Microstimulation of visual cortex affects the speed of perceptual decisions
Abstract
Direction-selective neurons in the middle temporal visual area (MT) are crucially involved in motion perception, although it is not known exactly how the activity of these neurons is interpreted by the rest of the brain. Here we report that in a two-alternative task, the activity of MT neurons is interpreted as evidence for one direction and against the other. We measured the speed and accuracy of decisions as rhesus monkeys performed a direction-discrimination task. On half of the trials, we stimulated direction-selective neurons in area MT, thereby causing the monkeys to choose the neurons' preferred direction more often. Microstimulation quickened decisions in favor of the preferred direction and slowed decisions in favor of the opposite direction. Even on trials in which microstimulation did not induce a preferred direction choice, it still affected response times. Our findings suggest that during the formation of a decision, sensory evidence for competing propositions is compared and accumulates to a decision-making threshold.
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In the two-choice task, LIP neurons seem to reflect the difference in firing rates between neurons tuned to two opposing directions of motion.
“In the two-choice task, LIP neurons seem to reflect the difference in firing rates between neurons tuned to two opposing directions of motion21.”
From Decision-making with multiple alternatives (2008) · cites this paper as [21]
Stimulation in MT seems to affect the decision process by mimicking a change in motion strength.
“Stimulation in MT seems to affect the decision process by mimicking a change in motion strength.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
Even for sites restricted to have comparable changes in reaction time, MT stimulation had much stronger effects on choice than LIP stimulation (11.06 ± 0.72% coh vs. 1.62 ± 0.25% coh, P < 0.001, t test).
“Even for sites restricted to have comparable changes in RT, MT stimulation had much stronger effects on choice than LIP stimulation (11.06 ± 0.72% coh vs. 1.62 ± 0.25% coh, P < 0.001, t test; Fig. 4, shaded region).”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
At face value, microstimulation of neurons in LIP appears to affect decisions about motion in a manner qualitatively similar to stimulation of direction-selective neurons in area MT during the same task.
“At face value, microstimulation of neurons in LIP appears to affect decisions about motion in a manner that is qualitatively similar to stimulation of direction-selective neurons in area MT during the same task16.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
According to the diffusion-to-bound model, MT stimulation was accounted for best as a change in the momentary evidence equivalent to 9.3% coherence (CI: 7.8 to 10.8% coh).
“According to the model, MT stimulation was accounted for best as a change in the momentary evidence equivalent to 9.3% coh (CI: 7.8 to 10.8% coh).”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
The comparable effects on reaction time and choice for MT stimulation are due to changes in the momentary evidence, as if microstimulation added to the spike rate of neurons that represent motion in their preferred direction.
“This suggests that the comparable effects on RT and choice for MT stimulation are due to the changes in the momentary evidence, as if microstimulation added to the spike rate of neurons that represent motion in their preferred direction16.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
According to the diffusion-to-bound framework, motion-selective neurons in MT provide the momentary evidence that is accumulated into the decision variable represented by neurons in LIP.
“According to this framework, motion-selective neurons in MT provide the momentary evidence that is accumulated into the decision variable represented by neurons in LIP.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
For monkey B, microstimulation of area MT produced a change in momentary evidence equivalent to about 10% coherent motion in the preferred direction of the stimulated neurons.
“For this monkey, microstimulation of area MT produced a change in momentary evidence equivalent to ~10% coherent motion in the preferred direction of the stimulated neurons (see Methods)16.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
MT neurons have been shown to play a causal role in the perceptual judgment of visual motion in their receptive fields.
“This puts LIP neurons on similar footing to MT neurons, which have been shown to play a causal role in the perceptual judgment of visual motion in their receptive fields7,16,23.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
The MT stimulation study to which we compare our data used the same stimulation protocol, except the amplitude of the current pulses was 5 μA.
“The MT stimulation study to which we compare our data used the same stimulation protocol, except the amplitude of the current pulses was 5 µA16.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
The MT data are from a previously published study and incorporate two additional sites acquired after publication.
“The MT data (Fig. 4 and Fig 5) are from a previously published study16 and incorporate two additional sites acquired after publication.”
From Microstimulation of macaque area LIP affects decision-making in a motion discrimination task (2006) · cites this paper as [16]
Cites
Brainard, D. H. (1997) · Spatial Vision · doi:10.1163/156856897x00357 · Cited by 19,308 · see citing works
Press, W. H., Teukolsky, S. A., Vetterling, W. T., & Flannery, B. P. (1994) · Cited by 15,411 · see citing works
The VideoToolbox software for visual psychophysics: transforming numbers into movies
Pelli, D. G. (1997) · Spatial Vision · doi:10.1163/156856897x00366 · Cited by 11,110 · see citing works
(1966) · Medical Entomology and Zoology · Cited by 10,293 · see citing works
Signal detection theory and psychophysics
Ingleby, D. (1967) · Journal of Sound and Vibration · doi:10.1016/0022-460x(67)90197-6 · Cited by 8,616 · see citing works
Spatiotemporal energy models for the perception of motion
Adelson, E. H., & Bergen, J. R. (1985) · Journal of the Optical Society of America A · doi:10.1364/josaa.2.000284 · Cited by 3,442 · see citing works
Statistical Methods for Reliability Data
Nelson, W. B. (1998) · Technometrics · doi:10.1080/00401706.1998.10485526 · Cited by 2,516 · see citing works
The time course of perceptual choice: The leaky, competing accumulator model.
Usher, M., & McClelland, J. L. (2001) · Psychological Review · doi:10.1037/0033-295x.108.3.550 · Cited by 2,152 · see citing works
Neural Basis of a Perceptual Decision in the Parietal Cortex (Area LIP) of the Rhesus Monkey
Shadlen, M. N., & Newsome, W. T. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.4.1916 · Cited by 1,755 · see citing works
Self-citationNewsome, W., & Pare, E. (1988) · The Journal of Neuroscience · doi:10.1523/jneurosci.08-06-02201.1988 · Cited by 1,615 · 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 · cited 1× · see citing works
“Indeed, when monkeys are allowed to control the viewing duration, they take longer to reach a decision when the motion information is weak than when it is strong and the decision is eas”
BackgroundSelf-citationModeling Response Times for Two-Choice Decisions
Ratcliff, R., & Rouder, J. N. (1998) · Psychological Science · doi:10.1111/1467-9280.00067 · Cited by 1,478 · see citing works
Statistical Methods for Reliability Data
Nelson, W. B., Meeker, W. Q., & Escobar, L. A. (1998) · Technometrics · doi:10.2307/1271181 · Cited by 1,220 · see citing works
Neuronal correlates of a perceptual decision
Newsome, W. T., Britten, K. H., & Movshon, J. A. (1989) · Nature · doi:10.1038/341052a0 · Cited by 1,177 · see citing works
Neural Control of Voluntary Movement Initiation
Hanes, D. P., & Schall, J. D. (1996) · Science · doi:10.1126/science.274.5286.427 · Cited by 1,145 · see citing works
An Integrated Software Suite for Surface-based Analyses of Cerebral Cortex
Essen, D. C. V., Drury, H. A., Dickson, J., Harwell, J., Hanlon, D., & Anderson, C. H. (2001) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2001.0080443 · Cited by 1,100 · see citing works
A relationship between behavioral choice and the visual responses of neurons in macaque MT
Britten, K. H., Newsome, W. T., Shadlen, M. N., Celebrini, S., & Movshon, J. A. (1996) · Visual Neuroscience · doi:10.1017/s095252380000715x · Cited by 1,049 · see citing works
Self-citationNeural correlates of a decision in the dorsolateral prefrontal cortex of the macaque
Kim, J.-N., & Shadlen, M. N. (1999) · Nature Neuroscience · doi:10.1038/5739 · Cited by 950 · see citing works
Self-citationNeural computations that underlie decisions about sensory stimuli
Gold, J. I., & Shadlen, M. N. (2001) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01567-9 · Cited by 881 · see citing works
Self-citationNeural computation of log likelihood in control of saccadic eye movements
Carpenter, R. H. S., & Williams, M. L. L. (1995) · Nature · doi:10.1038/377059a0 · Cited by 823 · see citing works
Microstimulation in visual area MT: effects on direction discrimination performance
Salzman, C., Murasugi, C., Britten, K., & Newsome, W. (1992) · The Journal of Neuroscience · doi:10.1523/jneurosci.12-06-02331.1992 · Cited by 657 · see citing works
Representation of a perceptual decision in developing oculomotor commands
Gold, J. I., & Shadlen, M. N. (2000) · Nature · doi:10.1038/35006062 · Cited by 616 · see citing works
Self-citationResponses of neurons in macaque MT to stochastic motion signals
Britten, K. H., Shadlen, M. N., Newsome, W. T., & Movshon, J. A. (1993) · Visual Neuroscience · doi:10.1017/s0952523800010269 · Cited by 594 · see citing works
Self-citationFlutter Discrimination: neural codes, perception, memory and decision making
Romo, R., & Salinas, E. (2003) · Nature reviews. Neuroscience · doi:10.1038/nrn1058 · Cited by 580 · see citing works
The response of area MT and V1 neurons to transparent motion
Snowden, R., Treue, S., Erickson, R. G., & Andersen, R. A. (1991) · Journal of Neuroscience · doi:10.1523/jneurosci.11-09-02768.1991 · Cited by 457 · see citing works
The influence of urgency on decision time
Reddi, B. A. J., & Carpenter, R. H. S. (2000) · Nature Neuroscience · doi:10.1038/77739 · Cited by 411 · see citing works
Evidence for an Accumulator Model of Psychophysical Discrimination
VICKERS, D. (1970) · Ergonomics · doi:10.1080/00140137008931117 · Cited by 369 · see citing works
The Wave Theory of Difference and Similarity
Link, S. W. (2020) · Routledge eBooks · doi:10.1201/9780429054709 · Cited by 355 · see citing works
Transparent motion perception as detection of unbalanced motion signals. II. Physiology
Qian, N., & Andersen, R. (1994) · Journal of Neuroscience · doi:10.1523/jneurosci.14-12-07367.1994 · Cited by 302 · see citing works
Dynamics of neuronal responses in macaque MT and VIP during motion detection
Cook, E. P., & Maunsell, J. H. R. (2002) · Nature Neuroscience · doi:10.1038/nn924 · Cited by 289 · see citing works
Motion Opponency in Visual Cortex
Heeger, D. J., Boynton, G. M., Demb, J. B., Seidemann, E., & Newsome, W. T. (1999) · Journal of Neuroscience · doi:10.1523/jneurosci.19-16-07162.1999 · Cited by 283 · see citing works
Gold, J. I., & Shadlen, M. N. (2003) · Journal of Neuroscience · doi:10.1523/jneurosci.23-02-00632.2003 · Cited by 278 · see citing works
Self-citationTransparent motion perception as detection of unbalanced motion signals. I. Psychophysics
Ning Qian, A., Andersen, R. A., & Adelson, E. H. (1994) · Journal of Neuroscience · doi:10.1523/jneurosci.14-12-07357.1994 · Cited by 270 · see citing works
Windows on the brain: the emerging role of atlases and databases in neuroscience
Essen, D. C. V. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00361-6 · Cited by 262 · see citing works
Touch and Go: Decision-Making Mechanisms in Somatosensation
Romo, R., & Salinas, E. (2001) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.24.1.107 · Cited by 259 · see citing works
The independence of channels in human vision selective for direction of movement.
Levinson, E., & Sekuler, R. (1975) · The Journal of Physiology · doi:10.1113/jphysiol.1975.sp011058 · Cited by 224 · see citing works
Good, I. J. (1979) · Biometrika · doi:10.1093/biomet/66.2.393 · Cited by 184 · see citing works
Horwitz, G. D., & Newsome, W. T. (2001) · Journal of Neurophysiology · doi:10.1152/jn.2001.86.5.2543 · Cited by 168 · see citing works
Rudolph, K. K. (1999) · Cerebral Cortex · doi:10.1093/cercor/9.1.90 · Cited by 163 · see citing works
Neural correlates of decisions
Platt, M. L. (2002) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(02)00302-1 · Cited by 151 · see citing works
Microstimulation of extrastriate area MST influences performance on a direction discrimination task
Celebrini, S., & Newsome, W. T. (1995) · Journal of Neurophysiology · doi:10.1152/jn.1995.73.2.437 · Cited by 150 · see citing works
Wezel, R. J. A. V., & Britten, K. H. (2002) · Journal of Neurophysiology · doi:10.1152/jn.00276.2002 · Cited by 127 · see citing works
Pantle, A. J. (1974) · Vision Research · doi:10.1016/0042-6989(74)90221-1 · Cited by 112 · see citing works
Making choices: the neurophysiology of visual-saccadic decision making
Glimcher, P. W. (2001) · Trends in Neurosciences · doi:10.1016/s0166-2236(00)01932-9 · Cited by 99 · see citing works
Neural correlates of visual and motor decision processes
Schall, J. D., & Bichot, N. P. (1998) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(98)80142-6 · Cited by 96 · see citing works
Churchland, M. M., & Lisberger, S. G. (2001) · Journal of Neuroscience · doi:10.1523/jneurosci.21-23-09387.2001 · Cited by 92 · see citing works
Cortical processing of visual motion.
Albright, T. D. (1993) · PubMed · Cited by 91 · see citing works
Subjective probability in choice-reaction experiments ☆
Laming, D. (1969) · Journal of Mathematical Psychology · doi:10.1016/0022-2496(69)90030-3 · Cited by 69 · see citing works
The Decision to Make a Movement: Neurophysiological Insights
Aminoff, M. J., & Goodin, D. S. (1997) · Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · doi:10.1017/s0317167100021788 · Cited by 9 · see citing works
Human Brain Program Research Progress in Biomedical Imaging/ Neuroscience, 2001
Wong, S. T. C., & Koslow, S. H. (2001) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2001.0080510 · Cited by 5 · see citing works
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Millisecond-timescale, genetically targeted optical control of neural activity
Boyden, E. S., Zhang, F., Bamberg, E., Nagel, G., & Deisseroth, K. A. (2005) · Nature Neuroscience · doi:10.1038/nn1525 · Cited by 4,831 · 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
Self-citationBogacz, R., Brown, E., Moehlis, J., Holmes, P. J., & Cohen, J. D. (2006) · Psychological Review · doi:10.1037/0033-295x.113.4.700 · Cited by 1,845 · see citing works
Visual fixations and the computation and comparison of value in simple choice
Krajbich, I., Armel, C., & Rangel, A. (2010) · Nature Neuroscience · doi:10.1038/nn.2635 · Cited by 1,408 · see citing works
Cisek, P., & Kalaska, J. F. (2005) · Neuron · doi:10.1016/j.neuron.2005.01.027 · Cited by 1,020 · see citing works
Measuring and interpreting neuronal correlations
Cohen, M. R., & Kohn, A. (2011) · Nature Neuroscience · doi:10.1038/nn.2842 · Cited by 1,016 · 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
A general mechanism for perceptual decision-making in the human brain
Heekeren, H. R., Marrett, S., Bandettini, P. A., & Ungerleider, L. G. (2004) · Nature · doi:10.1038/nature02966 · Cited by 741 · see citing works
Krajbich, I. M., & Rangel, A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1101328108 · Cited by 732 · see citing works
Decision-making with multiple alternatives
Churchland, A. K., Kiani, R., & Shadlen, M. N. (2008) · Nature Neuroscience · doi:10.1038/nn.2123 · Cited by 671 · see citing works
Self-citationProbabilistic population codes for Bayesian decision making
Beck, J. M., Ma, W. J., Kiani, R., Hanks, T., Churchland, A. K., Roitman, J., Shadlen, M. N., Latham, P. E., & Pouget, A. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.021 · Cited by 645 · see citing works
Self-citationA role for neural integrators in perceptual decision making
Mazurek, M. E., Roitman, J. D., Ditterich, J., & Shadlen, M. N. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg097 · Cited by 620 · see citing works
Self-citationProbabilistic reasoning by neurons
Yang, T., & Shadlen, M. N. (2007) · Nature · doi:10.1038/nature05852 · Cited by 581 · see citing works
Self-citationHuk, A. C., & Shadlen, M. N. (2005) · The Journal of Neuroscience · doi:10.1523/jneurosci.4684-04.2005 · Cited by 538 · see citing works
Self-citationChoice Certainty Is Informed by Both Evidence and Decision Time
Kiani, R., Corthell, L., & Shadlen, M. N. (2014) · Neuron · doi:10.1016/j.neuron.2014.12.015 · Cited by 470 · see citing works
Self-citationOptimal decision-making theories: linking neurobiology with behaviour
Bogacz, R. (2007) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.12.006 · Cited by 367 · see citing works
Heekeren, H. R., Marrett, S., Ruff, D. A., Bandettini, P. A., & Ungerleider, L. G. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0603949103 · Cited by 385 · see citing works
Perceptual Decision Making in Rodents, Monkeys, and Humans
Hanks, T. D., & Summerfield, C. (2017) · Neuron · doi:10.1016/j.neuron.2016.12.003 · Cited by 388 · see citing works
Microstimulation of macaque area LIP affects decision-making in a motion discrimination task
Hanks, T. D., Ditterich, J., & Shadlen, M. N. (2006) · Nature Neuroscience · doi:10.1038/nn1683 · Cited by 360 · see citing works
Self-citationImproved Probabilistic Inference as a General Learning Mechanism with Action Video Games
Green, C. S., Pouget, A., & Bavelier, D. (2010) · Current Biology · doi:10.1016/j.cub.2010.07.040 · Cited by 356 · see citing works
Neurally constrained modeling of perceptual decision making.
Purcell, B. A., Heitz, R. P., Cohen, J. Y., Schall, J. D., Logan, G. D., & Palmeri, T. J. (2010) · Psychological Review · doi:10.1037/a0020311 · Cited by 335 · see citing works
Maintaining Accuracy at the Expense of Speed
Abraham, N. M., Spors, H., Carleton, A., Margrie, T. W., Kuner, T., & Schaefer, A. T. (2004) · Neuron · doi:10.1016/j.neuron.2004.11.017 · Cited by 338 · see citing works
Perceptual Fusion and Stimulus Coincidence in the Cross-Modal Integration of Speech
Miller, L. M., & D’Esposito, M. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.0896-05.2005 · Cited by 318 · see citing works
Milosavljevic, M., Malmaud, J., Huth, A. G., Christof Koch, A., & Rangel, A. (2010) · Judgment and Decision Making · doi:10.1017/s1930297500001285 · Cited by 320 · see citing works
Towal, R. B., Mormann, M. M., & Christof Koch, A. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1304429110 · Cited by 254 · see citing works
Stochastic models of decisions about motion direction: Behavior and physiology
Ditterich, J. (2006) · Neural Networks · doi:10.1016/j.neunet.2006.05.042 · Cited by 233 · see citing works
Self-citationEvidence for time‐variant decision making
Ditterich, J. (2006) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2006.05221.x · Cited by 229 · see citing works
Self-citationDomain General Mechanisms of Perceptual Decision Making in Human Cortex
Ho, T. C., Brown, S. D., & Serences, J. T. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.5984-08.2009 · Cited by 214 · see citing works
Cohen, M. R., & Newsome, W. T. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.5179-08.2009 · Cited by 214 · see citing works
The Basal Ganglia’s Contributions to Perceptual Decision Making
Ding, L., & Gold, J. I. (2013) · Neuron · doi:10.1016/j.neuron.2013.07.042 · Cited by 201 · see citing works
A mechanism for value-guided choice based on the excitation-inhibition balance in prefrontal cortex
Jocham, G., Hunt, L. T., Near, J., & Behrens, T. E. J. (2012) · Nature Neuroscience · doi:10.1038/nn.3140 · Cited by 183 · see citing works
Effects of cortical microstimulation on confidence in a perceptual decision
Fetsch, C. R., Kiani, R., Newsome, W. T., & Shadlen, M. N. (2014) · Neuron · doi:10.1016/j.neuron.2014.07.011 · Cited by 185 · see citing works
Self-citationWhat electrical microstimulation has revealed about the neural basis of cognition
Cohen, M. R., & Newsome, W. T. (2004) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2004.03.016 · Cited by 165 · see citing works
Representation of accumulating evidence for a decision in two parietal areas
de Lafuente, V., Jazayeri, M., & Shadlen, M. N. (2015) · The Journal of Neuroscience · doi:10.1523/jneurosci.2451-14.2015 · Cited by 162 · see citing works
“The random-dot motion task is useful for studying this process because (1) its solution requires integration of evidence across space and time and (2) a neural representation of the momentary evidence has been established in areas MT and MST (Salzman et al., 1990; Celebrini and Newsome, 1994; Ditterich et al., 2003).”
BackgroundSelf-citationNeural Mechanisms of Post-error Adjustments of Decision Policy in Parietal Cortex
Purcell, B. A., & Kiani, R. (2016) · Neuron · doi:10.1016/j.neuron.2015.12.027 · Cited by 152 · see citing works
Temporally Extended Dopamine Responses to Perceptually Demanding Reward-Predictive Stimuli
Nomoto, K., Schultz, W., Watanabe, T., & Sakagami, M. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.4828-09.2010 · Cited by 158 · see citing works
Cognitive Dimensions of Predator Responses to Imperfect MimicryPreprint
Chıttka, L., & Osorio, D. (2007) · Nature Precedings · doi:10.1371/journal.pbio.0050339 · Cited by 153 · see citing works
One-dimensional dynamics of attention and decision making in LIP
Ganguli, S., Bisley, J. W., Roitman, J. D., Shadlen, M. N., Goldberg, M. E., & Miller, K. D. (2008) · Neuron · doi:10.1016/j.neuron.2008.01.038 · Cited by 152 · see citing works
Self-citationSpatial attention, precision, and Bayesian inference: a study of saccadic response speed
Vossel, S., Mathys, C., Daunizeau, J., Bauer, M., Driver, J., Friston, K. J., & Stephan, K. E. (2014) · Cerebral Cortex · doi:10.1093/cercor/bhs418 · Cited by 146 · see citing works
Activity of Neurons in Cortical Area MT During a Memory for Motion Task
Bisley, J. W., Zaksas, D., Droll, J. A., & Pasternak, T. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00870.2003 · Cited by 141 · see citing works
Roxin, A., & Ledberg, A. (2008) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000046 · Cited by 135 · see citing works
Zylberberg, A., Fetsch, C. R., & Shadlen, M. N. (2016) · eLife · doi:10.7554/elife.17688 · Cited by 140 · see citing works
Self-citationGrimaldi, P., Lau, H. C., & Basso, M. A. (2015) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2015.04.006 · Cited by 122 · see citing works
Separate, Causal Roles of the Caudate in Saccadic Choice and Execution in a Perceptual Decision Task
Ding, L., & Gold, J. I. (2012) · Neuron · doi:10.1016/j.neuron.2012.07.021 · Cited by 125 · see citing works
Mormann, M., Malmaud, J., Huth, A. G., Christof Koch, A., & Rangel, A. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1901533 · Cited by 130 · see citing works
Steinschneider, M. (2004) · Cerebral Cortex · doi:10.1093/cercor/bhh120 · Cited by 119 · see citing works
How mechanisms of perceptual decision-making affect the psychometric function
Gold, J. I., & Ding, L. (2012) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2012.05.008 · Cited by 112 · see citing works
Starns, J., Ratcliff, R., & McKoon, G. (2011) · Cognitive Psychology · doi:10.1016/j.cogpsych.2011.10.002 · Cited by 106 · see citing works
Comparing Perceptual Signals of Single V5/MT Neurons in Two Binocular Depth Tasks
Krug, K., Cumming, B. G., & Parker, A. J. (2004) · Journal of Neurophysiology · doi:10.1152/jn.00851.2003 · Cited by 112 · see citing works
Behavioral detection of electrical microstimulation in different cortical visual areas
Murphey, D. K., & Maunsell, J. H. R. (2007) · Current Biology · doi:10.1016/j.cub.2007.03.066 · Cited by 111 · see citing works
Neurobiology of Decision Making
Shadlen, M. N., Kiani, R., Hanks, T. D., & Churchland, A. K. (2008) · The MIT Press eBooks · doi:10.7551/mitpress/7735.003.0007 · Cited by 127 · see citing works
Self-citationThe Representation of Behavioral Choice for Motion in Human Visual Cortex
Serences, J. T., & Boynton, G. M. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.4021-07.2007 · Cited by 102 · see citing works
Jun, E. J., Bautista, A. R., Nunez, M. D., Allen, D. C., Tak, J. H., Alvarez, E. T., & Basso, M. A. (2021) · Nature Neuroscience · doi:10.1038/s41593-021-00878-6 · Cited by 93 · see citing works
Population Response Profiles in Early Visual Cortex Are Biased in Favor of More Valuable Stimuli
Serences, J. T., & Saproo, S. (2010) · Journal of Neurophysiology · doi:10.1152/jn.01090.2009 · Cited by 97 · see citing works
The human somatosensory system: From perception to decision making
Pleger, B., & Villringer, A. (2012) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2012.10.002 · Cited by 99 · see citing works
The Speed and Accuracy of a Simple Perceptual Decision: A Mathematical Primer
Shadlen, M. N., Hanks, T. D., Churchland, A. K., Kiani, R., & Yang, T. (2006) · The MIT Press eBooks · doi:10.7551/mitpress/9780262042383.003.0010 · Cited by 94 · see citing works
Self-citationNeural mechanisms of saccade target selection: gated accumulator model of the visual-motor cascade
Schall, J. D., Purcell, B. A., Heitz, R. P., Logan, G. D., & Palmeri, T. J. (2011) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2011.07715.x · Cited by 94 · see citing works
Neural Correlates of Vibrotactile Working Memory in the Human Brain
Preuschhof, C., Heekeren, H. R., Taskin, B., Schubert, T., & Villringer, A. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.2767-06.2006 · Cited by 92 · see citing works
Handbook of Reward and Decision Making
Dreher, J., & Tremblay, L. (2009) · Elsevier eBooks · doi:10.1016/b978-0-12-374620-7.x0001-5 · Cited by 88 · see citing works
On the binding of successive sounds: Perceiving shifts in nonperceived pitches
Demany, L., & Ramos, C. (2005) · The Journal of the Acoustical Society of America · doi:10.1121/1.1850209 · Cited by 86 · see citing works
Neural circuitry of judgment and decision mechanisms
Opriș, I. C., & Bruce, C. J. (2005) · Brain Research Reviews · doi:10.1016/j.brainresrev.2004.11.001 · Cited by 79 · see citing works
A general mechanism for decision-making in the human brain?
Rorie, A. E., & Newsome, W. T. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2004.12.007 · Cited by 77 · see citing works
The role of areas MT and MST in coding of visual motion underlying the execution of smooth pursuit
Ilg, U. J. (2008) · Vision Research · doi:10.1016/j.visres.2008.04.015 · Cited by 75 · see citing works
Fetsch, C. R., Odean, N. N., Jeurissen, D., El-Shamayleh, Y., Horwitz, G. D., & Shadlen, M. N. (2018) · eLife · doi:10.7554/elife.36523 · Cited by 74 · see citing works
Self-citationDissociating Task Performance from fMRI Repetition Attenuation in Ventral Visual Cortex
Yaoda Xu, A., Turk‐Browne, N. B., & Chun, M. M. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.5527-06.2007 · Cited by 72 · see citing works
Time is a rubberband: neuronal activity in monkey motor cortex in relation to time estimation
Renoult, L., Roux, S., & Alexa Riehle, C. (2006) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2006.04824.x · Cited by 68 · see citing works
Inferotemporal Cortex Subserves Three-Dimensional Structure Categorization
Verhoef, B.-E., Vogels, R., & Janssen, P. (2012) · Neuron · doi:10.1016/j.neuron.2011.10.031 · Cited by 72 · see citing works
Motivational competition and the paraventricular thalamus
McNally, G. P. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.02.021 · Cited by 74 · see citing works
Romo, R., & Rossi-Pool, R. (2020) · Neuron · doi:10.1016/j.neuron.2019.11.033 · Cited by 71 · see citing works
Reaching decisions during ongoing movements
Michalski, J., Green, A. M., & Cisek, P. (2020) · Journal of Neurophysiology · doi:10.1152/jn.00613.2019 · Cited by 59 · see citing works
Temporal dynamics of decision-making during motion perception in the visual cortex
Grossberg, S., & Pilly, P. K. (2008) · Vision Research · doi:10.1016/j.visres.2008.02.019 · Cited by 65 · see citing works
Probing neural circuitry and function with electrical microstimulation
Clark, K., Armstrong, K. M., & Moore, T. (2011) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2010.2211 · Cited by 65 · see citing works
Attention-related changes in correlated neuronal activity arise from normalization mechanisms
Verhoef, B.-E., & Maunsell, J. H. R. (2017) · Nature Neuroscience · doi:10.1038/nn.4572 · Cited by 63 · see citing works
Widespread Presaccadic Recruitment of Neck Muscles by Stimulation of the Primate Frontal Eye Fields
Elsley, J. K., Nagy, B., Cushing, S. L., & Corneil, B. D. (2007) · Journal of Neurophysiology · doi:10.1152/jn.00386.2007 · Cited by 62 · see citing works
Effect of Interactions between Harvester Ants on Forager Decisions
Davidson, J. D., Arauco-Aliaga, R. P., Crow, S. P., Gordon, D. M., & Goldman, M. S. (2016) · Frontiers in Ecology and Evolution · doi:10.3389/fevo.2016.00115 · Cited by 60 · see citing works
Precision and neuronal dynamics in the human posterior parietal cortex during evidence accumulation
FitzGerald, T. H. B., Moran, R., Friston, K. J., & Dolan, R. J. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.12.015 · Cited by 56 · see citing works
Spatial Attention Improves the Quality of Population Codes in Human Visual Cortex
Saproo, S., & Serences, J. T. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00369.2010 · Cited by 56 · see citing works
Human perceptual and metacognitive decision-making rely on distinct brain networks
Luzio, P. D., Tarasi, L., Silvanto, J., Avenanti, A., & Romei, V. (2022) · PLoS Biology · doi:10.1371/journal.pbio.3001750 · Cited by 55 · see citing works
Stimulus and response conflict processing during perceptual decision making
Wendelken, C., Ditterich, J., Bunge, S. A., & Carter, C. S. (2009) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/cabn.9.4.434 · Cited by 54 · see citing works
Self-citationPredicting the Accuracy of a Decision: A Neural Mechanism of ConfidencePreprint
Fetsch, C. R., Kiani, R., & Shadlen, M. N. (2014) · Cold Spring Harbor Symposia on Quantitative Biology · doi:10.1101/sqb.2014.79.024893 · Cited by 54 · see citing works
Self-citationLocal Computation of Decision-Relevant Net Sensory Evidence in Parietal Cortex
Bollimunta, A., & Ditterich, J. (2011) · Cerebral Cortex · doi:10.1093/cercor/bhr165 · Cited by 50 · see citing works
Self-citationStoney vs. Histed: Quantifying the spatial effects of intracortical microstimulation
Kumaravelu, K., Sombeck, J. T., Miller, L. E., Bensmaı̈a, S. J., & Grill, W. M. (2021) · Brain stimulation · doi:10.1016/j.brs.2021.11.015 · Cited by 49 · see citing works
Direct observation of the neural computations underlying a single decisionPreprint
Steinemann, N. A., Stine, G. M., Trautmann, E. M., Zylberberg, A., Wolpert, D. M., & Shadlen, M. N. (2023) · eLife · doi:10.7554/elife.90859.3 · Cited by 82 · see citing works
Self-citationDesigning optimal stimuli to control neuronal spike timing
Ahmadian, Y., Packer, A. M., Yuste, R., & Paninski, L. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00427.2010 · Cited by 49 · see citing works
Sajda, P., Philiastides, M. G., & Parra, L. C. (2009) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2009.2034535 · Cited by 49 · see citing works
Basing Perceptual Decisions on the Most Informative Sensory Neurons
Scolari, M., & Serences, J. T. (2010) · Journal of Neurophysiology · doi:10.1152/jn.00273.2010 · Cited by 48 · see citing works
Kehoe, D. H., Rahimi, M., & Fallah, M. (2018) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2018.00001 · Cited by 47 · see citing works
Janssen, P., Verhoef, B.-E., & Premereur, E. (2017) · Cortex · doi:10.1016/j.cortex.2017.01.021 · Cited by 47 · see citing works
Microstimulation of the Dorsolateral Prefrontal Cortex Biases Saccade Target Selection
Opriș, I. C., Barborică, A., & Ferrera, V. P. (2005) · Journal of Cognitive Neuroscience · doi:10.1162/0898929054021120 · Cited by 47 · see citing works
Matsumora, T., Koida, K., & Komatsu, H. (2008) · Journal of Neurophysiology · doi:10.1152/jn.90551.2008 · Cited by 46 · see citing works
Shushruth, S., Mazurek, M. E., & Shadlen, M. N. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.0668-18.2018 · Cited by 45 · see citing works
Self-citationNeural Control of Action Selection Among Innate Behaviors
Jiang, X., & Pan, Y. (2022) · Neuroscience Bulletin · doi:10.1007/s12264-022-00886-x · Cited by 42 · see citing works
Decision-making and action selection in insects: inspiration from vertebrate-based theories
Barron, A. B., GURNEY, K. N., Meah, L. F. S., Vasilaki, E., & Marshall, J. A. R. (2015) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2015.00216 · Cited by 46 · see citing works
Fundamental differences in change detection between vision and audition
Demany, L., Semal, C., Cazalets, J., & Pressnitzer, D. (2010) · Experimental Brain Research · doi:10.1007/s00221-010-2226-2 · Cited by 41 · see citing works
Brosnan, M. B., Sabaroedin, K., Silk, T. J., Genc, S., Newman, D. P., Loughnane, G. M., Fornito, A., O’Connell, R. G., & Bellgrove, M. A. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0863-4 · Cited by 40 · see citing works
The Neurobiology of Decision-Making and Responsibility: Reconciling Mechanism and Mindedness
Shadlen, M. N., & Roskies, A. L. (2012) · Frontiers in Neuroscience · doi:10.3389/fnins.2012.00056 · Cited by 41 · see citing works
Self-citationMotion Perception Without Explicit Activity in Areas MT and MST
Ilg, U. J., & Churan, J. (2004) · Journal of Neurophysiology · doi:10.1152/jn.01174.2003 · Cited by 38 · see citing works
Neural coding: computational and biophysical perspectives
Kreiman, G. (2004) · Physics of Life Reviews · doi:10.1016/j.plrev.2004.06.001 · Cited by 37 · see citing works
Tuning properties of the auditory frequency-shift detectors
Demany, L., Pressnitzer, D., & Semal, C. (2009) · The Journal of the Acoustical Society of America · doi:10.1121/1.3179675 · Cited by 36 · see citing works
Cicmil, N., & Krug, K. (2015) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2014.0206 · Cited by 39 · see citing works
- Authors
- Ditterich, J., Mazurek, M. E., & Shadlen, M. N.
- Affiliations
- Howard Hughes Medical Institute (US)
- Corresponding author
- Shadlen, Michael N
- Venue
- Nature Neuroscience
- Published
- 2003-07-13
- Volume
- 6
- Issue
- 8
- Pages
- 891-898
- ISSN
- 1097-6256 (ISSN-L)
- 1546-1726
- OpenAlex
- W2152408796
- Cited by
- 234
- References
- 50
- Citations by year
- 2026: 3 · 2025: 7 · 2024: 12 · 2023: 9 · 2022: 5 · 2021: 8 · 2020: 11 · 2019: 8 · 2018: 9 · 2017: 9 · 2016: 7 · 2015: 11 · 2014: 16 · 2013: 5 · 2012: 12
- FWCI
- 5.22
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Achievement Rewards for College Scientists Foundation
- Fondation ARC pour la Recherche sur le Cancer
- National Eye Institute (EY11378, R01EY011378)
- National Center for Research Resources (RR00166, P51RR000166)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Keywords
- middle temporal area, direction-selective neurons, motion perception, perceptual decision making, decision-making speed, decision threshold, evidence accumulation, direction discrimination, rhesus monkeys
- MeSH terms
- Animals, Discrimination, Psychological, Electric Stimulation, Female, Macaca mulatta, Motion Perception, Neurons, Time Factors, Visual Cortex
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