Wallis, JD Helen Wills Neuroscience Institute UC, Berkeley

Slides:



Advertisements
Similar presentations
TMS-evoked EEG responses in symptomatic and recovered patients with mild traumatic brain injury Jussi Tallus 1, Pantelis Lioumis 2, Heikki Hämäläinen 3,
Advertisements

Orbitofrontal Cortex and Its Contribution to Decision-Making Group 2.
Pre-frontal cortex and Executive Function Squire et al Ch 52.
Serotonin and Impulsivity Yufeng Zhang. Serotonin Originate from the median and dorsal raphe nuclei. Serotonin has been implicated in a variety of motor,
Sackler Institute for Developmental Psychobiology Weill Medical College of Cornell University.
Prediction in Human Presented by: Rezvan Kianifar January 2009.
Studying Memory Encoding with fMRI Event-related vs. Blocked Designs Aneta Kielar.
Chapter 50 The Prefrontal Cortex and Executive Brain Functions Copyright © 2014 Elsevier Inc. All rights reserved.
Orbitofrontal Cortex and Its Contribution to Decision-Making
Does the brain compute confidence estimates about decisions?
Mihály Bányai, Vaibhav Diwadkar and Péter Érdi
Motor cortex Organization of motor cortex Motor cortical map
Jian-Zhong Xiang, Malcolm W Brown  Neuron 
Volume 53, Issue 1, Pages 9-16 (January 2007)
Elizabeth A. Phelps, Joseph E. LeDoux  Neuron 
The Nose Smells What the Eye Sees
Neuronal Correlates of Metacognition in Primate Frontal Cortex
The Neurobiology of Decision: Consensus and Controversy
Gijsbert Stoet, Lawrence H Snyder  Neuron 
Ranulfo Romo, Adrián Hernández, Antonio Zainos  Neuron 
Araceli Ramirez-Cardenas, Maria Moskaleva, Andreas Nieder 
Alan N. Hampton, Ralph Adolphs, J. Michael Tyszka, John P. O'Doherty 
Volume 39, Issue 5, Pages (August 2003)
Martin O'Neill, Wolfram Schultz  Neuron 
Exploiting Exploration: Past Outcomes and Future Actions
Cognitive Modulation of Olfactory Processing
Braden A. Purcell, Roozbeh Kiani  Neuron 
Nils Kolling, Marco Wittmann, Matthew F.S. Rushworth  Neuron 
Presented by: Rezvan Kianifar January 2009
The Orbitofrontal Oracle: Cortical Mechanisms for the Prediction and Evaluation of Specific Behavioral Outcomes  Peter H. Rudebeck, Elisabeth A. Murray 
Roman F. Loonis, Scott L. Brincat, Evan G. Antzoulatos, Earl K. Miller 
Feature- and Order-Based Timing Representations in the Frontal Cortex
Volume 18, Issue 4, Pages (January 2017)
Attentional Modulations Related to Spatial Gating but Not to Allocation of Limited Resources in Primate V1  Yuzhi Chen, Eyal Seidemann  Neuron  Volume.
Volume 71, Issue 4, Pages (August 2011)
The Prefrontal Cortex—An Update
The Neurobiology of Decision: Consensus and Controversy
Volume 87, Issue 5, Pages (September 2015)
Dynamic Coding for Cognitive Control in Prefrontal Cortex
Attentional Changes in Either Criterion or Sensitivity Are Associated with Robust Modulations in Lateral Prefrontal Cortex  Thomas Zhihao Luo, John H.R.
Behavioral and Neural Mechanisms of Overgeneralization in Anxiety
A. Saez, M. Rigotti, S. Ostojic, S. Fusi, C.D. Salzman  Neuron 
Orbitofrontal Cortex: A Neural Circuit for Economic Decisions
Subliminal Instrumental Conditioning Demonstrated in the Human Brain
Redmond G. O’Connell, Michael N. Shadlen, KongFatt Wong-Lin, Simon P
Volume 87, Issue 5, Pages (September 2015)
Contributions of Orbitofrontal and Lateral Prefrontal Cortices to Economic Choice and the Good-to-Action Transformation  Xinying Cai, Camillo Padoa-Schioppa 
Social Signals in Primate Orbitofrontal Cortex
Hyoung F. Kim, Okihide Hikosaka  Neuron 
Orbitofrontal Cortex Uses Distinct Codes for Different Choice Attributes in Decisions Motivated by Curiosity  Tommy C. Blanchard, Benjamin Y. Hayden,
Caudate Microstimulation Increases Value of Specific Choices
Peter H. Rudebeck, Andrew R. Mitz, Ravi V. Chacko, Elisabeth A. Murray 
Posterior Parietal Cortex Encodes Autonomously Selected Motor Plans
Prefrontal Neurons Coding Suppression of Specific Saccades
Hyoung F. Kim, Okihide Hikosaka  Neuron 
Volume 50, Issue 4, Pages (May 2006)
Volume 39, Issue 5, Pages (August 2003)
Volume 62, Issue 4, Pages (May 2009)
Cortical Signals for Rewarded Actions and Strategic Exploration
Perceptual Classification in a Rapidly Changing Environment
Gijsbert Stoet, Lawrence H Snyder  Neuron 
Charles R. E. Wilson, David Gaffan, Philip G. F. Browning, Mark G
Conserved Sequence Processing in Primate Frontal Cortex
Volume 50, Issue 4, Pages (May 2006)
Orbitofrontal Cortex as a Cognitive Map of Task Space
Matthew R. Roesch, Adam R. Taylor, Geoffrey Schoenbaum  Neuron 
Volume 90, Issue 5, Pages (June 2016)
Orbitofrontal Cortex Uses Distinct Codes for Different Choice Attributes in Decisions Motivated by Curiosity  Tommy C. Blanchard, Benjamin Y. Hayden,
Contributions of Orbitofrontal and Lateral Prefrontal Cortices to Economic Choice and the Good-to-Action Transformation  Xinying Cai, Camillo Padoa-Schioppa 
Farshad A. Mansouri, Tobias Egner, Mark J. Buckley 
Presentation transcript:

Wallis, JD Helen Wills Neuroscience Institute UC, Berkeley Neuronal Mechanisms in Prefrontal Cortex Underlying Adaptive Choice Behavior Wallis, JD Helen Wills Neuroscience Institute UC, Berkeley

Background Role of prefrontal cortex (PFC) in reward-guided choice behavior 2 Questions: Does PFC encode reward or behavioral sequelae of reward? Is encoding specific to reward outcome or reflective of abstract value signal?

Background Orbitofrontal cortex (OFC) is a key region in choice behavior Has functions in emotions and reward Thought to regulate planning behavior associated with sensitivity to reward and punishment Paul Wicks’ brain

OFC Damage to the OFC leaves cognitive abilities intact, but impairs ability to make decisions The cautionary tale of Elliot OFC neurons encode expected rewards Neurons show response to delivery of juice rewards predicted by a visual stimulus Useful for decision making

DLPFC Reward encoding neurons are also found in the dorsolateral PFC (DLPFC) Neurons showed a difference in firing rate depending on large/small expected reward However, are these neurons encoding the value of the reward or a behavioral correlate of the reward (tensed muscles, heightened accuracy)?

Experiment 1 Comparison of reward encoding in the DLPFC and the OFC 2 monkeys choose between pictures associated with small/large fruit juice rewards

Experiment 1

Methods Each picture associated with delivery of a certain amount of juice Subjects learn to maximize reward Reward-picture contingencies reversed after 27 out of 30 successes Most important neuronal activity after 2nd picture appears

Methods Activity was recorded simultaneously from multiple electrodes in DLPFC and OFC 167 DLPFC neurons 134 OFC neurons

OFC Results Spike density histograms from 2 representative OFC neurons Activity recorded during predictive cue One neuron showed higher firing rate when the monkey expected 4 drops of juice Another encoded the reward in parametric fashion Firing rate not affected by saccade

OFC Results Figure 2

DLPFC Results DLPFC neurons show responses related to both reward and saccade One neuron discriminated between different amounts of juice only during right saccade Another encoded reward in parametric fashion (positive?) with a greater increase during left saccade

DLPFC Results Figure 3

Statistics 2-way ANOVA on mean firing rate with factors of Reward and Saccade OFC: 28% significant main effect of Reward 19% significant interaction with Saccade DLPFC 13% significant main effect of Reward 43% Reward-Saccade interaction

Statistics

Statistics Some neurons in both areas had similar properties: 27% parametric increase with reward size 15% parametric decrease with reward size 59% encode specific reward

ROC Analysis Sliding receiver operating characteristic (ROC) analysis of the selectivity time-course revealed differences in encoding of reward between OFC and DLPFC Probability that an independent observer could predict reward based on firing rate Starting from 500ms prior to 2nd picture an ROC curve was generated from 10ms increments

ROC Analysis Latency at which selectivity appeared was computed as the point at which the curve exceeded 0.6 No difference between OFC (mean 426ms) and DLPFC (mean 467ms) (t-test = 1, d.f. = 110, P > 0.1)

ROC Analysis Selectivity rose more rapidly and peaked earlier in OFC 80 ms earlier on average Short latency indicates OFC is encoding reward’s value rather than correlated behavioral/cognitive processes

ROC Analysis

Summary Neurons sensitive to expected reward are found in both the OFC and DLPFC OFC neurons encoded only reward while DLPFC neurons encoded reward and saccade OFC neurons encoded reward earlier than DLPFC

Summary Therefore OFC is first prefrontal region receiving reward information From basolateral amygdala Encodes immediate reward –Winstanley, CA et al From gustatory and olfactory cortices

Baxter, MG and Murray, EA The amygdala and reward

Summary DLPFC is where reward value converges with subjects actions: reward choice

Experiment 2 OFC response indicates to the motor system which action leads to largest reward However, decision making needs to be more complex Reward value is determined by (Reward – Cost) x P of success To what extent does OFC encode these variables?

Experiment 2 OFC may integrate all variables relevant to decision making to derive an abstract value signal Neuronal currency Another study tested whether PFC neurons were capable to responding to multiple parameters

Methods Monkeys were trained to choose between pictures associated with particular rewards Recordings from OFC, MPFC, and lateral PFC taken simultaneously

Methods 3 variables were manipulated: Probability: Some pictures predict fixed amount of juice on only a certain proportion of trials Reward: Some pictures were associated with varying amounts of juice Effort: Monkey had to earn fixed amount of juice by pressing a lever multiple times

Results 1/3 of PFC neurons responded parametrically to just 1 parameter Found in all 3 areas Some neurons responded to a combination of parameters Progressive increase from LPFC to OFC to MPFC 16% -> 27% -> 48%

Summary OFC and MPFC combine multiple variables in order to make a decision by deriving abstract value signals Too difficult to make direct comparisons between all possible choices Each choice can be valued against a common reference scale (currency) Example: how many bananas is your car worth?

Summary Abstract value signals allow flexibility and novelty Simplifies the task of the motor system Allows instantaneous choice Patients with OFC and MPFC damage show unusual patterns of decision making A > B , B > C but A < C

Conclusions Damage to the OFC impairs decision making while leaving other cognitive abilities intact OFC is implicated in reward info processing Must differentiate between reward and behavioral sequelae of reward Short latency of neuronal reward-related responses indicates encoding of reward’s value in OFC

Conclusions In contrast, DLPFC encodes reward info in relation to behavioral responses PFC neurons also encode other variables related to decision making, including probability of success and effort required OFC and MPFC neurons are responsible for integrating these variables to derive an abstract value signal