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A neural mechanism of response bias Johan Lauwereyns Laboratory of Sensorimotor Research National Eye Institute, NIH
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Yoriko TakikawaJuntendo Univ. Reiko KawagoeJuntendo Univ. Masashi KoizumiTamagawa Univ. Shunsuke KobayashiTamagawa Univ. Masamichi SakagamiTamagawa Univ. Brian CoeATR Hiro NakaharaRIKEN Katsumi WatanabeNIH Okihide HikosakaNIH
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Goal-oriented behavior: Seeking salt (Curt Richter)
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A Neural Mechanism of Reward-oriented Response Bias in the Basal Ganglia How does the brain incorporate reward value in the process of response selection?
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A Neural Mechanism of Reward-oriented Response Bias in the Basal Ganglia How does the brain incorporate reward value in the process of response selection? Anticipatory bias toward reward in the activity of monkey caudate neurons
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A Neural Mechanism of Reward-oriented Response Bias in the Basal Ganglia How does the brain incorporate reward value in the process of response selection? Anticipatory bias toward reward in the activity of monkey caudate neurons Studied using visually and memory-guided saccade tasks with asymmetrical reward schedule
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Biased Saccade Task (BST)
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Saccade-related brain areas (macaque monkey) FEF: frontal eye field SEF: supplementary eye field LIP: area LIP of parietal cortex CD: caudate nucleus SNr: substantia nigra pars reticulata SC: superior colliculus Clbm: cerebellum SG: brainstem saccade generators
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DA neuron responds to Reward & Reward Predictor
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Inputs to Striatal Medium Spiny Neuron Smith & Bolam (1990)
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Medium Spiny Neuron in Striatum Preston, Bishop & Kitai (1980)
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Single unit recording from Caudate Nucleus
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L-CD neuron: R-reward Reward
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L-CD neuron: RL-reward Reward
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L-CD neuron: RLR-reward Reward
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L-CD neuron: All Reward
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Population activity of CD neurons (with contra-bias, n=25)
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Motivational control of Eye Movements by the Basal Ganglia How does the selective anticipatory activity in caudate relate to saccade parameters?
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Motivational control of Eye Movements by the Basal Ganglia How does the selective anticipatory activity in caudate relate to saccade parameters? Basic association between neuronal activity and response latency
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Motivational control of Eye Movements by the Basal Ganglia How does the selective anticipatory activity in caudate relate to saccade parameters? Basic association between neuronal activity and response latency. But what’s the relationship for a given combination of saccade and reward direction?
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Median-split analysis Divide the data in two groups of trials for each combination of saccade and reward direction
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Median-split analysis Divide the data in two groups of trials for each combination of saccade and reward direction High-activity trials, with pretarget activity above the median for that condition Low-activity trials, with pretarget activity below the median for that condition
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Discussion The data for contra-bias neurons provide evidence in favor of the hypothesis of selective preparation
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Discussion The data for contra-bias neurons provide evidence in favor of the hypothesis of selective preparation High pretarget activity leads to short latency for saccades in the contralateral direction
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Discussion The data for contra-bias neurons provide evidence in favor of the hypothesis of selective preparation High pretarget activity leads to short latency for saccades in the contralateral direction What about the data for ipsi-bias neurons?
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Discussion (continued) The data for ipsi-bias neurons are a mirror-image of the data for contra-bias neurons
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Discussion (continued) The data for ipsi-bias neurons are a mirror-image of the data for contra-bias neurons High pretarget activity of ipsi-bias neurons leads to long latency for unrewarded saccades in the contralateral direction
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Discussion (continued) The data for ipsi-bias neurons are a mirror-image of the data for contra-bias neurons High pretarget activity of ipsi-bias neurons leads to long latency for unrewarded saccades in the contralateral direction Activity of these neurons disrupts contralateral saccades (“negative motivation”)
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Summary The entire pattern of data suggests that the caudate anticipatory bias influences contralateral saccade latency
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Summary The entire pattern of data suggests that the caudate anticipatory bias influences contralateral saccade latency Contra-bias neurons facilitate contralateral saccades, Ipsi-bias neurons disrupt contralateral saccades
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Summary The entire pattern of data suggests that the caudate anticipatory bias influences contralateral saccade latency Contra-bias neurons facilitate contralateral saccades, Ipsi-bias neurons disrupt contralateral saccades These two type of neurons may reflect the physiology of the direct and indirect pathway in the basal ganglia
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Neural Circuit of the Basal Ganglia
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CD SNr SC CD SNr SC Direct pathway: Contra-bias neurons
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CD SNr SC CD SNr SC GPe STN GPe STN Indirect pathway: Ipsi-bias neurons
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Experiment 2 The data so far show an effect of selective response preparation on the basis of reward value
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Experiment 2 The data so far show an effect of selective response preparation on the basis of reward value But could this merely reflect a more general type of spatially selective response preparation?
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Experiment 2 The data so far show an effect of selective response preparation on the basis of reward value But could this merely reflect a more general type of spatially selective response preparation? Test with a “cognitive bias task”…
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Cognitive Bias Task (delayed position matching)
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CD activity in Cognitive & Motivational Tasks Cognitive Bias Motivational Bias
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Cognitive Bias Most CD neurons show higher Motivational Bias than Cognitive Bias
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Experiment 3 We’ve provided evidence for an effect of spatially selective reward-oriented response preparation
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Experiment 3 We’ve provided evidence for an effect of spatially selective reward-oriented response preparation But is the reward-oriented bias really related to motor preparation or is it involved in more abstract or perceptual decision making?
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Experiment 3 We’ve provided evidence for an effect of spatially selective reward-oriented response preparation But is the reward-oriented bias really related to motor preparation or is it involved in more abstract or perceptual decision making? Test with a memory-guided eye movement task with color-based reward association…
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Discussion (Exp. 3) Color-reward associations do lead to significant effects in both behavior and caudate activity
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Discussion (Exp. 3) Color-reward associations do lead to significant effects in both behavior and caudate activity The anticipatory activity is aimed at the visual onset, not the start of the eye movement
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Discussion (Exp. 3) Color-reward associations do lead to significant effects in both behavior and caudate activity The anticipatory activity is aimed at the visual onset, not the start of the eye movement If this is indeed a ‘perceptual’ process, then how does the bias affect the neuronal activity to the visual target?
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Discussion (Exp. 3; continued) Strong pre-cue activity leads to general increase, not improved discriminability
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Discussion (Exp. 3; continued) Strong pre-cue activity leads to general increase, not improved discriminability Different from cortical mechanisms of visual attention: here additive, not multiplicative scaling
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Discussion (Exp. 3; continued) Strong pre-cue activity leads to general increase, not improved discriminability Different from cortical mechanisms of visual attention: here additive, not multiplicative scaling Analogous to a shift of decision criterion?
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Conclusion Anticipatory activity in caudate nucleus is influenced by the context of stimulus-reward mapping
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Conclusion Anticipatory activity in caudate nucleus is influenced by the context of stimulus-reward mapping This activity can create a spatially selective bias that prioritizes an action with high reward value
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Conclusion Anticipatory activity in caudate nucleus is influenced by the context of stimulus-reward mapping This activity can create a spatially selective bias that prioritizes an action with high reward value The bias also affects visual processing; Does this bias incorporate reward value in the process of perceptual decision making?
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Future directions Motivational control of visual processing in humans:
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC)
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC) –Parkinsonian patients
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC) –Parkinsonian patients –Feedback to monkey studies (design, analysis, modeling)
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC) –Parkinsonian patients –Feedback to monkey studies (design, analysis, modeling) Pharmacological study of motivational control:
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC) –Parkinsonian patients –Feedback to monkey studies (design, analysis, modeling) Pharmacological study of motivational control: –Create a rat model of the Biased Response Task
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Future directions Motivational control of visual processing in humans: –Response bias, decision bias, perceptual sensitivity –Systematic comparison with ‘visual attention’ –Modeling (LATER, ROC) –Parkinsonian patients –Feedback to monkey studies (design, analysis, modeling) Pharmacological study of motivational control: –Create a rat model of the Biased Response Task –Study the neurochemical make-up of this system
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