Beyond working memory: the role of persistent activity in decision making
Open accessAbstract
Since its first discovery in the prefrontal cortex, persistent activity during the interval between a transient sensory stimulus and a subsequent behavioral response has been identified in many cortical and subcortical areas. Such persistent activity is thought to reflect the maintenance of working memory representations that bridge past events with future contingent plans. Indeed, the term persistent activity is sometimes used interchangeably with working memory. In this review, we argue that persistent activity observed broadly across many cortical and subcortical areas reflects not only working memory maintenance, but also a variety of other cognitive processes, including perceptual and reward-based decision making.
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Memory traces in neural signals are mixed with other task-dependent factors.
“Memory traces in the neural signals are mixed with other task-dependent factors44,45, and it has been debated whether other processes involved in goal-directed behavior could be mistakenly identified as memory, such as spatial attention46, motor planning47, anticipation of future events48, or timing49.”
From A reservoir of time constants for memory traces in cortical neurons (2011) · cites this paper as [44]
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Cites
Reinforcement Learning: An Introduction
Sutton, R. S., & Barto, A. G. (1998) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.1998.712192 · Cited by 27,225 · see citing works
Reinforcement Learning: An Introduction
Sutton, R. S., & Barto, A. (2005) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.2004.842673 · Cited by 25,263 · see citing works
Short-Term Synaptic Plasticity
Zucker, R. S., & Regehr, W. G. (2002) · Annual Review of Physiology · doi:10.1146/annurev.physiol.64.092501.114547 · Cited by 5,068 · see citing works
The Neural Basis of Decision Making
Gold, J. I., & Shadlen, M. N. (2007) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.113038 · Cited by 3,764 · see citing works
Mnemonic coding of visual space in the monkey's dorsolateral prefrontal cortex
Funahashi, S., Bruce, C. J., & Goldman-Rakic, P. S. (1989) · Journal of Neurophysiology · doi:10.1152/jn.1989.61.2.331 · Cited by 2,685 · see citing works
Cellular basis of working memory
Goldman-Rakic, P. S. (1995) · Neuron · doi:10.1016/0896-6273(95)90304-6 · Cited by 2,663 · see citing works
Neuron Activity Related to Short-Term Memory
Fuster, J. M., & Alexander, G. E. (1971) · Science · doi:10.1126/science.173.3997.652 · Cited by 2,085 · see citing works
Learning the value of information in an uncertain world
Behrens, T. E. J., Woolrich, M. W., Walton, M. E., & Rushworth, M. F. S. (2007) · Nature Neuroscience · doi:10.1038/nn1954 · Cited by 2,053 · see citing works
Persistent activity in the prefrontal cortex during working memory
Curtis, C. E., & D'Esposito, M. (2003) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(03)00197-9 · Cited by 2,001 · see citing works
Self-citationThe Prefrontal Cortex—An Update
Fuster, J. M. (2001) · Neuron · doi:10.1016/s0896-6273(01)00285-9 · Cited by 1,760 · see citing works
Behavioral Theories and the Neurophysiology of Reward
Schultz, W. (2006) · Annual Review of Psychology · doi:10.1146/annurev.psych.56.091103.070229 · Cited by 1,637 · see citing works
Roitman, J. D., & Shadlen, M. N. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-21-09475.2002 · Cited by 1,589 · see citing works
Capacity limit of visual short-term memory in human posterior parietal cortex
Todd, J. J., & Marois, R. (2004) · Nature · doi:10.1038/nature02466 · Cited by 1,477 · see citing works
Neural measures reveal individual differences in controlling access to working memory
Vogel, E. K., McCollough, A. W., & Machizawa, M. G. (2005) · Nature · doi:10.1038/nature04171 · Cited by 1,301 · see citing works
Intentional Maps in Posterior Parietal Cortex
Andersen, R. A., & Buneo, C. A. (2002) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.25.112701.142922 · Cited by 1,294 · see citing works
Role of the Basal Ganglia in the Control of Purposive Saccadic Eye Movements
Hikosaka, O., Takikawa, Y., & Kawagoe, R. (2000) · Physiological Reviews · doi:10.1152/physrev.2000.80.3.953 · Cited by 1,287 · see citing works
Synaptic theory of working memory
Mongillo, G., Barak, O., & Tsodyks, M. (2008) · Science · doi:10.1126/science.1150769 · Cited by 1,253 · see citing works
Categorical Representation of Visual Stimuli in the Primate Prefrontal Cortex
Freedman, D. J., Riesenhuber, M., Poggio, T., & Miller, E. K. (2001) · Science · doi:10.1126/science.291.5502.312 · Cited by 1,123 · see citing works
Single neurons in prefrontal cortex encode abstract rules
Wallis, J. D., Anderson, K. C., & Miller, E. K. (2001) · Nature · doi:10.1038/35082081 · Cited by 1,075 · see citing works
Matching Behavior and the Representation of Value in the Parietal Cortex
Sugrue, L. P., Corrado, G. S., & Newsome, W. T. (2004) · Science · doi:10.1126/science.1094765 · Cited by 1,030 · see citing works
An area specialized for spatial working memory in human frontal cortex.
Courtney, S., Petit, L., Maisog, J., Ungerleider, L. G., & Haxby, J. (1998) · Science · doi:10.1126/science.279.5355.1347 · Cited by 1,010 · see citing works
The Neuropsychopharmacology of Fronto-Executive Function: Monoaminergic Modulation
Robbins, T. W., & Arnsten, A. F. T. (2009) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.051508.135535 · Cited by 957 · see citing works
Information theory of choice-reaction times
Laming, D. (1968) · Medical Entomology and Zoology · Cited by 952 · see citing works
Representation of Action-Specific Reward Values in the Striatum
Samejima, K., Ueda, Y., Doya, K., & Kimura, M. (2005) · Science · doi:10.1126/science.1115270 · Cited by 939 · see citing works
Dissociable neural mechanisms supporting visual short-term memory for objects
Yaoda Xu, A., & Chun, M. M. (2005) · Nature · doi:10.1038/nature04262 · Cited by 931 · see citing works
The neural systems that mediate human perceptual decision making
Heekeren, H. R., Marrett, S., & Ungerleider, L. G. (2008) · Nature reviews. Neuroscience · doi:10.1038/nrn2374 · Cited by 877 · see citing works
Neuronal correlates of parametric working memory in the prefrontal cortex
Romo, R., Brody, C. D., Hernández, A., & Lemus, L. (1999) · Nature · doi:10.1038/20939 · Cited by 822 · see citing works
Prefrontal cortical unit activity and delayed alternation performance in monkeys.
Kubota, K., & Niki, H. (1971) · Journal of Neurophysiology · doi:10.1152/jn.1971.34.3.337 · Cited by 717 · see citing works
A Neural Mechanism for Working and Recognition Memory in Inferior Temporal Cortex
Miller, E. K., Li, L., & Desimone, R. (1991) · Science · doi:10.1126/science.1962197 · Cited by 706 · see citing works
Decision Making in Recurrent Neuronal Circuits
Wang, X.-J. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.034 · Cited by 679 · see citing works
Prefrontal cortex and decision making in a mixed-strategy game
Barraclough, D. J., Conroy, M. L., & Lee, D. (2004) · Nature Neuroscience · doi:10.1038/nn1209 · Cited by 678 · see citing works
Self-citationChafee, M. V., & Goldman, P. S. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.79.6.2919 · Cited by 655 · see citing works
The Role of Parietal Cortex in Verbal Working Memory
Jonides, J. J., Schumacher, E. H., Smith, E. E., Koeppe, R. A., Awh, E., Reuter‐Lorenz, P. A., Marshuetz, C., & Willis, C. R. (1998) · Journal of Neuroscience · doi:10.1523/jneurosci.18-13-05026.1998 · Cited by 568 · see citing works
Forward frontal fields: phylogeny and fundamental function
Wise, S. P. (2008) · Trends in Neurosciences · doi:10.1016/j.tins.2008.08.008 · Cited by 478 · see citing works
The computational neurobiology of learning and reward
Daw, N. D., & Doya, K. (2006) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2006.03.006 · Cited by 462 · see citing works
Medial prefrontal cell activity signaling prediction errors of action values
Matsumoto, M., Matsumoto, K., Abe, H., & Tanaka, K. (2007) · Nature Neuroscience · doi:10.1038/nn1890 · Cited by 440 · see citing works
Prospective coding for objects in primate prefrontal cortex
Rainer, G., Rao, S. C., & Miller, E. K. (1999) · The Journal of Neuroscience · doi:10.1523/jneurosci.19-13-05493.1999 · Cited by 432 · see citing works
Pan, W.-X., Schmidt, R., Wickens, J. R., & Hyland, B. I. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.1478-05.2005 · Cited by 429 · see citing works
Value Representations in the Primate Striatum during Matching Behavior
Lau, B., & Glimcher, P. W. (2008) · Neuron · doi:10.1016/j.neuron.2008.02.021 · Cited by 411 · see citing works
Walton, M. E., Behrens, T. E. J., Buckley, M. J., Rudebeck, P. H., & Rushworth, M. F. S. (2010) · Neuron · doi:10.1016/j.neuron.2010.02.027 · Cited by 397 · see citing works
Charan Ranganath, A., Cohen, M. X., Dam, C., & D’Esposito, M. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.5053-03.2004 · Cited by 382 · see citing works
Neural Circuits Subserving the Retrieval and Maintenance of Abstract Rules
Bunge, S. A., Kahn, I., Wallis, J. D., Miller, E. K., & Wagner, A. D. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00910.2002 · Cited by 361 · see citing works
Dynamics of Population Code for Working Memory in the Prefrontal Cortex
Baeg, E. H., Kim, Y. B., Huh, K., Mook-Jung, I., Kim, H. T., & Jung, M. W. (2003) · Neuron · doi:10.1016/s0896-6273(03)00597-x · Cited by 338 · see citing works
Seo, H., & Lee, D. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.2369-07.2007 · Cited by 324 · see citing works
Self-citationMaintenance of Spatial and Motor Codes during Oculomotor Delayed Response Tasks
Curtis, C. E., Rao, V. Y., & D’Esposito, M. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.5640-03.2004 · Cited by 300 · see citing works
Self-citationValidation of Decision-Making Models and Analysis of Decision Variables in the Rat Basal Ganglia
Ito, M., & Doya, K. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.6157-08.2009 · Cited by 287 · see citing works
Mechanism of Graded Persistent Cellular Activity of Entorhinal Cortex Layer V Neurons
Fransén, E., Tahvildari, B., Egorov, A. V., Hasselmo, M. E., & Alonso, A. A. (2006) · Neuron · doi:10.1016/j.neuron.2006.01.036 · Cited by 279 · see citing works
Prefrontal Coding of Temporally Discounted Values during Intertemporal Choice
Kim, S., Hwang, J., & Lee, D. (2008) · Neuron · doi:10.1016/j.neuron.2008.05.010 · Cited by 241 · see citing works
Self-citationScalaidhe, S. P. (1999) · Cerebral Cortex · doi:10.1093/cercor/9.5.459 · Cited by 233 · see citing works
Multiple Forms of Short-Term Plasticity at Excitatory Synapses in Rat Medial Prefrontal Cortex
Hempel, C. M., Hartman, K. H., Wang, X.-J., Turrigiano, G. G., & Nelson, S. B. (2000) · Journal of Neurophysiology · doi:10.1152/jn.2000.83.5.3031 · Cited by 229 · see citing works
Role of Striatum in Updating Values of Chosen Actions
Kim, H., Sul, J. H., Huh, N., Lee, D., & Jung, M. W. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.2728-09.2009 · Cited by 225 · see citing works
Self-citationThe prefrontal cortex and working memory: physiology and brain imaging
Passingham, D., & Sakai, K. (2004) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2004.03.003 · Cited by 207 · see citing works
Coding and transmission of information by neural ensembles
Averbeck, B. B., & Lee, D. (2004) · Trends in Neurosciences · doi:10.1016/j.tins.2004.02.006 · Cited by 190 · see citing works
Self-citationHisted, M. H., Pasupathy, A., & Miller, E. K. (2009) · Neuron · doi:10.1016/j.neuron.2009.06.019 · Cited by 188 · see citing works
Schluppeck, D., Curtis, C. E., Glimcher, P. W., & Heeger, D. J. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.5330-05.2006 · Cited by 171 · see citing works
Self-citationReinforcement learning and decision making in monkeys during a competitive game
Lee, D., Conroy, M. L., McGreevy, B. P., & Barraclough, D. J. (2004) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2004.07.007 · Cited by 156 · see citing works
Self-citationDynamic Signals Related to Choices and Outcomes in the Dorsolateral Prefrontal Cortex
Seo, H., Barraclough, D. J., & Lee, D. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm064 · Cited by 143 · see citing works
Self-citationBehavioral and Neural Changes after Gains and Losses of Conditioned Reinforcers
Seo, H., & Lee, D. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.4726-08.2009 · Cited by 137 · see citing works
Self-citationLateral Intraparietal Cortex and Reinforcement Learning during a Mixed-Strategy Game
Seo, H., Barraclough, D. J., & Lee, D. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.1479-09.2009 · Cited by 125 · see citing works
Self-citationSaccade Preparation Signals in the Human Frontal and Parietal Cortices
Curtis, C. E., & Connolly, J. D. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00899.2007 · Cited by 117 · see citing works
Self-citationWatanabe, Y., & Funahashi, S. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00994.2003 · Cited by 112 · see citing works
The Representation of Multiple Objects in Prefrontal Neuronal Delay Activity
Warden, M. R., & Miller, E. K. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm070 · Cited by 111 · see citing works
Persistent neural activity during the maintenance of spatial position in working memory
Srimal, R., & Curtis, C. E. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.08.040 · Cited by 104 · see citing works
Self-citationNeural basis of quasi-rational decision making
Lee, D. (2006) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2006.02.001 · Cited by 98 · see citing works
Self-citationThe Contribution of the Inferior Parietal Lobe to Auditory Spatial Working Memory
Alain, C., He, Y., & Grady, C. L. (2007) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20014 · Cited by 92 · see citing works
Prefrontal Neural Correlates of Memory for Sequences
Averbeck, B. B., & Lee, D. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.4483-06.2007 · Cited by 76 · see citing works
Self-citationFunctional Neuroimaging of Working Memory
(2006) · The MIT Press eBooks · doi:10.7551/mitpress/3420.003.0012 · Cited by 66 · see citing works
Persistent neural activity in the human frontal cortex when maintaining space that is off the map
Tark, K., & Curtis, C. E. (2009) · Nature Neuroscience · doi:10.1038/nn.2406 · Cited by 60 · see citing works
Self-citationPersistent Discharges in the Prefrontal Cortex of Monkeys Naive to Working Memory Tasks
Meyer, T., Qi, X.-L., & Constantinidis, C. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhm063 · Cited by 50 · see citing works
Encoding of Action History in the Rat Ventral Striatum
Kim, Y. B., Huh, N., Lee, H., Baeg, E. H., Lee, D., & Jung, M. W. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00310.2007 · Cited by 42 · see citing works
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- [4]Baddeley A 1986 Working Memory Oxford University Press
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Rottschy, C., Langner, R., Dogan, I., Reetz, K., Laird, A. R., Schulz, J. B., Fox, P. T., & Eickhoff, S. B. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2011.11.050 · Cited by 951 · see citing works
Riggall, A. C., & Postle, B. R. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.1892-12.2012 · Cited by 385 · see citing works
Emrich, S. M., Riggall, A. C., LaRocque, J. J., & Postle, B. R. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.5732-12.2013 · Cited by 343 · see citing works
A reservoir of time constants for memory traces in cortical neurons
Bernacchia, A., Seo, H., Lee, D., & Wang, X.-J. (2011) · Nature Neuroscience · doi:10.1038/nn.2752 · Cited by 292 · see citing works
Self-citationThalamic control of layer 1 circuits in prefrontal cortex
Cruikshank, S. J., Ahmed, O. J., Stevens, T. R., Patrick, S. L., Gonzalez, A. N., Elmaleh, M., & Connors, B. W. (2012) · The Journal of Neuroscience · doi:10.1523/jneurosci.3231-12.2012 · Cited by 212 · see citing works
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Lee, A. T., Gee, S. M., Vogt, D., Patel, T., Rubenstein, J. L., & Sohal, V. S. (2014) · Neuron · doi:10.1016/j.neuron.2013.10.031 · Cited by 201 · see citing works
Banishing the Control Homunculi in Studies of Action Control and Behavior Change
Verbruggen, F., McLaren, I. P. L., & Chambers, C. D. (2014) · Perspectives on Psychological Science · doi:10.1177/1745691614526414 · Cited by 214 · see citing works
Fénelon, K., Mukai, J., Xu, B., Hsu, P.-K., Drew, L. J., Karayiorgou, M., Fischbach, G. D., MacDermott, A. B., & Gogos, J. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1101219108 · Cited by 202 · see citing works
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Garcia, L. P., Witteveen, J. S., Middelman, A., van Hulten, J. A., Martens, G. J. M., Homberg, J. R., & Kolk, S. M. (2019) · Molecular Neurobiology · doi:10.1007/s12035-018-1105-x · Cited by 28 · see citing works
Noy, N., Bickel, S., Zion‐Golumbic, E., Harel, M., Golan, T., Davidesco, I., Schevon, C. A., McKhann, G. M., Goodman, R. R., Schroeder, C. E., et al. (2015) · Human Brain Mapping · doi:10.1002/hbm.22892 · Cited by 17 · see citing works
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- Authors
- Curtis, C. E., & Lee, D.
- Affiliations
- New York University (US)
- Yale University (US)
- Venue
- Trends in Cognitive Sciences
- Publisher
- Elsevier BV
- Published
- 2010-05
- Volume
- 14
- Issue
- 5
- Pages
- 216-222
- ISSN
- 1364-6613 (ISSN-L)
- PMC
- PMC2883296
- OpenAlex
- W2112480903
- Cited by
- 191
- References
- 70
- Citations by year
- 2026: 4 · 2025: 13 · 2024: 11 · 2023: 5 · 2022: 9 · 2021: 15 · 2020: 10 · 2019: 6 · 2018: 17 · 2017: 11 · 2016: 10 · 2015: 13 · 2014: 14 · 2013: 17 · 2012: 19
- FWCI
- 1.17
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Trends in Cognitive Sciences (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (R01-MH05916, R01MH059216)
- National Institute on Drug Abuse (RL1DA024855)
- National Eye Institute (R01EY016407)
- National Institute of Neurological Disorders and Stroke (P01NS048328, P05-NS048328)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Keywords
- persistent activity, working memory, decision-making, perceptual decision making, reward-based decision-making, prefrontal cortex
- MeSH terms
- Brain, Decision Making, Humans, Learning, Memory, Short-Term, Psychomotor Performance
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