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Zhao J, Gao Y, Zhou S, Yan C, Hu X, Song F, Hu S, Wang Y, Kong F. Impact of relative and absolute values on orienting attention in time. PSYCHOLOGICAL RESEARCH 2024:10.1007/s00426-024-01965-6. [PMID: 38632161 DOI: 10.1007/s00426-024-01965-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2023] [Accepted: 04/02/2024] [Indexed: 04/19/2024]
Abstract
Reward has been known to render the reward-associated stimulus more salient to block effective attentional orienting in space. However, whether and how reward influences goal-directed attention in time remains unclear. Here, we used a modified attentional cueing paradigm to explore the effect of reward on temporal attention, in which the valid targets were given a low monetary reward and invalid targets were given a high monetary reward. The results showed that the temporal cue validity effect was significantly smaller when the competitive reward structure was employed (Experiment 1), and we ruled out the possibility that the results were due to the practice effect (Experiment 2a) or a reward-promoting effect (Experiment 2b). When further strengthening the intensity of the reward from 1:10 to 1:100 (Experiment 3), we found a similar pattern of results to those in Experiment 1. These results suggest that reward information which was based on relative instead of absolute values can weaken, but not reverse, the orienting attention in time.
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Affiliation(s)
- Jingjing Zhao
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China
| | - Yunfei Gao
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China
| | - Sicen Zhou
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China
| | - Chi Yan
- Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Xiaoqian Hu
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China
| | - Fangxing Song
- CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China
| | - Saisai Hu
- School of Psychology, Northwest Normal University, Lanzhou, China
- Key Laboratory of Behavioral and Mental Health, Lanzhou, China
| | - Yonghui Wang
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China.
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China.
| | - Feng Kong
- School of Psychology, Shaanxi Normal University, No.199, South Chang'an Road, Yanta District, Xi'an, Shaanxi Province, China.
- Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Xi'an, China.
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Liao MR, Dillard MH, Hour JL, Barnett LA, Whitten JS, Valles AC, Heatley JJ, Anderson BA, Yorzinski JL. Reward history modulates visual attention in an avian model. Anim Cogn 2023; 26:1685-1695. [PMID: 37477741 DOI: 10.1007/s10071-023-01811-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 07/02/2023] [Accepted: 07/09/2023] [Indexed: 07/22/2023]
Abstract
Attention can be biased towards previously reward-associated stimuli even when they are task-irrelevant and physically non-salient, although studies of reward-modulated attention have been largely limited to primate (including human and nonhuman) models. Birds have been shown to have the capacity to discriminate reward and spatial cues in a manner similar to primates, but whether reward history involuntarily affects their attention in the same way remains unclear. We adapted a spatial cueing paradigm with differential rewards to investigate how reward modulates the allocation of attention in peafowl (Pavo cristatus). The birds were required to locate and peck a target on a computer screen that was preceded by a high-value or low-value color cue that was uninformative with respect to the location of the upcoming target. All birds exhibited a validity effect (performance enhanced on valid compared to invalid cue), and an interaction effect between value and validity was evident at the group level, being particularly pronounced in the birds with the greatest amount of reward training. The time course of reward learning was conspicuously incremental, phenomenologically slower compared to primates. Our findings suggest a similar influence of reward history on attention across phylogeny despite a significant difference in neuroanatomy.
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Affiliation(s)
- Ming-Ray Liao
- Department of Psychological and Brain Sciences, Texas A&M University, 4235 TAMU, College Station, TX, 77843-4235, USA.
| | - Mason H Dillard
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
| | - Jason L Hour
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
| | - Lilia A Barnett
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
| | - Jerry S Whitten
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
| | - Amariani C Valles
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
| | - J Jill Heatley
- Department of Small Animal Clinical Sciences, School of Veterinary Medicine & Biomedical Sciences, Texas A&M University, College Station, USA
| | - Brian A Anderson
- Department of Psychological and Brain Sciences, Texas A&M University, 4235 TAMU, College Station, TX, 77843-4235, USA
| | - Jessica L Yorzinski
- Department of Ecology and Conservation Biology, Texas A&M University, College Station, USA
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Pupil dilation and response slowing distinguish deliberate explorative choices in the probabilistic learning task. COGNITIVE, AFFECTIVE, & BEHAVIORAL NEUROSCIENCE 2022; 22:1108-1129. [PMID: 35359274 PMCID: PMC9458574 DOI: 10.3758/s13415-022-00996-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 03/07/2022] [Indexed: 12/22/2022]
Abstract
This study examined whether pupil size and response time would distinguish directed exploration from random exploration and exploitation. Eighty-nine participants performed the two-choice probabilistic learning task while their pupil size and response time were continuously recorded. Using LMM analysis, we estimated differences in the pupil size and response time between the advantageous and disadvantageous choices as a function of learning success, i.e., whether or not a participant has learned the probabilistic contingency between choices and their outcomes. We proposed that before a true value of each choice became known to a decision-maker, both advantageous and disadvantageous choices represented a random exploration of the two options with an equally uncertain outcome, whereas the same choices after learning manifested exploitation and direct exploration strategies, respectively. We found that disadvantageous choices were associated with increases both in response time and pupil size, but only after the participants had learned the choice-reward contingencies. For the pupil size, this effect was strongly amplified for those disadvantageous choices that immediately followed gains as compared to losses in the preceding choice. Pupil size modulations were evident during the behavioral choice rather than during the pretrial baseline. These findings suggest that occasional disadvantageous choices, which violate the acquired internal utility model, represent directed exploration. This exploratory strategy shifts choice priorities in favor of information seeking and its autonomic and behavioral concomitants are mainly driven by the conflict between the behavioral plan of the intended exploratory choice and its strong alternative, which has already proven to be more rewarding.
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4
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Spliethoff L, Li SC, Dix A. Incentive motivation improves numerosity discrimination in children and adolescents. Sci Rep 2022; 12:10038. [PMID: 35710929 PMCID: PMC9203779 DOI: 10.1038/s41598-022-14198-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 06/02/2022] [Indexed: 11/30/2022] Open
Abstract
We recently showed that incentive motivation improves the precision of the Approximate Number System (ANS) in young adults. To shed light on the development of incentive motivation, the present study investigated whether this effect and its underlying mechanisms may also be observed in younger samples. Specifically, seven-year-old children (n = 23; 12 girls) and 14-year-old adolescents (n = 30; 15 girls) performed a dot comparison task with monetary reward incentives. Both age groups showed higher accuracy in a reward compared to a neutral condition and, similarly, higher processing efficiency as revealed by the drift rate parameter of the EZ-diffusion model. Furthermore, in line with the Incentive Salience Hypothesis, phasic pupil dilations—indicating the activation of the brain’s salience network—were greater in incentivized trials in both age groups. Together these finding suggest that incentive modulation improves numerosity discrimination in children and adolescents by enhancing the perceptual saliency of numerosity information. However, the observed reward anticipation effects were less pronounced in children relative to adolescents. Furthermore, unlike previous findings regarding young adults, the decision thresholds of children and adolescents were not raised by the monetary reward, which may indicate a more protracted development of incentive regulation of response caution than perceptual evidence accumulation.
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Affiliation(s)
- Luca Spliethoff
- Faculty of Psychology, Chair of Lifespan Developmental Neuroscience, Technische Universität Dresden, Zellescher Weg 17, 01062, Dresden, Germany.,Faculty of Education, Chair of Vocational Education, Technische Universität Dresden, Weberplatz 5, 01217, Dresden, Germany
| | - Shu-Chen Li
- Faculty of Psychology, Chair of Lifespan Developmental Neuroscience, Technische Universität Dresden, Zellescher Weg 17, 01062, Dresden, Germany.,Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, 01062, Dresden, Germany
| | - Annika Dix
- Faculty of Psychology, Chair of Lifespan Developmental Neuroscience, Technische Universität Dresden, Zellescher Weg 17, 01062, Dresden, Germany. .,Centre for Tactile Internet with Human-in-the-Loop (CeTI), Technische Universität Dresden, 01062, Dresden, Germany. .,Faculty of Psychology, Chair of Engineering Psychology and Applied Cognitive Research, Technische Universität Dresden, Zellescher Weg 17, 01062, Dresden, Germany.
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Lockhofen DEL, Hübner N, Hemdan F, Sammer G, Henare D, Schubö A, Mulert C. Differing Time Courses of Reward-Related Attentional Processing: An EEG Source-Space Analysis. Brain Topogr 2021; 34:283-296. [PMID: 33733706 PMCID: PMC8099853 DOI: 10.1007/s10548-021-00827-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 02/19/2021] [Indexed: 01/06/2023]
Abstract
Since our environment typically contains more information than can be processed at any one time due to the limited capacity of our visual system, we are bound to differentiate between relevant and irrelevant information. This process, termed attentional selection, is usually categorized into bottom-up and top-down processes. However, recent research suggests reward might also be an important factor in guiding attention. Monetary reward can bias attentional selection in favor of task-relevant targets and reduce the efficiency of visual search when a reward-associated, but task-irrelevant distractor is present. This study is the first to investigate reward-related target and distractor processing in an additional singleton task using neurophysiological measures and source space analysis. Based on previous studies, we hypothesized that source space analysis would find enhanced neural activity in regions of the value-based attention network, such as the visual cortex and the anterior cingulate. Additionally, we went further and explored the time courses of the underlying attentional mechanisms. Our neurophysiological results showed that rewarding distractors led to a stronger attentional capture. In line with this, we found that reward-associated distractors (compared with reward-associated targets) enhanced activation in frontal regions, indicating the involvement of top-down control processes. As hypothesized, source space analysis demonstrated that reward-related targets and reward-related distractors elicited activation in regions of the value-based attention network. However, these activations showed time-dependent differences, indicating that the neural mechanisms underlying reward biasing might be different for task-relevant and task-irrelevant stimuli.
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Affiliation(s)
- Denise E L Lockhofen
- Centre for Psychiatry and Psychotherapy, Justus-Liebig-University Giessen, Klinikstraße 36, 35385, Giessen, Hessen, Germany.
| | - Nils Hübner
- Centre for Psychiatry and Psychotherapy, Justus-Liebig-University Giessen, Klinikstraße 36, 35385, Giessen, Hessen, Germany
| | - Fatma Hemdan
- Centre for Psychiatry and Psychotherapy, Justus-Liebig-University Giessen, Klinikstraße 36, 35385, Giessen, Hessen, Germany
| | - Gebhard Sammer
- Centre for Psychiatry and Psychotherapy, Justus-Liebig-University Giessen, Klinikstraße 36, 35385, Giessen, Hessen, Germany
| | - Dion Henare
- Cognitive Neuroscience of Perception and Action, Faculty of Psychology, Philipps-University Marburg, Gutenbergstr. 18, 35032, Marburg, Germany
| | - Anna Schubö
- Cognitive Neuroscience of Perception and Action, Faculty of Psychology, Philipps-University Marburg, Gutenbergstr. 18, 35032, Marburg, Germany
| | - Christoph Mulert
- Centre for Psychiatry and Psychotherapy, Justus-Liebig-University Giessen, Klinikstraße 36, 35385, Giessen, Hessen, Germany
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Watson P, Pearson D, Theeuwes J, Most SB, Le Pelley ME. Delayed disengagement of attention from distractors signalling reward. Cognition 2020; 195:104125. [DOI: 10.1016/j.cognition.2019.104125] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 10/29/2019] [Accepted: 11/01/2019] [Indexed: 01/09/2023]
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Abstract
A previous study employing the additional singleton paradigm showed that a singleton distractor that appeared more often in one specific location interfered less with target search than when it appeared at any other location. These findings suggested that through statistical learning the location that was likely to contain a distractor was suppressed relative to all other locations. Even though feasible, it is also possible that this effect is due to faster disengagement of attention from the high-probability distractor location. The present study tested this hypothesis using a variant of the additional singleton task adapted for eye tracking in which observers made a speeded saccade to a shape singleton and gave a manual response. The singleton distractor was presented more often at one location than all other locations. Consistent with the suppression hypothesis, we found that fewer saccades landed at the high-probability distractor location than any other location. Also, when a target appeared at the high-probability location, saccade latencies towards the target were higher than latencies towards the target when it was presented at other locations. Furthermore, in addition to suppression, we also found evidence for faster disengagement from the high-probability distractor location than the low-probability distractor location; however, this effect was relatively small. The current findings support the notion that through statistical learning plasticity is induced in the spatial priority map of attentional selection so that the high-probability distractor location is suppressed compared to any other location.
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Affiliation(s)
- Benchi Wang
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands.
| | - Iliana Samara
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
| | - Jan Theeuwes
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Van der Boechorststraat 1, 1081 BT, Amsterdam, The Netherlands
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8
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When the simplest voluntary decisions appear patently suboptimal. Behav Brain Sci 2019; 41:e240. [PMID: 30767836 DOI: 10.1017/s0140525x18001474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Rahnev & Denison (R&D) catalog numerous experiments in which performance deviates, often in subtle ways, from the theoretical ideal. We discuss an extreme case, an elementary behavior (reactive saccades to single targets) for which a simple contextual manipulation results in responses that are dramatically different from those expected based on reward maximization - and yet are highly informative and amenable to mechanistic examination.
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Scerra VE, Costello MG, Salinas E, Stanford TR. All-or-None Context Dependence Delineates Limits of FEF Visual Target Selection. Curr Biol 2019; 29:294-305.e3. [PMID: 30639113 DOI: 10.1016/j.cub.2018.12.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 10/23/2018] [Accepted: 12/08/2018] [Indexed: 11/15/2022]
Abstract
Choices of where to look are informed by perceptual judgments, which locate objects of current value or interest within the visual scene. This perceptual-motor transform is partly implemented in the frontal eye field (FEF), where visually responsive neurons appear to select behaviorally relevant visual targets and, subsequently, saccade-related neurons select the movements required to look at them. Here, we use urgent decision-making tasks to show (1) that FEF motor activity can direct accurate, visually informed choices in the complete absence of prior target-distracter discrimination by FEF visual responses and (2) that such discrimination by FEF visual cells shows an all-or-none reliance on the presence of stimulus attributes strongly associated with saliency-driven attentional allocation. The present findings suggest that FEF visual target selection is specific to visual judgments made on the basis of saliency and may not play a significant role in guiding saccadic choices informed solely by feature content.
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Affiliation(s)
- Veronica E Scerra
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, 1 Medical Center Boulevard, Winston-Salem, NC 27157-1010, USA; Systems Neurobiology Laboratory, Salk Institute for Biological Studies, 10010 N. Torrey Pines Road, La Jolla, CA 92037, USA.
| | - M Gabriela Costello
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, 1 Medical Center Boulevard, Winston-Salem, NC 27157-1010, USA; Laboratory of Sensorimotor Research, National Eye Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Emilio Salinas
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, 1 Medical Center Boulevard, Winston-Salem, NC 27157-1010, USA
| | - Terrence R Stanford
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, 1 Medical Center Boulevard, Winston-Salem, NC 27157-1010, USA
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Preciado D, Theeuwes J. To look or not to look? Reward, selection history, and oculomotor guidance. J Neurophysiol 2018; 120:1740-1752. [PMID: 30020840 PMCID: PMC6230805 DOI: 10.1152/jn.00275.2018] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 07/16/2018] [Accepted: 07/16/2018] [Indexed: 11/24/2022] Open
Abstract
The current eye-tracking study examined the influence of reward on oculomotor performance, and the extent to which learned stimulus-reward associations interacted with voluntary oculomotor control with a modified paradigm based on the classical antisaccade task. Participants were shown two equally salient stimuli simultaneously: a gray and a colored circle, and they were instructed to make a fast saccade to one of them. During the first phase of the experiment, participants made a fast saccade toward the colored stimulus, and their performance determined a (cash) bonus. During the second, participants made a saccade toward the gray stimulus, with no rewards available. On each trial, one of three colors was presented, each associated with high, low or no reward during the first phase. Results from the first phase showed improved accuracy and shorter saccade latencies on high-reward trials, while those from the second replicated well-known effects typical of the antisaccade task, namely, decreased accuracy and increased latency during phase II, even despite the absence of abrupt asymmetric onsets. Crucially, performance differences between phases revealed longer latencies and less accurate saccades during the second phase for high-reward trials, compared with the low- and no-reward trials. Further analyses indicated that oculomotor capture by reward signals is mainly found for saccades with short latencies, while this automatic capture can be overridden through voluntary control with longer ones. These results highlight the natural flexibility and adaptability of the attentional system, and the role of reward in modulating this plasticity. NEW & NOTEWORTHY Typically, in the antisaccade task, participants need to suppress an automatic orienting reflex toward a suddenly appearing peripheral stimulus. Here, we introduce an alternative antisaccade task without such abrupt onsets. We replicate well-known antisaccade effects (more errors and longer latencies), demonstrating the role of reward in developing selective oculomotor biases. Results highlight how reward and selection history facilitate developing automatic biases from goal-driven behavior, and they suggest that this process responds to individual differences in impulsivity.
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Affiliation(s)
- Daniel Preciado
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam , The Netherlands
| | - Jan Theeuwes
- Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam, Amsterdam , The Netherlands
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Hauser CK, Zhu D, Stanford TR, Salinas E. Motor selection dynamics in FEF explain the reaction time variance of saccades to single targets. eLife 2018; 7:33456. [PMID: 29652247 PMCID: PMC5947991 DOI: 10.7554/elife.33456] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2017] [Accepted: 04/12/2018] [Indexed: 01/26/2023] Open
Abstract
In studies of voluntary movement, a most elemental quantity is the reaction time (RT) between the onset of a visual stimulus and a saccade toward it. However, this RT demonstrates extremely high variability which, in spite of extensive research, remains unexplained. It is well established that, when a visual target appears, oculomotor activity gradually builds up until a critical level is reached, at which point a saccade is triggered. Here, based on computational work and single-neuron recordings from monkey frontal eye field (FEF), we show that this rise-to-threshold process starts from a dynamic initial state that already contains other incipient, internally driven motor plans, which compete with the target-driven activity to varying degrees. The ensuing conflict resolution process, which manifests in subtle covariations between baseline activity, build-up rate, and threshold, consists of fundamentally deterministic interactions, and explains the observed RT distributions while invoking only a small amount of intrinsic randomness. As we examine the space around us our eyes move in short steps, looking toward a new location about four times a second. Neurons in a region of the brain called the frontal eye field help initiate these eye movements, which are known as saccades. Each neuron contributes to a saccade with a specific direction and size. Before a saccade, the relevant neurons in the frontal eye field steadily increase their activity. When this activity reaches a critical threshold, the visual system issues a command to move the eyes in the appropriate direction. So a saccade that moves the eyes to the right requires a specific group of neurons to be strongly activated – but, at the same time, the neurons responsible for movement to the left need to be less active. Imagine that you have to move your eyes as quickly as possible to look at a spot of light that appears on a screen. Some of the time your eyes will start to move about 100 milliseconds after the light appears. But on other attempts, your eyes will not start moving until 300 milliseconds after the light came on. What causes this variability? To find out, Hauser et al. recorded from neurons in monkeys trained to perform such a task. When the spot of light appeared many different neurons were active, suggesting there is conflict between the plan that would move the eyes toward the target and plans to look at other locations. That is, when the target appears, the monkey is already thinking of looking somewhere. The time required to resolve this conflict depends on how far apart the target and the competing locations are from one another, and on how much the competing neurons have increased their activity before the target appears. Similar mechanisms are likely to operate when we sit at the dinner table and look for the salt shaker, for example, and so the results presented by Hauser et al. will help us to understand how we direct our attention to different points in space. Understanding how these processes work in more detail will help us to discern what happens when they go wrong, as occurs in attention deficit disorders like ADHD.
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Affiliation(s)
- Christopher K Hauser
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston-Salem, United States
| | - Dantong Zhu
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston-Salem, United States
| | - Terrence R Stanford
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston-Salem, United States
| | - Emilio Salinas
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston-Salem, United States
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