior.

[30]  Andrew M Michael,et al.  Divide and Conquer: Sub-Grouping of ASD Improves ASD Detection Based on Brain Morphometry , 2016, PloS one.

[31]  S. Rombouts,et al.  Structural and functional connectivity in children and adolescents with and without attention deficit/hyperactivity disorder , 2017, Journal of child psychology and psychiatry, and allied disciplines.

[32]  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.

[33]  Charles J. Lynch,et al.  The Default Mode Network in Autism. , 2017, Biological psychiatry. Cognitive neuroscience and neuroimaging.

[34]  Abraham Z. Snyder,et al.  Steps toward optimizing motion artifact removal in functional connectivity MRI; a reply to Carp , 2013, NeuroImage.

[35]  David W. Evans,et al.  Developmental brain dysfunction: revival and expansion of old concepts based on new genetic evidence , 2013, The Lancet Neurology.

[36]  Lucia Margari,et al.  A review of executive function deficits in autism spectrum disorder and attention-deficit/hyperactivity disorder , 2016, Neuropsychiatric disease and treatment.

[37]  Philip Shaw,et al.  Estimating the Heritability of Structural and Functional Brain Connectivity in Families Affected by Attention-Deficit/Hyperactivity Disorder , 2017, JAMA psychiatry.

[38]  Y. Leitner,et al.  The Co-Occurrence of Autism and Attention Deficit Hyperactivity Disorder in Children – What Do We Know? , 2014, Front. Hum. Neurosci..

[39]  Ralph-Axel Müller,et al.  Approaches to local connectivity in autism using resting state functional connectivity MRI , 2013, Front. Hum. Neurosci..

[40]  Huafu Chen,et al.  Multivariate classification of autism spectrum disorder using frequency-specific resting-state functional connectivity—A multi-center study , 2016, Progress in Neuro-psychopharmacology and Biological Psychiatry.

[41]  Jan R. Wiersema,et al.  Altered intrinsic organisation of brain networks implicated in attentional processes in adult attention-deficit/hyperactivity disorder: a resting-state study of attention, default mode and salience network connectivity , 2016, European Archives of Psychiatry and Clinical Neuroscience.

[42]  Jim Euchner,et al.  Spectrum Disorder , 2012 .

[43]  Marlies E. Vissers,et al.  Brain connectivity and high functioning autism: A promising path of research that needs refined models, methodological convergence, and stronger behavioral links , 2012, Neuroscience & Biobehavioral Reviews.

[44]  Hirotaka Kosaka,et al.  Sex Differences in the Default Mode Network with Regard to Autism Spectrum Traits: A Resting State fMRI Study , 2015, PloS one.

[45]  M. V. D. Heuvel,et al.  Exploring the brain network: A review on resting-state fMRI functional connectivity , 2010, European Neuropsychopharmacology.

[46]  Simon Baron-Cohen,et al.  Reduced functional connectivity within and between ‘social’ resting state networks in autism spectrum conditions , 2012, Social cognitive and affective neuroscience.

[47]  James D. A. Parker,et al.  The Revised Conners' Parent Rating Scale (CPRS-R): Factor Structure, Reliability, and Criterion Validity , 1998, Journal of abnormal child psychology.

[48]  E. Fombonne,et al.  Structural and functional connectivity of the human brain in autism spectrum disorders and attention‐deficit/hyperactivity disorder: A rich club‐organization study , 2014, Human brain mapping.

[49]  W. Kaufmann,et al.  What Can We Learn about Autism from Studying Fragile X Syndrome? , 2011, Developmental Neuroscience.

[50]  Wei Gao,et al.  Neural Connectivity Evidence for a Categorical-Dimensional Hybrid Model of Autism Spectrum Disorder , 2016, Biological Psychiatry.

[51]  Paul M. Thompson,et al.  Mapping connectivity in the developing brain , 2013, International Journal of Developmental Neuroscience.

[52]  C. Murphy,et al.  Attention Deficit Hyperactivity Disorder Symptoms in Adults with Autism Spectrum Disorders , 2013, Autism research : official journal of the International Society for Autism Research.

[53]  C. Ruff,et al.  Right Supramarginal Gyrus Is Crucial to Overcome Emotional Egocentricity Bias in Social Judgments , 2013, The Journal of Neuroscience.

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

[55]  Hang Joon Jo,et al.  Trouble at Rest: How Correlation Patterns and Group Differences Become Distorted After Global Signal Regression , 2012, Brain Connect..

[56]  DARREL A. REGIER,et al.  The DSM‐5: Classification and criteria changes , 2013, World psychiatry : official journal of the World Psychiatric Association.

[57]  C. Lord,et al.  Aberrant Striatal Functional Connectivity in Children with Autism , 2011, Biological Psychiatry.

[58]  R. Johansson,et al.  Cortical activity in precision- versus power-grip tasks: an fMRI study. , 2000, Journal of neurophysiology.

[59]  Alvaro Pascual-Leone,et al.  Measuring and manipulating brain connectivity with resting state functional connectivity magnetic resonance imaging (fcMRI) and transcranial magnetic stimulation (TMS) , 2012, NeuroImage.

[60]  Z. Yao,et al.  Resting-State Time-Varying Analysis Reveals Aberrant Variations of Functional Connectivity in Autism , 2016, Front. Hum. Neurosci..

[61]  Young-Chul Jung,et al.  Altered functional connectivity in default mode network in Internet gaming disorder: Influence of childhood ADHD , 2017, Progress in Neuro-Psychopharmacology and Biological Psychiatry.

[62]  Swathi P. Iyer,et al.  Distinct neural signatures detected for ADHD subtypes after controlling for micro-movements in resting state functional connectivity MRI data , 2012, Front. Syst. Neurosci..

[63]  S. Gau,et al.  Hyperconnectivity of the Right Posterior Temporo‐parietal Junction Predicts Social Difficulties in Boys with Autism Spectrum Disorder , 2015, Autism research : official journal of the International Society for Autism Research.

[64]  T. Insel,et al.  Wesleyan University From the SelectedWorks of Charles A . Sanislow , Ph . D . 2010 Research Domain Criteria ( RDoC ) : Toward a New Classification Framework for Research on Mental Disorders , 2018 .

[65]  J. Sunyer,et al.  Brain Structure and Function in School-Aged Children With Sluggish Cognitive Tempo Symptoms. , 2019, Journal of the American Academy of Child and Adolescent Psychiatry.

[66]  P. Fox,et al.  Genetic control over the resting brain , 2010, Proceedings of the National Academy of Sciences.

[67]  Chandan J. Vaidya,et al.  Default mode network segregation and social de fi cits in autism spectrum disorder : Evidence from non-medicated children DMN in children with ASD , 2015 .

[68]  Paul G. King,et al.  Shared Brain Connectivity Issues, Symptoms, and Comorbidities in Autism Spectrum Disorder, Attention Deficit/Hyperactivity Disorder, and Tourette Syndrome , 2015, Brain Connect..

[69]  P. Curatolo,et al.  Conceptual and methodological challenges for neuroimaging studies of autistic spectrum disorders , 2010, Behavioral and Brain Functions.

[70]  C. McDougle,et al.  Structural and functional magnetic resonance imaging of autism spectrum disorders , 2011, Brain Research.

[71]  L. Rohde,et al.  Evaluation of Pattern Recognition and Feature Extraction Methods in ADHD Prediction , 2012, Front. Syst. Neurosci..

[72]  C. Sripada,et al.  Lag in maturation of the brain’s intrinsic functional architecture in attention-deficit/hyperactivity disorder , 2014, Proceedings of the National Academy of Sciences.

[73]  J. Nigg,et al.  Shared familial transmission of autism spectrum and attention-deficit/hyperactivity disorders. , 2014, Journal of child psychology and psychiatry, and allied disciplines.

[74]  B. Franke,et al.  Autism symptoms in Attention-Deficit/Hyperactivity Disorder: A Familial trait which Correlates with Conduct, Oppositional Defiant, Language and Motor Disorders , 2009, Journal of autism and developmental disorders.

[75]  M. Pondé,et al.  Frequency of symptoms of attention deficit and hyperactivity disorder in autistic children. , 2010, Arquivos de neuro-psiquiatria.

[76]  S. Calhoun,et al.  Autism and ADHD: Overlapping and Discriminating Symptoms. , 2012 .

[77]  Keun-Ah Cheon,et al.  Abnormalities of Inter- and Intra-Hemispheric Functional Connectivity in Autism Spectrum Disorders: A Study Using the Autism Brain Imaging Data Exchange Database , 2016, Front. Neurosci..

[78]  Vince D. Calhoun,et al.  Abnormal functional connectivity of default mode sub-networks in autism spectrum disorder patients , 2010, NeuroImage.

[79]  Charles J. Lynch,et al.  Default Mode Network in Childhood Autism: Posteromedial Cortex Heterogeneity and Relationship with Social Deficits , 2013, Biological Psychiatry.

[80]  Wei Gao,et al.  Network connectivity abnormality profile supports a categorical‐dimensional hybrid model of ADHD , 2014, Human brain mapping.

[81]  G. Baird,et al.  Psychiatric disorders in children with autism spectrum disorders: prevalence, comorbidity, and associated factors in a population-derived sample. , 2008, Journal of the American Academy of Child and Adolescent Psychiatry.

[82]  Frank E. Pollick,et al.  Understanding Information Need: An fMRI Study , 2016, SIGIR.

[83]  Kay Jann,et al.  Altered resting perfusion and functional connectivity of default mode network in youth with autism spectrum disorder , 2015, Brain and behavior.

[84]  B. Franke,et al.  The interaction between 5-HTTLPR and stress exposure influences connectivity of the executive control and default mode brain networks , 2016, Brain Imaging and Behavior.

[85]  R. de Raedt,et al.  Worrying and rumination are both associated with reduced cognitive control , 2014, Psychological research.

[86]  Abraham Z. Snyder,et al.  Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion , 2012, NeuroImage.