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Meta-analytic evidence for a superordinate cognitive control network subserving diverse executive functions
Open accessAbstract
Classic cognitive theory conceptualizes executive functions as involving multiple specific domains, including initiation, inhibition, working memory, flexibility, planning, and vigilance. Lesion and neuroimaging experiments over the past two decades have suggested that both common and unique processes contribute to executive functions during higher cognition. It has been suggested that a superordinate fronto–cingulo–parietal network supporting cognitive control may also underlie a range of distinct executive functions. To test this hypothesis in the largest sample to date, we used quantitative meta-analytic methods to analyze 193 functional neuroimaging studies of 2,832 healthy individuals, ages 18–60, in which performance on executive function measures was contrasted with an active control condition. A common pattern of activation was observed in the prefrontal, dorsal anterior cingulate, and parietal cortices across executive function domains, supporting the idea that executive functions are supported by a superordinate cognitive control network. However, domain-specific analyses showed some variation in the recruitment of anterior prefrontal cortex, anterior and midcingulate regions, and unique subcortical regions such as the basal ganglia and cerebellum. These results are consistent with the existence of a superordinate cognitive control network in the brain, involving dorsolateral prefrontal, anterior cingulate, and parietal cortices, that supports a broad range of executive functions.
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“For example, Niendam et al.‘s [137] meta-analytic study of 193 neuroimaging fMRI studies of EF showed broad patterns of activation across the lateral and medial PFC, including regions BA-9 and BA-46 (dlPFC) and BA-32 (rostral ACC), as well as both superior and inferior regions of the parietal lobes for tasks with predominantly working memory, flexibility, or inhibitory components.”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [137]
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“Conjunction maps of activation during different tasks (e.g., during inhibiting, updating, and shifting tasks), either with data estimated within one study [135, 138, 139] or with meta-analytic techniques [137, 140, 141], suggest that both children and adults recruit a common set of regions within the FPN and CON during diverse EF tasks.”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [137]
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“At the neurobiological level, this unity can be seen in the overall patterns of neural activations during CC tasks [135–137]: Neuroimaging studies suggest that individuals performing these kinds of tasks generally activate some of the same brain regions across multiple tasks, although they also activate some regions that are unique to a particular task.”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [137]
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“The ECN, which overlaps with the frontostriatal and frontoparietal networks, is a fundamental neural substrate underpinning higher-order cognitive functions.”
From Cognitive Inflexibility Shares Across Schizophrenia and Obsessive-Compulsive Disorder: A Task-Based Functional MRI Study (2025) · cites this paper as [39]
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“The cognitive control network (CCN),7 mainly comprising the dorsolateral prefrontal cortex (DLPFC), dorsomedial prefrontal cortex, postparietal cortex, and frontal eye fields, plays a pivotal role in regulating top-down cognitive processes.8”
From Can Intermittent Theta-Burst Stimulation of Dorsolateral Prefrontal Cortex Relieve Executive Dysfunction in Patients With Late-Life Depression? (2024) · cites this paper as [7]
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“The DLPFC is a key node within the cognitive control network, 13 which is thought to subserve executive functions, such as response inhibition, set-shifting, and planning.”
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“The Go system could drive craving and engage habits via the basal ganglia.105,127”
From Neurobiology of addiction: a neurocircuitry analysis (2016) · cites this paper as [127]
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“It is now widely established that the frontoparietal control network (FPCN) plays an important role in executive control of attention.156–159”
From The default network and self-generated thought: component processes, dynamic control, and clinical relevance (2014) · cites this paper as [158]
In the citing paper
“Although the prefrontal cortex (PFC) is thought to play a key role in mediating executive control, neuroimaging and lesion studies demonstrated that the performance of executive tasks is associated with activation in a large set of brain regions, involving prefrontal and parietal areas, motor regions, as well as subcortical structures, such as basal ganglia and thalamus (Duncan and Owen, 2000; D”
From Executive control training from middle childhood to adolescence (2014) · cites this paper as Niendam et al., 2012
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“Decades of functional neuroimaging work has delineated brain networks underlying EFs that contribute to cognitive flexibility (21,22), namely the executive control/lateral frontoparietal (L-FPN) and salience/midcingulo-insular networks (M-CIN) (23–25).”
From Brain Mechanisms Supporting Flexible Cognition and Behavior in Adolescents With Autism Spectrum Disorder (2021) · cites this paper as [22]
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“A recent meta-analysis of over 190 functional neuroimaging studies concluded that the thalamus is part of a superordinate prefrontal-cingulo-parietal “executive control” network that supports WM and executive functions, including cognitive flexibility, initiation, and inhibition (Niendam et al., 2012).”
InfluentialSun, F. W., Stepanovic, M. R., Andreano, J., Barrett, L. F., Touroutoglou, A., & Dickerson, B. C. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.1492-16.2016 · Cited by 191
“, 2010) during the maintenance of set and monitoring of performance (Niendam et al., 2012; Power and Petersen, 2013), with slightly more dorsal frontoparietal regions being more engaged by task set selection and initiation (Power and Petersen, 2013).”
BackgroundSzymkowicz, S. M., Gerlach, A., Homiack, D., & Taylor, W. D. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02464-9 · Cited by 234
“The CCN is primarily involved in top-down executive functions [48].”
BackgroundOn the existence of a generalized non-specific task-dependent network
Hugdahl, K., Raichle, M. E., Mitra, A., & Specht, K. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00430 · Cited by 169
“…mainly in the frontal and parietal lobes that connect during task processing to constitute a network (Fox et al., 2005a, 2009; Vincent et al., 2007; Niendam et al., 2012; Duncan, 2013; Fedorenko et al., 2013; Cole et al., 2014), what is not clear is, however, the nature of the cognitive tasks that…”
BackgroundPrefrontal-Thalamic Anatomical Connectivity and Executive Cognitive Function in Schizophrenia
Giraldo‐Chica, M., Rogers, B. P., Damon, S. M., Landman, B. A., & Woodward, N. D. (2017) · Biological Psychiatry · doi:10.1016/j.biopsych.2017.09.022 · Cited by 194
“N: 0006-3223 Biolo subcortical node in a fronto-cingulo-parietal executive control network that supports working memory, cognitive flexibility, and inhibition (13).”
MTAC, Wilson, R. P., Colizzi, M., Bossong, M. G., Allen, P., Kempton, M. J., & Bhattacharyya, S. (2018) · Neuropsychology Review · doi:10.1007/s11065-018-9385-5 · Cited by 196
“…in keeping with a recent animal study (Cutando et al. 2013) suggesting a role in encoding expectation of reward, the growing understanding of the reciprocal connections between cerebellum and basal ganglia (Niendam et al. 2012) and cerebellar involvement in addiction (Moulton et al. 2014).”
Stawarczyk, D., & D’Argembeau, A. (2015) · Human Brain Mapping · doi:10.1002/hbm.22818 · Cited by 203
“As expected, we found larger activity in the middle/superior frontal gyrus, one of the main regions of the fronto-parietal control network [Niendam et al., 2012; Spreng et al., 2013; Vincent et al., 2008], during directed EFT compared to mind-wandering.”
de Bruin, A., Roelofs, A., Dijkstra, T., & FitzPatrick, I. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2013.12.049 · Cited by 187
“We fi rst discuss the literature on brain areasinvolved in inhibition in general and then provide an overview of fMRI studies on language switching in particular.”
BackgroundResultInfluentialResting-State and Task-Based Functional Brain Connectivity in Developmental Dyslexia
Schurz, M., Wimmer, H., Richlan, F., Ludersdorfer, P., Klackl, J., & Kronbichler, M. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhu184 · Cited by 192
Brydges, C. R., Fox, A. M., Reid, C. L., & Anderson, M. (2014) · Intelligence · doi:10.1016/j.intell.2014.08.010 · Cited by 210
“…development of abilities specific to each single executive function, possibly because the prefrontal cortex (a region of the brain that is commonly implicated in executive functioning, Niendam et al., 2012) has become functionally organised into fractionated systems by this age (Tsujimoto).”
BackgroundAltered structural networks and executive deficits in traumatic brain injury patients
Caeyenberghs, K., Leemans, A., Leunissen, I., Gooijers, J., Michiels, K., Sunaert, S. G., & Swinnen, S. P. (2012) · Brain Structure and Function · doi:10.1007/s00429-012-0494-2 · Cited by 172
“ported by a superordinate cognitive control network, including parietal regions (Niendam et al. 2012).”
BackgroundHarding, I. H., Yücel, M., Harrison, B. J., Pantelis, C., & Breakspear, M. J. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.11.039 · Cited by 184
“Cognitive control (CC) and working memory (WM) rely on neural processing within a common set of brain regions encompassing dorsomedial prefrontal, lateral prefrontal, and superior parietal regions of the human cortex (Fedorenko et al., 2013; Harding et al., in press; Niendam et al., 2012).”
Adrian Wells, A. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02621 · Cited by 182
Gorgolewski, K. J., Lurie, D. J., Urchs, S. G. W., Kipping, J., Craddock, R. C., Milham, M. P., Margulies, D. S., & Smallwood, J. (2014) · PLoS ONE · doi:10.1371/journal.pone.0097176 · Cited by 178
“This network is similar to the fronto-parietal control network [93]: a neural system that is important in engaging controlled processing across a wide range of different external tasks”
BackgroundAssessing and mapping language, attention and executive multidimensional deficits in stroke aphasia
Schumacher, R., Halai, A. D., & Ralph, M. A. L. (2019) · Brain · doi:10.1093/brain/awz258 · Cited by 180
“…fronto-cingulo-parietal network is known to be involved in attention and executive function processes (Miller and Cohen, 2001; Duncan, 2010; Niendam et al. , 2012; Petersen and Posner, 2012; Fedorenko et al. , 2013; Power and Petersen, 2013) but little is known about the structural…”
Cognitive control in alcohol use disorder: deficits and clinical relevance
Wilcox, C. E., Dekonenko, C. J., Mayer, A. R., Bogenschutz, M. P., & Turner, J. A. (2013) · Reviews in the Neurosciences · doi:10.1515/revneuro-2013-0054 · Cited by 174
“…flexibility, and working memory components in their studies of cognitive control, the authors conflated inhibition and distractor interference control into one domain, combining GNG with Simon, flanker, and Stroop studies, and thus does not completely serve our purposes (Niendam et al., 2012).”
InfluentialSonuga-Barke, E. J. S., Cortese, S., Fairchild, G. F., & Stringaris, A. K. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12496 · Cited by 177
Jiang, J., Beck, J., Heller, K., & Egner, T. (2015) · Nature Communications · doi:10.1038/ncomms9165 · Cited by 160
Cui, Q., Sheng, W., Chen, Y., Pang, Y., Lu, F., Tang, Q., Han, S., Shen, Q., Wang, Y., Xie, A., et al. (2019) · Human Brain Mapping · doi:10.1002/hbm.24902 · Cited by 159
Definition and characterization of an extended multiple-demand network
Camilleri, J. A., Müller, V. I., Fox, P. M., Laird, A. R., Hoffstaedter, F., Kalenscher, T., & Eickhoff, S. B. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.10.020 · Cited by 162
“, 2008), the superordinate cognitive control network (Niendam et al., 2012), the task-positive network (Fox et al.”
Self-citationFunctional Specialization in the Human Brain Estimated By Intrinsic Hemispheric Interaction
Wang, D., Buckner, R. L., & Liu, H. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.0787-14.2014 · Cited by 157
“, the dorsal attention system) or internal channels of information (the default network) (Vincent et al., 2008; Niendam et al., 2012; Spreng et al., 2013).”
BackgroundGerlach, K. D., Spreng, R. N., Madore, K. P., & Schacter, D. L. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu001 · Cited by 148
“Regions that showed increased activity during process simulations compared with outcome simulations pertained to both the frontoparietal control and the default network (see Table 3 and Figure 3): bilateral aIPL, anterior insula, dlPFC, PCu and MFG make up the frontoparietal control network (Vincent et al., 2008; Spre…”
BackgroundResultBernardi, G., Siclari, F., Yu, X., Zennig, C., Bellesi, M., Ricciardi, E., Cirelli, C., Ghilardi, M. F., Pietrini, P., & Tononi, G. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.4567-14.2015 · Cited by 153
“Of note, a recruitment of prefrontal areas, involved in many cognitive functions (Niendam et al., 2012), was inevitable during DS and, in general, during sleep deprivation, which can be regarded as a self-control task per se.”
BackgroundHankin, B. L., Snyder, H. R., Gulley, L. D., Schweizer, T. H., Bijttebier, P., Nelis, S., Toh, G. Y., & Vasey, M. W. (2016) · Development and Psychopathology · doi:10.1017/s0954579416000663 · Cited by 172
“EF relies heavily on the prefrontal cortex (PFC), although EF tasks also recruit broader neural networks, including posterior cortical and subcortical areas, and connectivity between these regions (e.g., for review, see Niendam et al., 2012).”
BackgroundEnriquez‐Geppert, S., Huster, R. J., & Herrmann, C. S. (2013) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2013.02.001 · Cited by 166
Endophenotypes in Psychopathology Research: Where Do We Stand?
Miller, G. A., & Rockstroh, B. S. (2013) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-050212-185540 · Cited by 163
Resting-state thalamic dysconnectivity in schizophrenia and relationships with symptoms
Ferri, J. M., Ford, J. M., Roach, B. J., Turner, J. A., van Erp, T. G., Voyvodic, J. T., Preda, A., Belger, A., Bustillo, J., OʼLeary, D. S., et al. (2018) · Psychological Medicine · doi:10.1017/s003329171800003x · Cited by 147
“…recognized that the thalamus plays a prominent role in cortico-cortical communication (Sherman, 2007, 2016) and higher-order processes such as cognition, emotion, and the coordination of sensory information (Kastner et al. 2006; Nishio et al. 2011; Niendam et al. 2012; Watanabe & Funahashi, 2012).”
Iordan, A. D., Dolcos, S., & Dolcos, F. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00200 · Cited by 148
“Increased activity in these regions during WM tasks is typically associated with increased performance (Smith and Jonides, 1999; D’Esposito et al., 2000; Miller and Cohen, 2001; Nee et al., 2012; Niendam et al., 2012; Rottschy et al., 2012).”
BackgroundZhao, H., Qiao, L., Fan, D., Zhang, S., Turel, O., Li, Y., Li, J., Xue, G., Chen, A., & He, Q. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00685 · Cited by 154
“Given the pivotal role of the DLPFC in mediating a wide range of executive functions (Niendam et al., 2012), this region can be the anodal region of interest.”
BackgroundLangner, R., Leiberg, S., Hoffstaedter, F., & Eickhoff, S. B. (2018) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2018.04.022 · Cited by 156
Rodman, A. M., Jenness, J. L., Weissman, D. G., Pine, D. S., & McLaughlin, K. A. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2019.04.033 · Cited by 152
“The frontoparietal regions recruited during cognitive reappraisal are broadly involved in cognitive control (51,52) and include multiple prefrontal regions in both dorsal and ventral areas, the dorsal anterior cingulate, as well as posterior association cortex encompassing inferior parietal sulcus (31,34,50,53–57).”
Chronnectomic patterns and neural flexibility underlie executive function
Nomi, J. S., Vij, S. G., Dajani, D. R., Steimke, R., Damaraju, E., Rachakonda, S., Calhoun, V. D., & Uddin, L. Q. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2016.10.026 · Cited by 131
“These include the attention, salience, and cognitive control networks (Dajani and Uddin, 2015) that are composed of frontal, insular, cingulate, and parietal regions (Niendam et al., 2012) engaged during working memory, interference control, and cognitive flexibility (Diamond, 2013).”
Polizzi, C. P., & Lynn, S. J. (2021) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10186-1 · Cited by 148
Towards a systematization of brain oscillatory activity in actions
Beste, C., Münchau, A. M., & Frings, C. (2023) · Communications Biology · doi:10.1038/s42003-023-04531-9 · Cited by 162
A psychoengineering paradigm for the neurocognitive mechanisms of biofeedback and neurofeedback
Gaume, A., Vialatte, A., Mora-Sánchez, A., Ramdani, C., & Vialatte, F. B. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.06.012 · Cited by 133
Gouda, S., Luong, M. T., Schmidt, S., & Bauer, J. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.00590 · Cited by 140
Stop feeling: inhibition of emotional interference following stop-signal trials
Kalanthroff, E., Cohen, N., & Henik, A. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00078 · Cited by 152
“…of the anterior cingulate cortex and the dorsolateral prefrontal cortex (Cohen et al., 1990; Botvinick et al., 1999, 2001; Carter et al., 1999; Niendam et al., 2012), while stopping is mainly associated with activation of the rIFG; ventrolateral prefrontal cortex and the presupplementary…”
BackgroundCho, D., Min, B., Kim, J., & Lee, B. (2016) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2016.2618937 · Cited by 144
Sachs, M. E., Kaplan, J., Sarkissian, A. D., & Habibi, A. (2017) · PLoS ONE · doi:10.1371/journal.pone.0187254 · Cited by 153
The association between executive functioning and psychopathology: general or specific?
Bloemen, A. J. P., Oldehinkel, A. J., Laceulle, O. M., Ormel, J., Rommelse, N. N. J., & Hartman, C. A. (2018) · Psychological Medicine · doi:10.1017/s0033291717003269 · Cited by 131
Boehm, I., Geisler, D., King, J. A., Ritschel, F., Seidel, M., Araujo, Y. I. D., Petermann, J., Lohmeier, H., Weiss, J., Walter, M., et al. (2014) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2014.00346 · Cited by 131
“These functions are not restricted to a particular cognitive domain but serve as a general cognitive control process allocating top-down attentional resources to organize cognitive operations (Fassbender et al., 2006; Cole and Schneider, 2007; Niendam et al., 2012).”
Hoy, K. E., Arnold, S. L., Emonson, M., Daskalakis, Z. J., & Fitzgerald, P. B. (2014) · Schizophrenia Research · doi:10.1016/j.schres.2014.03.006 · Cited by 137
Metadata
- Authors
- Niendam, T. A., Laird, A. R., Ray, K. L., Dean, Y. M., Glahn, D. C., & Carter, C. S.
- Affiliations
- University of California, Davis (US)
- The University of Texas at San Antonio Health Science Center (US)
- Yale University (US)
- Corresponding author
- Niendam, Tara A.
- Venue
- Cognitive, Affective, & Behavioral Neuroscience
- Published
- 2012-01-27
- Volume
- 12
- Issue
- 2
- Pages
- 241-268
- ISSN
- 1530-7026 (ISSN-L)
- 1531-135X
- PMC
- PMC3660731
- OpenAlex
- W2019930104
- Semantic Scholar
- 98fddd2e31078947295c667fc52d483f3e530f48
- Cited by
- 1,700
- References
- 266
- Citations by year
- 2026: 119 · 2025: 153 · 2024: 156 · 2023: 143 · 2022: 156 · 2021: 170 · 2020: 117 · 2019: 146 · 2018: 123 · 2017: 125 · 2016: 84 · 2015: 75 · 2014: 77 · 2013: 39 · 2012: 15
- FWCI
- 33.31
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Cognitive Affective & Behavioral Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Alcohol Abuse and Alcoholism (P60AA007611)
- National Institute of Mental Health (R01MH074457, R01MH078143, R24MH081807, R01MH059883, K23MH087708, R01MH083824)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- executive function, cognitive control, dorsolateral prefrontal cortex, anterior cingulate cortex, parietal cortex, inhibition, working memory, cognitive flexibility, basal ganglia, cerebellum, functional neuroimaging
- MeSH terms
- Adolescent, Adult, Brain, Brain Mapping, Cognition, Female, Humans, Functional Laterality, Male, Middle Aged, Neural Pathways, Neuropsychological Tests, Radionuclide Imaging, Visual Perception, Young Adult, Executive Function, Neuroimaging
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