Skip to main content

Advertisement

Log in

Physiological substrates of executive functioning: a systematic review of the literature

  • Review Article
  • Published:
ADHD Attention Deficit and Hyperactivity Disorders

Abstract

Executive function (EF) is a multifaceted construct that has been defined as a set of higher-order cognitive processes that allow for flexibility, self-regulation, strategic planning, and goal-directed behaviors. EFs have been studied in numerous clinical disorders using a variety of neuropsychological tasks and, more recently, neuroimaging techniques. The underlying physiological substrates of EF were historically attributed to the frontal lobes; however, recent studies suggest more widespread involvement of additional brain regions. The purpose of the present study was to conduct a systematic review (using PRISMA 2009 guidelines) of neuroimaging studies employing functional magnetic resonance imaging and diffusion tensor imaging methods investigating the physiological substrates of EFs in attention-deficit/hyperactivity disorder compared to other clinical groups and non-clinical participants. Research articles were retrieved using PsycINFO, PsycARTICLES, MEDLINE, and ScienceDirect, beginning February 2015 through May 2016. A total of 42 studies met eligibility. Of those 42 studies, 22 studies included clinical participants and 20 studies included non-clinical participants. Results revealed increased activation of the frontal brain region in the majority of non-clinical studies and approximately 50% of the clinical studies, albeit with some inconsistencies across subregions, tasks, and age groups. Implications, methodological limitations, and suggestions for future research are discussed.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Baillieux H, De Smet HJ, Dobbeleir A, Paquier PF, De Deyn PP, Mariën P (2010) Cognitive and affective disturbances following focal cerebellar damage in adults: a neuropsychological and SPECT study. Cortex 46:869–879

    Article  PubMed  Google Scholar 

  • Ball G, Stokes PR, Rhodes RA, Bose SK, Rezek I, Wink AM, Turkheimer FE (2011) Executive functions and prefrontal cortex: a matter of persistence? Front Syst Neurosci 5:3

    Article  PubMed  PubMed Central  Google Scholar 

  • Banich M, Burgess G, Depue B, Ruzic L, Bidwell L, Hitt-Lausten S, Willcutt E (2009) The neural basis of sustained and transient attentional control in young adults with ADHD. Neuropsychologia 47:3095–3104

    Article  PubMed  PubMed Central  Google Scholar 

  • Bendlin BB, Newman LM, Ries ML, Puglielli L, Carlsson CM, Johnson SC (2010) NSAIDs may protect against age-related brain atrophy. Front Aging Neurosci 2:35. doi:10.3389/fnagi.2010.00035

    Article  PubMed  PubMed Central  Google Scholar 

  • Bobb DS, Adinoff B, Laken SJ, McClintock SM, Rubia K, Huang HW, Gopinath K (2012) Neural correlates of successful response inhibition in unmedicated patients with late-life depression. Am J Geriatr Psychiatry 20(12):1057–1069

    Article  PubMed  Google Scholar 

  • Braet W, Johnson KA, Tobin CT, Acheson R, McDonnell C, Garavan H (2011) fMRI activation during response inhibition and error processing: the role of the DAT1 gene in typically developing adolescents and those diagnosed with ADHD. Neuropsychologia 49:1641–1650. doi:10.1016/j.neuropsychologia.2011.01.001

    Article  PubMed  Google Scholar 

  • Braun U, Schäfer A, Walter H, Erk S, Romanczuk-Seiferth N, Haddad L, Meyer-Lindenberg A (2015) Dynamic reconfiguration of frontal brain networks during executive cognition in humans. Proc Natl Acad Sci 112(37):11678–11683

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Brown TE (2002) DSM-IV: ADHD and executive function impairments. Adv Stud Med 2(25):910–914

    Google Scholar 

  • Bunford N, Brandt NE, Golden C, Dykstra JB, Suhr JA, Owens JS (2015) Attention-deficit/hyperactivity disorder symptoms mediate the association between deficits in executive functioning and social impairment in children. J Abnorm Child Psychol 43(1):133–147

    Article  PubMed  Google Scholar 

  • Castellanos FX, Sonuga-Barke EJ, Milham MP, Tannock R (2006) Characterizing cognition in ADHD: beyond executive dysfunction. Trends Cognit Sci 10(3):117–123

    Article  Google Scholar 

  • Chikazoe J, Jimura K, Asari T, Yamashita K, Morimoto H, Konishi S (2009) Functional dissociation in right inferior frontal cortex during performance of go/no-go task. Cereb Cortex 19:146–152. doi:10.1093/cercor/bhn065

    Article  PubMed  Google Scholar 

  • Depue BE, Burgess GC, Willcutt EG, Bidwell LC, Ruzic L, Banich MT (2010) Symptom-correlated brain regions in young adults with combined-type ADHD: Their organization, variability, and relation to behavioral performance. Psychiatry Res Neuroimaging 182(2):96–102

    Article  PubMed  Google Scholar 

  • Dibbets P, Evers EA, Hurks PP, Bakker K, Jolles J (2010) Differential brain activation patterns in adult attention-deficit hyperactivity disorder (ADHD) associated with task switching. Neuropsychology 24:413–423. doi:10.1037/a0018997

    Article  PubMed  Google Scholar 

  • Dodds CM, Morein-Zamir S, Robbins TW (2011) Dissociating inhibition, attention and response control in the frontoparietal network using functional magnetic resonance imaging. Cereb Cortex 21:1155–1165. doi:10.1093/cercor/bhq187

    Article  PubMed  Google Scholar 

  • Doyle AE (2006) Executive functions in attention-deficit/hyperactivity disorder. J Clin Psychiatry 67(suppl 8):1–478

    Google Scholar 

  • Drobyshevsky A, Baumann SB, Schneider W (2006) A rapid fMRI task battery for mapping of visual, motor, cognitive, and emotional function. Neuroimage 31:732–744. doi:10.1016/j.neuroimage.2005.12.016

    Article  PubMed  PubMed Central  Google Scholar 

  • Dubois B, Pillon B (1996) Cognitive deficits in Parkinson’s disease. J Neurol 244(1):2–8. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/9007738

  • Dunai J, Labuschagne I, Castle DJ, Kyrios M, Rossell SL (2010) Executive function in body dysmorphic disorder. Psychol Med 40:1541–1548. doi:10.1017/S003329170999198X

    Article  CAS  PubMed  Google Scholar 

  • Fletcher JM (1996) Executive functions in children: introduction to the special series. Develop Neuropsychol 12(1):1–3

    Article  Google Scholar 

  • Fuentes-Claramonte P, Ávila C, Rodríguez-Pujadas A, Costumero V, Ventura-Campos N, Bustamante JC, Barrós-Loscertales A (2016) Inferior frontal cortex activity is modulated by reward sensitivity and performance variability. Biol Psychol 114:127–137

    Article  PubMed  Google Scholar 

  • Fuglestad AJ, Whitley ML, Carlson SM, Boys CJ, Eckerle JK, Fink BA, Wozniak JR (2015) Executive functioning deficits in preschool children with Fetal Alcohol Spectrum Disorders. Child Neuropsychol 21:716–731

    Article  PubMed  Google Scholar 

  • Godinez DA, Willcutt EG, Burgess GC, Depue BE, Andrews-Hanna JR, Banich MT (2015) Familial risk and ADHD-specific neural activity revealed by case-control, discordant twin pair design. Psychiatry Res Neuroimaging 233(3):458–465

    Article  PubMed  Google Scholar 

  • Goldberg TE, Goldman RS, Burdick KE, Malhotra AK, Lencz T, Robinson DG (2007) Cognitive improvement after treatment with second-generation antipsychotic medications in first-episode schizophrenia: is it a practice effect. Arch Gen Psychiatry 64:1115–1122

    Article  CAS  PubMed  Google Scholar 

  • Goldman-Rakic PS (1987) Development of cortical circuitry and cognitive function. Child Dev 58:601–622

    Article  CAS  PubMed  Google Scholar 

  • Graham S, Jiang J, Manning V, Nejad AB, Zhisheng K, Salleh SR, McKenna PJ (2010) IQ-related fMRI differences during cognitive set shifting. Cereb Cortex 20(3):641–649. doi:10.1093/cercor/bhp130

    Article  PubMed  Google Scholar 

  • Gruner P, Vo A, Ikuta T, Mahon K, Peters BD, Malhotra AK, Szeszko PR (2012) White matter abnormalities in pediatric obsessive-compulsive disorder. Neuropsychopharmacology 37(12):2730–2739

    Article  PubMed  PubMed Central  Google Scholar 

  • Hale T, Bookheimer S, McGough J, Phillips J, McCracken J (2007) Atypical brain activation during simple & complex levels of processing in adult ADHD: an fMRI study. J Atten Disord 11:125–140

    Article  Google Scholar 

  • Harvey PO, Fossati P, Pochon JB, Levy R, LeBastard G, Lehéricy S, Dubois B (2005) Cognitive control and brain resources in major depression: an fMRI study using the n-back task. Neuroimage 26(3):860–869

    Article  PubMed  Google Scholar 

  • He N, Li F, Li Y, Guo L, Chen L, Huang X, Gong Q (2015) Neuroanatomical deficits correlate with executive dysfunction in boys with attention deficit hyperactivity disorder. Neurosci Lett 600:45–49

    Article  CAS  PubMed  Google Scholar 

  • Hobson CW, Scott S, Rubia K (2011) Investigation of cool and hot executive function in ODD/CD independently of ADHD. J Child Psychol Psychiatry 52:1035–1043

    Article  PubMed  Google Scholar 

  • Hu S, Li CS (2012) Neural processes of preparatory control for stop signal inhibition. Human Brain Mapp 33:2786–2796. doi:10.1002/hbm.21399

    Article  Google Scholar 

  • Ide JS, Li CR (2011) A cerebellar thalamic cortical circuit for error-related cognitive control. Neuroimage 54:455–464. doi:10.1016/j.neuroimage.2010.07.042

    Article  PubMed  Google Scholar 

  • Jimura K, Hirose S, Kunimatsu A, Ohtomo K, Koike Y, Konishi S (2014) Late enhancement of brain-behavior correlations during response inhibition. Neuroscience 274:383–392. doi:10.1016/j.neuroscience.2014.05.058

    Article  CAS  PubMed  Google Scholar 

  • Kikuchi T, Miller JM, Schneck N, Oquendo MA, Mann JJ, Parsey RV, Keilp JG (2012) Neural responses to incongruency in a blocked-trial Stroop fMRI task in major depressive disorder. J Affect Disord 143(1):241–247

    Article  PubMed  PubMed Central  Google Scholar 

  • Li Q, Sun J, Guo L, Zang Y, Feng Z, Huang X, Gong Q (2010) Increased fractional anisotropy in white matter of the right frontal region in children with attention-deficit/hyperactivity disorder: a diffusion tensor imaging study. Neuroendocrinol Lett 31:747–753

    PubMed  Google Scholar 

  • Luria AR (1969) Brain research and human behavior. Hyg Mental 58:1–19

    CAS  Google Scholar 

  • Massat I, Slama H, Kavec M, Sylvie L, Mary A, Baleriaux D, Peigneux P (2012) Working memory-related functional brain patterns in never medicated children with ADHD. PLoS ONE 7:e49392. doi:10.1371/journal.pone.0049392

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Maltby N, Tolin DF, Worhunsky P, O'keefe TM, Kiehl KA (2005) Dysfunctional action monitoring hyperactivates frontal–striatal circuits in obsessive–compulsive disorder: an event-related fMRI study. Neuroimage 24(2):495–503

    Article  PubMed  Google Scholar 

  • Moher D, Liberati A, Tetzlaff J, Altman DG, The PRISMA Group (2009). Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med 6(7):e1000097. doi:10.1371/journal.pmed1000097

    Article  PubMed  PubMed Central  Google Scholar 

  • Morein-Zamir S, Voon V, Dodds CM, Sule A, van Niekerk J, Sahakian BJ, Robbins TW (2015) Divergent subcortical activity for distinct executive functions: stopping and shifting in obsessive compulsive disorder. Psychol Med 46:1–12

  • Mulligan RC, Kristjansson SD, Reiersen AM, Parra AS, Anokhin AP (2014) Neural correlates of inhibitory control and functional genetic variation in the dopamine D4 receptor gene. Neuropsychologia 62:306–318. doi:10.1016/j.neuropsychologia.2014.07.033

    Article  PubMed  PubMed Central  Google Scholar 

  • Mumford JA (2012) A power calculation guide for fMRI studies. Soc Cognit Affect Neurosci 7(6):738–742. doi:10.1093/scan/nss059

    Article  Google Scholar 

  • Nakao T, Nakagawa A, Yoshiura T, Nakatani E, Nabeyama M, Yoshizato C, Kawamoto M (2005) A functional MRI comparison of patients with obsessive–compulsive disorder and normal controls during a Chinese character Stroop task. Psychiatry Res Neuroimaging 139(2):101–114. doi:10.1016/j.neuropsychologia.2014.07.033

    Article  PubMed  Google Scholar 

  • Østgård HF, Sølsnes AE, Bjuland KJ, Rimol LM, Martinussen M, Brubakk AM, Håberg AK, Skranes J, Løhaugen GCC (2016) Executive function relates to surface area of frontal and temporal cortex in very-low-birth-weight late teenagers. Early Hum Dev 95:47–53

    Article  PubMed  Google Scholar 

  • Page LA, Rubia K, Deeley Q, Daly E, Toal F, Mataix-Cols D, Murphy DG (2009) A functional magnetic resonance imaging study of inhibitory control in obsessive-compulsive disorder. Psychiatry Res Neuroimaging 174(3):202–209

    Article  PubMed  Google Scholar 

  • Penadés R, Catalán R, Andrés S, Salamero M, Gastó C (2005) Executive function and nonverbal memory in obsessive-compulsive disorder. Psychiatry Res 133(1):81–90

    Article  PubMed  Google Scholar 

  • Pennington BF, Orzonoff S (1996) Executive functions and Developmental Psychopathology. J Child Psychol Psychiatry 37(1):51–87

    Article  CAS  PubMed  Google Scholar 

  • Perry RJ, Hodges JR (1999) Attention and executive deficits in Alzheimer’s disease. Brain 122(3):383–404

    Article  PubMed  Google Scholar 

  • Pritchard AE, Kalback S, McCurdy M, Capone GT (2015) Executive functions among youth with Down Syndrome and co‐existing neurobehavioural disorders. J Intell Disabil Res

  • Roth RM, Baribeau J, Milovan DL, O’Connor K (2004) Speed and accuracy on tests of executive function in obsessive–compulsive disorder. Brain Cogn 54(3):263–265

    Article  PubMed  Google Scholar 

  • Roth RM, Saykin AJ, Flashman LA, Pixley HS, West JD, Mamourian AC (2007) Event-related functional magnetic resonance imaging of response inhibition in obsessive-compulsive disorder. Biol Psychiatry 62(8):901–909

    Article  PubMed  Google Scholar 

  • Sasson E, Doniger GM, Pasternak O, Tarrasch R, Assaf Y (2013) White matter correlates of cognitive domains in normal aging with diffusion tensor imaging. Front Neurosci 7:32. doi:10.3389/fnins.2013.00032

    Article  PubMed  PubMed Central  Google Scholar 

  • Satterthwaite TD, Elliott MA, Gerraty RT, Ruparel K, Loughead J, Wolf DH (2013) An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data. Neuroimage 64:240–256. doi:10.1016/j.neuroimage.2012.08.052

    Article  PubMed  Google Scholar 

  • Schwam DM, King TZ, Greenberg D (2015) Characteristics of executive functioning in a small sample of children with tourette syndrome. Appl Neuropsychol Child 4(4):297–308

    Article  PubMed  Google Scholar 

  • Sebastian C, Fontaine N, Bird G, Blakemore S, De Brito S, McCrory E, Viding E (2012) Neural processing associated with cognitive and affective Theory of Mind in adolescents and adults. Soc Cognit Affect Neurosci 7(1):53–63. doi:10.1093/scan/nsr023

    Article  Google Scholar 

  • Seghete KLM, Herting MM, Nagel BJ (2013) White matter microstructure correlates of inhibition and task-switching in adolescents. Brain Res 1527:15–28

    Article  CAS  PubMed  Google Scholar 

  • Shallice T (1982) Specific Impairments of Planning. PHILOS T R SOC B 298(1089):199–209

    Article  CAS  Google Scholar 

  • Snyder HR (2013) Major depressive disorder is associated with broad impairments on neuropsychological measures of executive function: a meta-analysis and review. Psychol Bull 139(1):81

    Article  PubMed  Google Scholar 

  • Sparding T, Silander K, Pålsson E, Östlind J, Sellgren C, Ekman CJ, Landén M (2015). Cognitive functioning in clinically stable patients with bipolar disorder I and II. PloS one 10(1)

  • Spinelli S, Joel S, Nelson T, Vasa R, Pekar J, Mostofsky S (2011) Different neural patterns are associated with trials preceding inhibitory errors in children with and without attention-deficit/hyperactivity disorder. J Am Acad Child Adolesc Psychiatry 50:705–715. doi:10.1016/j.jaac.2011.03.014

    Article  PubMed  PubMed Central  Google Scholar 

  • Steele VR, Claus ED, Aharoni E, Harenski C, Calhoun VD, Pearlson G, Kiehl KA (2014) A large scale (N = 102) functional neuroimaging study of error processing in a Go/NoGo task. Behav Brain Res 268:127–138

    Article  PubMed  PubMed Central  Google Scholar 

  • Suskauer S, Simmonds D, Fotedar S, Blankner J, Pekar J, Denckla M, Mostofsky S (2008) Functional magnetic resonance imaging evidence for abnormalities in response selection in attention deficit hyperactivity disorder: differences in activation associated. J Cogn Neurosci 20:478–493. doi:10.1162/jocn.2008.20032

    Article  PubMed  PubMed Central  Google Scholar 

  • Van Eylen L, Boets B, Steyaert J, Wagemans J, Noens I (2015) Executive functioning in autism spectrum disorders: influence of task and sample characteristics and relation to symptom severity. Eur Child Adolesc Psychiatry 1–19

  • van Rooij D, Hoekstra PJ, Mennes M, von Rhein D, Thissen AJ, Heslenfeld D, Rommelse N (2015) Distinguishing adolescents with ADHD from their unaffected siblings and healthy comparison subjects by neural activation patterns during response inhibition. Am J Psychiatry

  • Wagner G, Sinsel E, Sobanski T, Köhler S, Marinou V, Mentzel HJ, Schlösser RG (2006) Cortical inefficiency in patients with unipolar depression: an event-related FMRI study with the Stroop task. Biol Psychiatry 59(10):958–965

    Article  PubMed  Google Scholar 

  • Watkins E, Brown RG (2002) Rumination and executive function in depression: an experimental study. J Neurol Neurosurg Psychiatry 72(3):400–402

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Weyandt LL (2005) Executive function in children, adolescents, and adults with attention deficit hyperactivity disorder: introduction to the special issue. Dev Neuropsychol 27(1):1–10. doi:10.1207/s15326942dn2701_1

    Article  PubMed  Google Scholar 

  • Weyandt LL (2006) An ADHD Primer, 2nd ed. Lawrence Erlbaum and Associates, Mahwah, NJ

    Google Scholar 

  • Weyandt LL, Oster DR, Marraccini ME, Gudmundsdottir GG, Munro BA, Kuhar B (2014) Pharmacological interventions for adolescents and adults with ADHD: stimulant and nonstimulant medications and misuse of prescription stimulants.Psychol Res Behav Manag 7:223–249. doi:10.2147/PRBM.S4701

    Article  PubMed  PubMed Central  Google Scholar 

  • White CN, Congdon E, Mumford JA, Karlsgodt KH, Sabb FW, Freimer NB, Poldrack RA (2014) Decomposing decision components in the stop-signal task: a model-based approach to individual differences in inhibitory control. J Cogn Neurosci 26(8):1601–1614

    Article  PubMed  PubMed Central  Google Scholar 

  • Willcutt EG et al (2005) Validity of the executive function theory of attention-deficit/hyperactivity disorder: a meta-analytic review. Biol Psychiatry 57:1336–1346

    Article  PubMed  Google Scholar 

  • Witt ST, Stevens MC (2012) Overcoming residual interference in mental set switching: neural correlates and developmental trajectory. Neuroimage 62(3):2055–2064

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang S, Li CSR (2010) A neural measure of behavioral engagement: task-residual low-frequency blood oxygenation level-dependent activity in the precuneus. Neuroimage 49(2):1911–1918

    Article  PubMed  Google Scholar 

  • Zhang S, Li CSR (2012) Functional networks for cognitive control in a stop signal task: independent component analysis. Hum Brain Mapp 33(1):89–104

    Article  PubMed  Google Scholar 

Download references

Acknowledgements

Research supported by the National Center for Research Resources of the National Institutes of Health under Award G20RR030883. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Bailey A. Munro.

Ethics declarations

Conflict of interest

The authors have no conflicts of interest to disclose.

Ethical approval

This article does not contain any studies with human participants or animals performed by any of the authors.

Informed consent

This article does not contain any studies with human participants performed by any of the authors.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material (DOC 56 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Munro, B.A., Weyandt, L.L., Hall, L.E. et al. Physiological substrates of executive functioning: a systematic review of the literature. ADHD Atten Def Hyp Disord 10, 1–20 (2018). https://doi.org/10.1007/s12402-017-0226-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12402-017-0226-9

Keywords

Navigation