The DOI matches its Crossref record; 99 of the 103 references it cites were found in a registry or an index.
The Basal Ganglia and Chunking of Action Repertoires
Abstract
The basal ganglia have been shown to contribute to habit and stimulus-response (S-R) learning. These forms of learning have the property of slow acquisition and, in humans, can occur without conscious awareness. This paper proposes that one aspect of basal ganglia-based learning is the recoding of cortically derived information within the striatum. Modular corticostriatal projection patterns, demonstrated experimentally, are viewed as producing recoded templates suitable for the gradual selection of new input-output relations in cortico-basal ganglia loops. Recordings from striatal projection neurons and interneurons show that activity patterns in the striatum are modified gradually during the course of S-R learning. It is proposed that this recoding within the striatum can chunk the representations of motor and cognitive action sequences so that they can be implemented as performance units. This scheme generalizes Miller's notion of information chunking to action control. The formation and the efficient implementation of action chunks are viewed as being based on predictive signals. It is suggested that information chunking provides a mechanism for the acquisition and the expression of action repertoires that, without such information compression would be biologically unwieldy or difficult to implement. The learning and memory functions of the basal ganglia are thus seen as core features of the basal ganglia's influence on motor and cognitive pattern generators.
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“It has been suggested that the basal ganglia are important for chunking action sequences (Graybiel, 1998).”
From The Neural Correlates of Motor Skill Automaticity (2005) · cites this paper as Graybiel, 1998
In the citing paper
“Thus, decreased activity in the basal ganglia may reflect a more effective (chunked) representation that accompanies automatization.”
From The Neural Correlates of Motor Skill Automaticity (2005) · cites this paper as Graybiel, 1998
In the citing paper
“This learning process appears to be mediated, in part, by the dorsolateral striatum (or the putamen) (Knowlton et al., 1996; White, 1997; Graybiel, 1998; Hikosaka, 1998; Yin and Knowlton, 2006).”
From Dopamine reward circuitry: Two projection systems from the ventral midbrain to the nucleus accumbens–olfactory tubercle complex (2007) · cites this paper as Graybiel, 1998
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BackgroundRegulation of habit formation in the dorsal striatum
Malvaez, M., & Wassum, K. M. (2018) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2017.11.005 · Cited by 96
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BackgroundWorking together: basal ganglia pathways in action selection
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Tomov, M. S., Yagati, S., Kumar, A., Yang, W., & Gershman, S. J. (2020) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007594 · Cited by 100
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MethodBasal Ganglia Circuits for Action Specification
Park, J., Coddington, L. T., & Dudman, J. T. (2020) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-070918-050452 · Cited by 96
“The structure and function of BG output have received relatively little attention compared to the theory and experiments dealing with its internal circuitry (e.g., Frank 2011, Graybiel 1998, Klaus et al. 2019, Nelson & Kreitzer 2014), and thus we summarize work on the BG output pathways below.”
BackgroundSmits‐Bandstra, S., & Nil, L. F. D. (2007) · Journal of Fluency Disorders · doi:10.1016/j.jfludis.2007.06.001 · Cited by 101
“PPD demonstrate an incomplete automatization of the sensorimotor integration process, forcing the system to continue to guide movement by sensory input (Graybiel, 1998).”
BackgroundInfluentialBasal Ganglia Outputs Map Instantaneous Position Coordinates during Behavior
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BackgroundKargo, W. J., & Giszter, S. F. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.3229-07.2008 · Cited by 93
“This “pattern chunking” idea is allied to the notion of cortical or other higher-level pattern generators (Graybiel, 1998; Klein Breteler et al., 2007).”
BackgroundInvestigating habits: strategies, technologies and models
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Task-dependent encoding of space and events by striatal neurons is dependent on neural subtype
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“However, the striatum is also thought to compress the representation of temporally ordered motor and cognitive action sequences and to be involved in the performance of learned sequences (Jin, Tecuapetla, & Costa, 2014; Yin, 2010; Schubotz & von Cramon, 2002; Graybiel, 1998).”
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“Striatosomes, discrete neuronal pools present in the ventral striatum, are mainly involved in the above-mentioned circuit through the direct pathway, whereas matrisomes interact with premotor and associative cortico-subcortical loops through the indirect pathway [18].”
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Flöel, A., Garraux, G., Xu, B., Breitenstein, C., Knecht, S., Herscovitch, P., & Cohen, L. G. (2008) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2006.10.009 · Cited by 95
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Zhuang, X., Mazzoni, P., & Kang, U. J. (2013) · Nature Reviews Neurology · doi:10.1038/nrneurol.2013.57 · Cited by 92
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Bernácer, J., & Murillo, J. I. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00883 · Cited by 84
The Basal Ganglia: More than just a switching device
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“The fact that neurons within the reward circuitry represent action, and sometimes action sequences, as well as reward (Graybiel, 1998; Hikosaka et al., 1989, 1999; Lavoie and Mizumori, 1994; Mulder et al., 2004; Schmitzer-Torbert and Redish, 2004; Schultz et al., 1997; van der Meer et al., 2010;…”
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“, Noble, K., and Higgins, G. A. (2011). Impulsive action induced by amphetamine, cocaine and MK801 is reduced by 5-HT(2C) receptor”
BackgroundLocal online learning in recurrent networks with random feedback
Murray, J. M. (2019) · eLife · doi:10.7554/elife.43299 · Cited by 81
Amemori, K., Gibb, L., & Graybiel, A. M. (2011) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00047 · Cited by 76
Voice and Fluency Changes as a Function of Speech Task and Deep Brain Stimulation
Sidtis, D. V. L., Rogers, T. D., Godier, V., Tagliati, M., & Sidtis, J. J. (2010) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2010/09-0154 · Cited by 75
Brovelli, A., Laksiri, N., Nazarian, B., Meunier, M., & Boussaoud, D. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm198 · Cited by 78
George, D. T., Rawlings, R. R., Williams, W. A., Phillips, M. J., Fong, G., Kerich, M. J., Momenan, R., Umhau, J. C., & Hommer, D. W. (2003) · Psychiatry Research Neuroimaging · doi:10.1016/s0925-4927(03)00105-7 · Cited by 76
“Graybiel (1997, 1998) proposed that the basal ganglia control the execution of the selected response through the use of thalamocortical loops and brainstem networks.”
BackgroundNaghibi, N., Jahangiri, N., Khosrowabadi, R., Eickhoff, C. R., Eickhoff, S. B., Coull, J. T., & Tahmasian, M. (2024) · Neuropsychology Review · doi:10.1007/s11065-023-09588-1 · Cited by 69
“…in the processing of concatenated sequences in both beat-based timing (Grahn, 2009; Grahn & Rowe, 2009; H. Mer-chant, Grahn, Trainor, Rohrmeier, & Fitch, 2015; Teki, Grube, Kumar, & Griffiths, 2011) and chunking (Dahms et al., 2020; Graybiel, 1998; Wymbs, Bassett, Mucha, Porter, & Grafton, 2012).”
Dependency Grammar and Valency Theory
Ágel, V., & Fischer, K. (2012) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199544004.013.0010 · Cited by 72
Opposite Effects of Stimulant and Antipsychotic Drugs on Striatal Fast-Spiking Interneurons
Wiltschko, A. B., Pettibone, J. R., & Berke, J. D. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2009.226 · Cited by 71
“The striatum is the main input structure of the basal ganglia, a set of nuclei involved in the organization of thoughts and behavior (Cummings, 1993), and reinforcementbased learning (Graybiel, 1998).”
Ogura, T., Ogata, M., Akita, H., Jitsuki, S., Akiba, L., Noda, K., Hoka, S., & Saji, M. (2005) · Neuroscience Research · doi:10.1016/j.neures.2004.12.006 · Cited by 71
“…evidence suggest that the basal ganglia are centrally involved in the learning process that leads to habit formation or the acquisition of skilled behavior (McDonald and White, 1994; Graybiel, 1995, 1998; Salmon and Butters, 1995; Knowlton et al., 1996; White, 1997; White and McDonald, 2002).”
BackgroundMarklund, P., Larsson, A., Elgh, E., Linder, J., Riklund, K., Forsgren, L., & Nyberg, L. H. (2008) · Brain · doi:10.1093/brain/awn309 · Cited by 71
Are metaphors embodied? The neural evidence
Desai, R. H. (2021) · Psychological Research · doi:10.1007/s00426-021-01604-4 · Cited by 71
“Striatum and globus pallidus are central regions associated with action selection, planning, and modulation of ongoing action (Graybiel, 1998; Jin et al., 2014; Kim & Hikosaka, 2015; Markowitz et al., 2018).”
BackgroundThe Role of Striatum in Initiation and Execution of Learned Action Sequences in Rats
Bailey, K. R., & Mair, R. G. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.3883-05.2006 · Cited by 68
“Graybiel (1998) proposed that the basal ganglia contribute to S–”
BackgroundMethodInfluentialTracking Plasticity: Effects of Long-Term Rehearsal in Expert Dancers Encoding Music to Movement
Bar, R. J., & DeSouza, J. F. X. (2016) · PLoS ONE · doi:10.1371/journal.pone.0147731 · Cited by 69
Addiction as vulnerabilities in the decision process
Redish, A. D., Jensen, S., & Johnson, A. C. (2008) · Behavioral and Brain Sciences · doi:10.1017/s0140525x08004986 · Cited by 69
Contrast enhancement: a physiological effect of striatal dopamine?
Nicola, S. M., Hopf, F. W., & Hjelmstad, G. O. (2004) · Cell and Tissue Research · doi:10.1007/s00441-004-0929-z · Cited by 68
“The connections of the dorsal and ventral striatum, and their functional significance, have been extensively reviewed (Graybiel 1998; Heimer et al. 1995; Zahm 1999, 2000).”
BackgroundObsessive-Compulsive Spectrum Disorders: a Multidimensional Approach
Stein, D. J., & Löchner, C. (2006) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2006.02.015 · Cited by 68
Neurobiology of habit formation
Amaya, K. A., & Smith, K. S. (2018) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2018.01.003 · Cited by 75
Cortical-subcortical interactions in goal-directed behavior
Cruz, K. G., Leow, Y. N., Le, N. M., Adam, E. M., Huda, R., & Sur, M. (2022) · Physiological Reviews · doi:10.1152/physrev.00048.2021 · Cited by 76
Molecular and cellular mechanisms of dopamine-mediated behavioral plasticity in the striatum
Cerovic, M., d’Isa, R., Tonini, R., & Brambilla, R. (2013) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2013.06.013 · Cited by 77
“Whereas matrix receives input from associative and sensorimotor cortex, striosomes receive innervation mainly from limbic areas (Graybiel, 1995, 1998).”
BackgroundJoel, D., Zohar, O., Afek, M., Hermesh, H., LERNER, L., Kuperman, R. A., Gross‐Isseroff, R., Weizman, A., & Inzelberg, R. (2004) · Behavioural Brain Research · doi:10.1016/j.bbr.2004.07.006 · Cited by 67
“…Available online 25 August 2004 A sessing the p consistent r nction in o e obtained e h in normal s ural learning i ed a group o up of major d concurrent d k similarly t t processing i te explici p © K 1 c [ d nce ntly of see e reumed ing of 0] 0 d bstract The striatum has been consistently…”
BackgroundMacDonald, C. J., Cheng, R., & Meck, W. H. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00010 · Cited by 72
“Outside the context of interval timing, one proposed function of the DS is organizing the hierarchical structure of learned response sequences (Graybiel, 1998; Fujii and Graybiel, 2005; Jin et al., 2009; Jin and Costa, 2010), which is consistent with a direct relationship to interval timing.”
BackgroundA role for locus coeruleus in Parkinson tremor
Isaias, I. U., Marzegan, A., Pezzoli, G., Marotta, G., Canesi, M., Biella, G. E. M., Volkmann, J., & Cavallari, P. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2011.00179 · Cited by 66
Halbout, B., Marshall, A. T., Azimi, A., Liljeholm, M., Mahler, S. V., Wassum, K. M., & Ostlund, S. B. (2019) · eLife · doi:10.7554/elife.43551 · Cited by 69
“While dopamine is known to play a crucial role in forming new action chunks (Graybiel, 1998; Jin and Costa, 2015), its role in the expression of previously learned action chunks is less clear.”
BackgroundBasal ganglia involvement in memory-guided movement sequencing
Menon, V., Anagnoson, R., Glover, G. H., & Pfefferbaum, A. (2000) · Neuroreport · doi:10.1097/00001756-200011090-00048 · Cited by 67
Brain Mediation of Anolis Social Dominance Displays
Baxter, L. R., Jr., Clark, E. C., Ackermann, R. F., Laćan, G., & Melega, W. P. (2001) · Brain Behavior and Evolution · doi:10.1159/000047236 · Cited by 67
Identifying motor functional neurological disorder using resting-state functional connectivity
Wegrzyk, J., Kebets, V., Richiardi, J., Galli, S., de Ville, D. V., & Aybek, S. (2018) · NeuroImage: Clinical · doi:10.1016/j.nicl.2017.10.012 · Cited by 62
“A proposed function of the dorsal striatum is to encode short motor programs to be linked together in order to increase complexity of motor output (Yin, 2010) thereby preventing excessive computational demands on cortical structures (Graybiel, 1998).”
Spatial learning in rats is impaired after degeneration of the nigrostriatal dopaminergic system
Mura, A., & Feldon, J. (2003) · Movement Disorders · doi:10.1002/mds.10472 · Cited by 66
“This is supported by a significant interaction of treatment and quadrant (F(4,54) 15.”
BackgroundProcedural learning and striatofrontal dysfunction in Parkinson's disease
Sarazin, M., Deweer, B., Merkl, A., Poser, N. V., Pillon, B., & Dubois, B. (2002) · Movement Disorders · doi:10.1002/mds.10018 · Cited by 66
Agnoli, L., Mainolfi, P., Invernizzi, R. W., & Carli, M. (2012) · Neuropsychopharmacology · doi:10.1038/npp.2012.236 · Cited by 70
A biologically inspired meta-control navigation system for the Psikharpax rat robot
Caluwaerts, K., Staffa, M., N’Guyen, S., Grand, C., Dollé, L., Favre-Félix, A., Girard, B., & Khamassi, M. (2012) · Bioinspiration & Biomimetics · doi:10.1088/1748-3182/7/2/025009 · Cited by 71
“Response strategies are considered to rely on the projections from the sensory and motor cortices to the BG circuits issued from the dorso-lateral striatum (DLS) to select directions of movement, using reinforcement learning capabilities of the BG to learn which cue is to be followed at a given time [16, 17].”
BackgroundOverlapping connections within the motor cortico-basal ganglia circuit: fMRI-tractography analysis
Oguri, T., Sawamoto, N., Tabu, H., Urayama, S., Matsuhashi, M., Matsukawa, N., Ojika, K., & Fukuyama, H. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.04.026 · Cited by 65
“Alternatively, the neural architecture could provide a template for rearranging cortical information in the striatum, and for selecting coherent inputs from functionally related motor cortical areas that the striatal region implements leading to trigger firing of the striatal output targets in the pallidum and nigra (…”
Neurotensin-deficient mice show altered responses to antipsychotic drugs
Dobner, P. R., Fadel, J. R., Deitemeyer, N., Carraway, R. E., & Deutch, A. Y. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.141042198 · Cited by 64
Chakravarty, M. M., Rapoport, J. L., Giedd, J. N., Raznahan, A., Shaw, P., Collins, D. L., Lerch, J. P., & Gogtay, N. (2014) · Human Brain Mapping · doi:10.1002/hbm.22715 · Cited by 68
“Detailed tract tracing studies in nonhuman primates also demonstrate that there are two types of projections from the dorsolateral prefrontal cortex (DLPFC) to the head of the striatum: focal, targeted projections, and diffuse, widespread projections (Eblen and Graybiel, 1995).”
BackgroundInfluentialChang, Q., & Gold, P. E. (2004) · Behavioral Neuroscience · doi:10.1037/0735-7044.118.2.383 · Cited by 64
Crunelle, C. L., Miller, M. L., Booij, J., & van den Brink, W. (2009) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2009.11.001 · Cited by 66
“Moreover, reactions to cues can occur unconsciously (Childress et al., 2008; Graybiel, 1998), making it difficult for abstinent addicts to recognize, anticipate, or prevent relapse.”
High-Intensity Aerobic Exercise Enhances Motor Memory Retrieval
Mang, C. S., Snow, N. J., Wadden, K. P., Campbell, K. L., & Boyd, L. A. (2016) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000001040 · Cited by 64
“Although regional brain activity was not measured here, learning of discrete motor sequence tasks, such as our serial targeting task, may be more dependent on basal ganglia circuits (5,15) than the tasks used in the aforementioned work (22,30).”
BackgroundThe What, the When, and the Whether of Intentional Action in the Brain: A Meta-Analytical Review
Zapparoli, L., Seghezzi, S., & Paulesu, E. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00238 · Cited by 69
“It is also telling the involvement of the motor component of the lenticular nuclei bilaterally: these are of course part of a cortico-subcorticalcortical network that regulates motor behavior (Graybiel, 1998) and that is dysfunctional in movement disorders (see review in Crittenden and Graybiel, 2011).”
BackgroundTiming of tactile and visuo-tactile events is impaired in patients with cervical dystonia
Tinazzi, M., Fiorio, M., Bertolasi, L., & Aglioti, S. M. (2004) · Journal of Neurology · doi:10.1007/s00415-004-0282-x · Cited by 64
“This may be due to the fact that basal ganglia, an important node in the neural network purportedly dysfunctional in dystonia, are called into action not only in sensorymotor control [6, 14], but also in a number of cognitive functions [9].”
Background
Metadata
- Authors
- Graybiel, A. M.
- Affiliations
- Massachusetts Institute of Technology (US)
- Corresponding author
- Graybiel, Ann M.
- ORCID
- Graybiel, Ann M.
- Venue
- Neurobiology of Learning and Memory
- Publisher
- Elsevier BV
- Published
- 1998-07
- Volume
- 70
- Issue
- 1-2
- Pages
- 119-136
- ISSN
- 1074-7427 (ISSN-L)
- OpenAlex
- W2148201341
- Cited by
- 1,042
- References
- 103
- Citations by year
- 2026: 25 · 2025: 32 · 2024: 31 · 2023: 48 · 2022: 26 · 2021: 47 · 2020: 36 · 2019: 25 · 2018: 37 · 2017: 39 · 2016: 42 · 2015: 43 · 2014: 41 · 2013: 37 · 2012: 84
- FWCI
- 8.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Neurobiology of Learning and Memory (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (R03 MH57878, R01 NS25529)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- basal ganglia, striatum, repertoires of action, habit learning, stimulus-response learning, corticostriatal projections, striatal projection neurons, striatal interneurons, predictive signals
- MeSH terms
- Animals, Basal Ganglia, Brain Mapping, Corpus Striatum, Habits, Humans, Learning, Memory, Models, Neurological, Nerve Net, Synaptic Transmission, Neuronal Plasticity, Obsessive-Compulsive Disorder, Parkinson Disease, Neocortex, In Vitro Techniques
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