Reward modulation of prefrontal and visual association cortex during an incentive working memory task
Abstract
Cognitive performance differs with motivation, but little direct evidence exists regarding the neural mechanisms of the influence of reward motivation on working memory (WM). We tested the effects of motivation on the top-down control in visual WM. Encoding relevant stimuli for maintenance, while suppressing inappropriate inputs is considered a core process in cognition. Prior functional magnetic resonance imaging (fMRI) results demonstrated that stimulus-specific visual association cortex serves as a marker of activation differences for task-relevant and task-irrelevant inputs, such that enhanced activity occurs when attention is directed to relevant stimuli and suppressed activity occurs when attention is directed away from irrelevant stimuli [Gazzaley, A., Cooney, J., McEvoy, K., Knight, R.T., and D'Esposito, M. J. Cogn. Neurosci. 17, 507-517]. We used fMRI to test whether differential WM performance, indexed by lowered response times on a delayed-recognition task, was associated with amplification of enhancement and suppression effects during stimulus encoding within visual association cortex. Our results indicate that enhancement and suppression are amplified for trials with the highest reward level relative to non-rewarded trials for a scene-selective cortical region. In a face-selective region, similar modulation of enhancement for the highest reward level relative to non-rewarded trials was found. Prefrontal cortex also showed enhanced activity during high reward trials. Overall these results reveal that reward motivation can play a pivotal role in driving performance through top-down signaling in frontal regions involved in WM, as well as visual association regions selective to processing the perceptual inputs of the items to be remembered.
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Incentives enhance activation in task-relevant neural regions.
“The effect of incentives on cognitive control have shown that incentives enhance activation in task-relevant neural regions (Krawczyk and D’Esposito, 2011, Krawczyk et al., 2007, Locke and Braver, 2008, Yamamoto et al., 2013).”
From Effects of incentives, age, and behavior on brain activation during inhibitory control: a longitudinal fMRI study (2015) · cites this paper as Krawczyk et al., 2007
Cites
The somatic marker hypothesis and the possible functions of the prefrontal cortex
Damasio, A. R. (1996) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.1996.0125 · Cited by 2,847 · cited 1× · see citing works
“Our results suggest that theories of cognitive control should be extended to integrate the effects of both reward motivation and cognition rather than focusing purely on reward processes (Damasio, 1996) or purely on WM without motivational modulations (Wood and Grafman, 2003).”
BackgroundGetting formal with dopamine and reward
Schultz, W. (2002) · Neuron · doi:10.1016/s0896-6273(02)00967-4 · Cited by 2,574 · see citing works
Anticipation of Increasing Monetary Reward Selectively Recruits Nucleus Accumbens
Knutson, B., Adams, C. M., Fong, G. W., & Hommer, D. (2001) · The Journal of Neuroscience · doi:10.1523/jneurosci.21-16-j0002.2001 · Cited by 2,244 · see citing works
Abstract reward and punishment representations in the human orbitofrontal cortex
O'Doherty, J., Kringelbach, M. L., Rolls, E. T., Hornak, J., & Andrews, C. (2001) · Nature Neuroscience · doi:10.1038/82959 · Cited by 2,003 · see citing works
Functional imaging of neural responses to expectancy and experience of monetary gains and losses
Breiter, H. C., Aharon, I., Kahneman, D., Dale, A., & Shizgal, P. (2001) · Neuron · doi:10.1016/s0896-6273(01)00303-8 · Cited by 1,404 · see citing works
D1 Dopamine Receptors in Prefrontal Cortex: Involvement in Working Memory
Sawaguchi, T., & Goldman-Rakic, P. S. (1991) · Science · doi:10.1126/science.1825731 · Cited by 1,364 · see citing works
The functions of the orbitofrontal cortex
Rolls, E. T. (2004) · Brain and Cognition · doi:10.1016/s0278-2626(03)00277-x · Cited by 1,327 · see citing works
Reward-motivated learning: mesolimbic activation precedes memory formation
Adcock, R. A., Thangavel, A., Whitfield-Gabrieli, S., Knutson, B., & Gabrieli, J. D. E. (2006) · Neuron · doi:10.1016/j.neuron.2006.03.036 · Cited by 977 · see citing works
Top-down suppression deficit underlies working memory impairment in normal aging
Gazzaley, A., Cooney, J. W., Rissman, J., & D'Esposito, M. (2005) · Nature Neuroscience · doi:10.1038/nn1543 · Cited by 934 · see citing works
Self-citationDissociable Neural Responses in Human Reward Systems
Elliott, R., Friston, K. J., & Dolan, R. J. (2000) · The Journal of Neuroscience · doi:10.1523/jneurosci.20-16-06159.2000 · Cited by 740 · see citing works
Activity of neurons in anterior inferior temporal cortex during a short- term memory task
Miller, E. K., Li, L., & Desimone, R. (1993) · Journal of Neuroscience · doi:10.1523/jneurosci.13-04-01460.1993 · Cited by 732 · see citing works
Human prefrontal cortex: processing and representational perspectives
Wood, J. N., & Grafman, J. (2003) · Nature Reviews Neuroscience · doi:10.1038/nrn1033 · Cited by 721 · see citing works
Wittmann, B. C., Schott, B. H., Guderian, S., Frey, J. U., Heinze, H.-J., & Düzel, E. (2005) · Neuron · doi:10.1016/j.neuron.2005.01.010 · Cited by 698 · see citing works
Sawaguchi, T., & Goldman‐Rakic, P. S. (1994) · Journal of Neurophysiology · doi:10.1152/jn.1994.71.2.515 · Cited by 649 · see citing works
Parallel Neuronal Mechanisms for Short-Term Memory
Miller, E. K., & Desimone, R. (1994) · Science · doi:10.1126/science.8290960 · Cited by 630 · see citing works
Wallis, J. D., & Miller, E. K. (2003) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2003.02922.x · Cited by 628 · see citing works
Top-down signal from prefrontal cortex in executive control of memory retrieval
Tomita, H., Ohbayashi, M., Nakahara, K., Hasegawa, I., & Miyashita, Y. (1999) · Nature · doi:10.1038/44372 · Cited by 615 · see citing works
Izquierdo, A., Suda, R. K., & Murray, E. A. (2004) · The Journal of Neuroscience · doi:10.1523/jneurosci.1921-04.2004 · Cited by 588 · see citing works
Modulation of Caudate Activity by Action Contingency
Tricomi, E. M., Delgado, M. R., & Fiez, J. A. (2004) · Neuron · doi:10.1016/s0896-6273(03)00848-1 · Cited by 575 · see citing works
Pictures of appetizing foods activate gustatory cortices for taste and reward
Simmons, W. K., Martin, A., & Barsalou, L. W. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi038 · Cited by 569 · see citing works
Prefrontal cortex regulates inhibition and excitation in distributed neural networks
Knight, R. T., Richard Staines, W., Swick, D., & Chao, L. L. (1999) · Acta Psychologica · doi:10.1016/s0001-6918(99)00004-9 · Cited by 498 · see citing works
Top-down Enhancement and Suppression of the Magnitude and Speed of Neural Activity
Gazzaley, A. H., Cooney, J. W., McEvoy, K., Knight, R. T., & D’Esposito, M. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929053279522 · Cited by 458 · see citing works
Self-citationLeon, M. I., & Shadlen, M. N. (1999) · Neuron · doi:10.1016/s0896-6273(00)80854-5 · Cited by 449 · see citing works
Human Striatal Responses to Monetary Reward Depend On Saliency
Zink, C. F., Pagnoni, G., Martin-Skurski, M. E., Chappelow, J., & Berns, G. S. (2004) · Neuron · doi:10.1016/s0896-6273(04)00183-7 · Cited by 432 · see citing works
The neural system that bridges reward and cognition in humans: An fMRI study
Pochon, J.-B., Lévy, R., Fossati, P., Lehéricy, S., Poline, J.-B., Pillon, B., Bihan, D. L., & Dubois, B. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.082111099 · Cited by 431 · see citing works
Dorsal striatum responses to reward and punishment: effects of valence and magnitude manipulations
DELGADO, M. R., LOCKE, H. M., STENGER, V. A., & FIEZ, J. A. (2003) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.3.1.27 · Cited by 431 · see citing works
A Trial-Based Experimental Design for fMRI
Zarahn, E., Aguirre, G. K., & D’Esposito, M. (1997) · NeuroImage · doi:10.1006/nimg.1997.0279 · Cited by 416 · see citing works
Self-citationInfluence of Reward Expectation on Behavior-Related Neuronal Activity in Primate Striatum
Hollerman, J. R., Tremblay, L., & Schultz, W. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.2.947 · Cited by 380 · see citing works
Functional interactions between inferotemporal and prefrontal cortex in a cognitive task
Fuster, J. M., Bauer, R. H., & Jervey, J. P. (1985) · Brain Research · doi:10.1016/0006-8993(85)90689-4 · Cited by 377 · see citing works
Prefrontal modulation of visual processing in humans
Barceló, F., Suwazono, S., & Knight, R. T. (2000) · Nature Neuroscience · doi:10.1038/73975 · Cited by 374 · see citing works
Hikosaka, K. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.3.263 · Cited by 345 · see citing works
Searching for “the Top” in Top-Down Control
Miller, B. T., & D’Esposito, M. (2005) · Neuron · doi:10.1016/j.neuron.2005.11.002 · Cited by 284 · see citing works
Self-citationModifications of Reward Expectation-Related Neuronal Activity During Learning in Primate Striatum
Tremblay, L., Hollerman, J. R., & Schultz, W. (1998) · Journal of Neurophysiology · doi:10.1152/jn.1998.80.2.964 · Cited by 267 · see citing works
Influence of Expectation of Different Rewards on Behavior-Related Neuronal Activity in the Striatum
Hassani, O. K., Cromwell, H. C., & Schultz, W. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.85.6.2477 · Cited by 257 · see citing works
Monetary Incentives Enhance Processing in Brain Regions Mediating Top-down Control of Attention
Small, D. M., Gitelman, D., Simmons, K., Bloise, S. M., Parrish, T., & Mesulam, M.-M. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi063 · Cited by 242 · see citing works
Contribution of Human Prefrontal Cortex to Delay Performance
Chao, L. L., & Knight, R. T. (1998) · Journal of Cognitive Neuroscience · doi:10.1162/089892998562636 · Cited by 232 · see citing works
A functional neuroimaging study of motivation and executive function
Taylor, S. F., Welsh, R. C., Wager, T. D., Luan Phan, K., Fitzgerald, K. D., & Gehring, W. J. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2003.10.032 · Cited by 222 · see citing works
Charan Ranganath, A., DeGutis, J., & D’Esposito, M. (2004) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2003.11.017 · Cited by 206 · see citing works
Self-citationInfluence of Reward Expectation on Visuospatial Processing in Macaque Lateral Prefrontal Cortex
Kobayashi, S., Lauwereyns, J., Koizumi, M., Sakagami, M., & Hikosaka, O. (2002) · Journal of Neurophysiology · doi:10.1152/jn.00472.2001 · Cited by 206 · see citing works
Rowe, J. B., & Passingham, R. E. (2001) · NeuroImage · doi:10.1006/nimg.2001.0784 · Cited by 199 · see citing works
Fuster, J. M. (2005) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780195300840.001.0001 · Cited by 181 · see citing works
Postle, B. R., Zarahn, E., & D’Esposito, M. (2000) · Brain Research Protocols · doi:10.1016/s1385-299x(99)00053-7 · Cited by 164 · see citing works
Self-citationCoding and Monitoring of Motivational Context in the Primate Prefrontal Cortex
Watanabe, M., Hikosaka, K., Sakagami, M., & Shirakawa, S. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-06-02391.2002 · Cited by 159 · see citing works
Neural representation of visual objects: encoding and top-down activation
Miyashita, Y. (2000) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(00)00071-4 · Cited by 140 · see citing works
Behavioral reactions reflecting differential reward expectations in monkeys
Watanabe, M., Cromwell, H. C., Tremblay, L., Hollerman, J. R., Hikosaka, K., & Schultz, W. (2001) · Experimental Brain Research · doi:10.1007/s002210100856 · Cited by 116 · see citing works
Integrating rewards and cognition in the frontal cortex
Gilbert, A. M., & Fiez, J. A. (2004) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/cabn.4.4.540 · Cited by 97 · see citing works
Instructed Delay Activity in the Human Prefrontal Cortex is Modulated by Monetary Reward Expectation
Ramnani, N. (2003) · Cerebral Cortex · doi:10.1093/cercor/13.3.318 · Cited by 91 · see citing works
Early axonal contacts during development of an identified dendrite in the brain of the zebrafish
Kimmel, C. B., Hatta, K., & Metcalfe, W. K. (1990) · Neuron · doi:10.1016/0896-6273(90)90111-r · Cited by 76 · see citing works
The Functional and Temporal Characteristics of Top-down Modulation in Visual Selection
Rose, M., Schmid, C., Winzen, A., Sommer, T., & Büchel, C. (2004) · Cerebral Cortex · doi:10.1093/cercor/bhi012 · Cited by 72 · see citing works
Neuronal Representation of Response-Outcome in the Primate Prefrontal Cortex
Tsujimoto, S. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg090 · Cited by 54 · see citing works
Context-dependent Representation of Response-outcome in Monkey Prefrontal Neurons
Tsujimoto, S., & Sawaguchi, T. (2004) · Cerebral Cortex · doi:10.1093/cercor/bhh188 · Cited by 33 · see citing works
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Cubillo, A., Halari, R., Smith, A., Taylor, E., & Rubia, K. (2012) · Cortex · doi:10.1016/j.cortex.2011.04.007 · Cited by 505 · see citing works
Barch, D. M., & Dowd, E. C. (2010) · Schizophrenia Bulletin · doi:10.1093/schbul/sbq068 · Cited by 478 · see citing works
Rubia, K. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.09.023 · Cited by 440 · see citing works
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Pessiglione, M., Petrovic, P., Daunizeau, J., Palminteri, S., Dolan, R. J., & Frith, C. D. (2008) · Neuron · doi:10.1016/j.neuron.2008.07.005 · Cited by 308 · see citing works
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Self-citationHow Does Reward Expectation Influence Cognition in the Human Brain?
Rowe, J. B., Eckstein, D., Braver, T. S., & Owen, A. M. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20140 · Cited by 53 · see citing works
McCauley, S. R., Wilde, E. A., Bigler, E. D., Chu, Z. D., Yallampalli, R., Oni, M. B., Wu, T. C., Ramos, M. A., Pedroza, C., Vásquez, A. C., et al. (2011) · Journal of Neurotrauma · doi:10.1089/neu.2010.1555 · Cited by 49 · see citing works
Nagano‐Saito, A., Cisek, P., Perna, A. S., Shirdel, F. Z., Benkelfat, C., Leyton, M., & Dagher, A. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00592.2011 · Cited by 47 · see citing works
Kamarajan, C., Rangaswamy, M., Manz, N., Chorlian, D. B., Pandey, A. K., Roopesh, B. N., & Porjesz, B. (2011) · Human Brain Mapping · doi:10.1002/hbm.21267 · Cited by 47 · see citing works
Reward associations impact both iconic and visual working memory
Infanti, E., Hickey, C., & Turatto, M. (2014) · Vision Research · doi:10.1016/j.visres.2014.11.008 · Cited by 46 · see citing works
Independence of Valence and Reward in Emotional Word Processing: Electrophysiological Evidence
Kaltwasser, L., Riès, S., Sommer, W., Knight, R. T., & Willems, R. M. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00168 · Cited by 48 · see citing works
Krebs, R. M., & Woldorff, M. G. (2017) · Wiley eBooks · doi:10.1002/9781118920497.ch24 · Cited by 47 · see citing works
Tosoni, A., Shulman, G. L., Pope, A. L. W., McAvoy, M. P., & Corbetta, M. (2012) · Cortex · doi:10.1016/j.cortex.2012.03.022 · Cited by 42 · see citing works
Paschke, L. M., Walter, H., Steimke, R., Ludwig, V. U., Gaschler, R., Schubert, T., & Stelzel, C. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.02.047 · Cited by 40 · see citing works
Reward Acts on the pFC to Enhance Distractor Resistance of Working Memory Representations
Fallon, S. J., & Cools, R. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00676 · Cited by 38 · see citing works
High reward enhances perceptual learning
Zhang, P., Hou, F., Yan, F.-F., Xi, J., Lin, B.-R., Zhao, J., Yang, J., Ge, C., Zhang, M.-Y., He, Q., et al. (2018) · Journal of Vision · doi:10.1167/18.8.11 · Cited by 39 · see citing works
Somatosensory working memory in human reinforcement-based motor learning
Sidarta, A., van Vugt, F. T., & Ostry, D. J. (2018) · Journal of Neurophysiology · doi:10.1152/jn.00442.2018 · Cited by 39 · see citing works
Learned Value Shapes Responses to Objects in Frontal and Ventral Stream Networks in Macaque Monkeys
Kaskan, P. M., Costa, V. D., Eaton, H. P., Zemskova, J. A., Mitz, A. R., Leopold, D. A., Ungerleider, L. G., & Murray, E. A. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw113 · Cited by 37 · see citing works
Chung, Y. S., & Barch, D. M. (2016) · Journal of Abnormal Psychology · doi:10.1037/abn0000137 · Cited by 39 · see citing works
Reward Learning, Neurocognition, Social Cognition, and Symptomatology in Psychosis
Lewandowski, K. E., Whitton, A. E., Pizzagalli, D. A., Norris, L. A., Öngür, D., & Hall, M. (2016) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2016.00100 · Cited by 36 · see citing works
Divided Attention Selectively Impairs Value-Directed Encoding
Elliott, B. L., & Brewer, G. A. (2019) · Collabra Psychology · doi:10.1525/collabra.156 · Cited by 37 · see citing works
Lahey, B. B., McNealy, K., Knodt, A. R., Zald, D. H., Sporns, O., Manuck, S. B., Flory, J. D., Applegate, B. E., Rathouz, P. J., & Hariri, A. R. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.02.002 · Cited by 35 · see citing works
Causes and consequences of limitations in visual working memory
Fallon, S. J., Zokaei, N., & Masud Husain, B. (2016) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.12992 · Cited by 36 · see citing works
Reward expectation influences audiovisual spatial integration
Bruns, P., Maiworm, M., & Röder, B. (2014) · Attention Perception & Psychophysics · doi:10.3758/s13414-014-0699-y · Cited by 35 · see citing works
Reward-dependent modulation of working memory is associated with negative symptoms in schizophrenia
Hager, O. M., Kirschner, M., Bischof, M., Hartmann-Riemer, M. N., Kluge, A., Seifritz, E., Tobler, P. N., & Kaiser, S. (2015) · Schizophrenia Research · doi:10.1016/j.schres.2015.08.024 · Cited by 35 · see citing works
Differential modulation of cognitive control networks by monetary reward and punishment
Cubillo, A., Makwana, A., & Hare, T. A. (2019) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsz006 · Cited by 34 · see citing works
Considerations of a Dual‐Systems Model of Cognitive Development and Risky Driving
Lambert, A. E., Simons‐Morton, B. G., Cain, S. A., Weisz, S., & Cox, D. J. (2014) · Journal of Research on Adolescence · doi:10.1111/jora.12126 · Cited by 35 · see citing works
Anticevic, A., Schleifer, C., & Cho, Y. (2015) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2015.17.4/aanticevic · Cited by 34 · see citing works
Shigemune, Y., Tsukiura, T., Nouchi, R., Kambara, T., & Kawashima, R. (2017) · Human Brain Mapping · doi:10.1002/hbm.23599 · Cited by 30 · see citing works
Velisavljevic, L., & Elder, J. H. (2008) · Journal of Vision · doi:10.1167/8.16.8 · Cited by 27 · see citing works
Prioritization within visual working memory reflects a flexible focus of attention
Sandry, J. D., & Ricker, T. J. (2020) · Attention Perception & Psychophysics · doi:10.3758/s13414-020-02049-4 · Cited by 28 · see citing works
Comparing Effects of Reward Anticipation on Working Memory in Younger and Older Adults
Thurm, F., Zink, N., & Li, S. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.02318 · Cited by 26 · see citing works
Reward influences the allocation but not the availability of resources in visual working memory.
Brissenden, J. A., Adkins, T. J., Hsu, Y. T., & Lee, T. G. (2023) · Journal of Experimental Psychology General · doi:10.1037/xge0001370 · Cited by 25 · see citing works
Belayachi, S., Majerus, S., Gendolla, G. H. E., Salmon, É., Peters, F., & der Linden, M. V. (2015) · Behavioural Brain Research · doi:10.1016/j.bbr.2015.07.042 · Cited by 25 · see citing works
Reward Associations Magnify Memory-based Biases on Perception
Doallo, S., Patai, E. Z., & Nobre, A. C. (2012) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00314 · Cited by 25 · see citing works
First-Pass Processing of Value Cues in the Ventral Visual Pathway
Sasikumar, D., Emeric, E. E., Stuphorn, V., & Connor, C. E. (2018) · Current Biology · doi:10.1016/j.cub.2018.01.051 · Cited by 24 · see citing works
Separate and combined effects of action relevance and motivational value on visual working memory
Heuer, A., & Schubö, A. (2018) · Journal of Vision · doi:10.1167/18.5.14 · Cited by 23 · see citing works
Neural correlates of reward-directed action and inhibition of action
Le, T. M., Zhang, S., Zhornitsky, S., Wang, W., & Li, C.-S. R. (2019) · Cortex · doi:10.1016/j.cortex.2019.10.007 · Cited by 22 · see citing works
Sanada, M., Ikeda, K., Kimura, K., & Hasegawa, T. (2013) · Psychophysiology · doi:10.1111/psyp.12077 · Cited by 22 · see citing works
Value associations bias ensemble perception
Dodgson, D. B., & Raymond, J. E. (2019) · Attention Perception & Psychophysics · doi:10.3758/s13414-019-01744-1 · Cited by 22 · see citing works
Acquisition and baseline performance of working memory tasks by adolescent rhesus monkeys
Verrico, C. D., Liu, S., Asafu-Adjei, J. K., Sampson, A. R., Bradberry, C. W., & Lewis, D. A. (2011) · Brain Research · doi:10.1016/j.brainres.2010.12.081 · Cited by 22 · see citing works
Working memory performance is tied to stimulus complexity
Pusch, R., Packheiser, J., Azizi, A. H., Sevincik, C. S., Rose, J., Cheng, S., Stüttgen, M. C., & Güntürkün, O. (2023) · Communications Biology · doi:10.1038/s42003-023-05486-7 · Cited by 21 · see citing works
Counteracting effect of threat on reward enhancements during working memory
Choi, J. M., Padmala, S., & Pessoa, L. (2015) · Cognition & Emotion · doi:10.1080/02699931.2014.993596 · Cited by 20 · see citing works
Anticipatory activity in rat medial prefrontal cortex during a working memory task
Bai, W., Liu, T., Hu, Y., Li, S., & Tian, X. (2012) · Neuroscience Bulletin · doi:10.1007/s12264-012-1291-x · Cited by 20 · see citing works
Rewards interact with explicit knowledge to enhance skilled motor performance
Anderson, S. P., Adkins, T. J., Gary, B. S., & Lee, T. G. (2020) · Journal of Neurophysiology · doi:10.1152/jn.00575.2019 · Cited by 20 · see citing works
Cho, Y., Moujaes, F., Schleifer, C. H., Starc, M., Ji, J. L., Santamauro, N. P., Adkinson, B. D., Kolobaric, A., Flynn, M., Krystal, J. H., et al. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119139 · Cited by 19 · see citing works
Tallon‐Baudry, C., Meyniel, F., & Bourgeois‐Gironde, S. (2011) · PLoS ONE · doi:10.1371/journal.pone.0028229 · Cited by 19 · see citing works
Reward modulates cortical representations of action
Adkins, T. J., & Lee, T. G. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117708 · Cited by 17 · see citing works
Cerebral reorganization in Parkinson's disease.
Helmich, R. C. G. (2011) · Radboud Repository (Radboud University) · Cited by 17 · see citing works
Kawasaki, M., & Yamaguchi, Y. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00318 · Cited by 16 · see citing works
Bègue, I., Brakowski, J., Seifritz, E., Dagher, A., Tobler, P. N., Kirschner, M., & Kaiser, S. (2022) · Schizophrenia Research · doi:10.1016/j.schres.2022.06.010 · Cited by 16 · see citing works
Krawczyk, D. C., de la Plata, C. M., Schauer, G. F., Vas, A., Keebler, M. W., Tuthill, S., Gardner, C., Jantz, T., Yu, W., & Chapman, S. B. (2013) · Trials · doi:10.1186/1745-6215-14-29 · Cited by 16 · see citing works
Self-citation
- Authors
- Krawczyk, D. C., Gazzaley, A., & D'Esposito, M.
- Affiliations
- University of California, Berkeley (US)
- Corresponding author
- Krawczyk, Daniel C.
- Venue
- Brain Research
- Publisher
- Elsevier BV
- Published
- 2007-04
- Volume
- 1141
- Pages
- 168-177
- ISSN
- 0006-8993 (ISSN-L)
- OpenAlex
- W2030621406
- Cited by
- 156
- References
- 51
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 4 · 2023: 5 · 2022: 6 · 2021: 3 · 2020: 8 · 2019: 8 · 2018: 13 · 2017: 8 · 2016: 6 · 2015: 12 · 2014: 11 · 2013: 7 · 2012: 14
- FWCI
- 5.34
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Brain Research (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- reward motivation, working memory, visual working memory, prefrontal cortex, visual association cortex, top-down control, stimulus enhancement, face-selective cortex, scene-selective cortex, delayed recognition, attentional control
- MeSH terms
- Adult, Analysis of Variance, Brain Mapping, Female, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Male, Memory, Short-Term, Motivation, Neuropsychological Tests, Oxygen, Photic Stimulation, Reward, Visual Cortex, Prefrontal Cortex
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