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Maier PM, Iggena D, Ploner CJ, Finke C. Memory consolidation affects the interplay of place and response navigation. Cortex 2024; 175:12-27. [PMID: 38701643 DOI: 10.1016/j.cortex.2024.04.002] [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: 11/03/2023] [Revised: 02/11/2024] [Accepted: 04/12/2024] [Indexed: 05/05/2024]
Abstract
Navigation through space is based on memory representations of landmarks ('place') or movement sequences ('response'). Over time, memory representations transform through consolidation. However, it is unclear how the transformation affects place and response navigation in humans. In the present study, healthy adults navigated to target locations in a virtual maze. The preference for using place and response strategies and the ability to recall place and response memories were tested after a delay of one hour (n = 31), one day (n = 30), or two weeks (n = 32). The different delays captured early-phase synaptic changes, changes after one night of sleep, and long-delay changes due to the reorganization of navigation networks. Our results show that the relative contributions of place and response navigation changed as a function of time. After a short delay of up to one day, participants preferentially used a place strategy and exhibited a high degree of visual landmark exploration. After a longer delay of two weeks, place strategy use decreased significantly. Participants now equally relied on place and response strategy use and increasingly repeated previously taken paths. Further analyses indicate that response strategy use predominantly occurred as a compensatory strategy in the absence of sufficient place memory. Over time, place memory faded before response memory. We suggest that the observed shift from place to response navigation is context-dependent since detailed landmark information, which strongly relied on hippocampal function, decayed faster than sequence information, which required less detail and depended on extra-hippocampal areas. We conclude that changes in place and response navigation likely reflect the reorganization of navigation networks during systems consolidation.
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Affiliation(s)
- Patrizia M Maier
- Charité - Universitätsmedizin Berlin, Department of Neurology, Berlin, Germany; Humboldt-Universität zu Berlin, Faculty of Philosophy, Berlin School of Mind and Brain, Berlin, Germany
| | - Deetje Iggena
- Charité - Universitätsmedizin Berlin, Department of Neurology, Berlin, Germany; Humboldt-Universität zu Berlin, Faculty of Philosophy, Berlin School of Mind and Brain, Berlin, Germany
| | - Christoph J Ploner
- Charité - Universitätsmedizin Berlin, Department of Neurology, Berlin, Germany
| | - Carsten Finke
- Charité - Universitätsmedizin Berlin, Department of Neurology, Berlin, Germany; Humboldt-Universität zu Berlin, Faculty of Philosophy, Berlin School of Mind and Brain, Berlin, Germany.
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2
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Kidder K, Gillis R, Miles J, Mizumori SJY. The medial prefrontal cortex during flexible decisions: Evidence for its role in distinct working memory processes. Hippocampus 2024; 34:141-155. [PMID: 38095152 DOI: 10.1002/hipo.23594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 10/31/2023] [Accepted: 11/25/2023] [Indexed: 02/20/2024]
Abstract
During decisions that involve working memory, task-related information must be encoded, maintained across delays, and retrieved. Few studies have attempted to causally disambiguate how different brain structures contribute to each of these components of working memory. In the present study, we used transient optogenetic disruptions of rat medial prefrontal cortex (mPFC) during a serial spatial reversal learning (SSRL) task to test its role in these specific working memory processes. By analyzing numerous performance metrics, we found: (1) mPFC disruption impaired performance during only the choice epoch of initial discrimination learning of the SSRL task; (2) mPFC disruption impaired performance in dissociable ways across all task epochs (delay, choice, return) during flexible decision-making; (3) mPFC disruption resulted in a reduction of the typical vicarious-trial-and-error rate modulation that was related to changes in task demands. Taken together, these findings suggest that the mPFC plays an outsized role in working memory retrieval, becomes involved in encoding and maintenance when recent memories conflict with task demands, and enables animals to flexibly utilize working memory to update behavior as environments change.
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Affiliation(s)
- Kevan Kidder
- Department of Psychology, University of Washington, Seattle, Washington, USA
| | - Ryan Gillis
- Department of Psychology, University of Washington, Seattle, Washington, USA
| | - Jesse Miles
- Graduate Program in Neuroscience, University of Washington, Seattle, Washington, USA
| | - Sheri J Y Mizumori
- Department of Psychology, University of Washington, Seattle, Washington, USA
- Graduate Program in Neuroscience, University of Washington, Seattle, Washington, USA
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3
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Nwakama CA, Durand-de Cuttoli R, Oketokoun ZM, Brown SO, Haller JE, Méndez A, Farshbaf MJ, Cho YZ, Ahmed S, Leng S, Ables JL, Sweis BM. Diabetes alters neuroeconomically dissociable forms of mental accounting. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.04.574210. [PMID: 38260368 PMCID: PMC10802482 DOI: 10.1101/2024.01.04.574210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Those with diabetes mellitus are at high-risk of developing psychiatric disorders, yet the link between hyperglycemia and alterations in motivated behavior has not been explored in detail. We characterized value-based decision-making behavior of a streptozocin-induced diabetic mouse model on a naturalistic neuroeconomic foraging paradigm called Restaurant Row. Mice made self-paced choices while on a limited time-budget accepting or rejecting reward offers as a function of cost (delays cued by tone-pitch) and subjective value (flavors), tested daily in a closed-economy system across months. We found streptozocin-treated mice disproportionately undervalued less-preferred flavors and inverted their meal-consumption patterns shifted toward a more costly strategy that overprioritized high-value rewards. We discovered these foraging behaviors were driven by impairments in multiple decision-making systems, including the ability to deliberate when engaged in conflict and cache the value of the passage of time in the form of sunk costs. Surprisingly, diabetes-induced changes in behavior depended not only on the type of choice being made but also the salience of reward-scarcity in the environment. These findings suggest complex relationships between glycemic regulation and dissociable valuation algorithms underlying unique cognitive heuristics and sensitivity to opportunity costs can disrupt fundamentally distinct computational processes and could give rise to psychiatric vulnerabilities.
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4
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Jarovi J, Pilkiw M, Takehara-Nishiuchi K. Prefrontal neuronal ensembles link prior knowledge with novel actions during flexible action selection. Cell Rep 2023; 42:113492. [PMID: 37999978 DOI: 10.1016/j.celrep.2023.113492] [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: 03/29/2023] [Revised: 10/23/2023] [Accepted: 11/10/2023] [Indexed: 11/26/2023] Open
Abstract
We make decisions based on currently perceivable information or an internal model of the environment. The medial prefrontal cortex (mPFC) and its interaction with the hippocampus have been implicated in the latter, model-based decision-making; however, the underlying computational properties remain incompletely understood. We have examined mPFC spiking and hippocampal oscillatory activity while rats flexibly select new actions using a known associative structure of environmental cues and outcomes. During action selection, the mPFC reinstates representations of the associative structure. These awake reactivation events are accompanied by synchronous firings among neurons coding the associative structure and those coding actions. Moreover, their functional coupling is strengthened upon the reactivation events leading to adaptive actions. In contrast, only cue-coding neurons improve functional coupling during hippocampal sharp wave ripples. Thus, the lack of direct experience disconnects the mPFC from the hippocampus to independently form self-organized neuronal ensemble dynamics linking prior knowledge with novel actions.
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Affiliation(s)
- Justin Jarovi
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 3G5, Canada
| | - Maryna Pilkiw
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 3G5, Canada
| | - Kaori Takehara-Nishiuchi
- Department of Cell and Systems Biology, University of Toronto, Toronto, ON M5S 3G5, Canada; Department of Psychology, University of Toronto, Toronto, ON M5S 3G3, Canada; Collaborative Program in Neuroscience, University of Toronto, Toronto, ON M5S 1A8, Canada.
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5
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Iggena D, Jeung S, Maier PM, Ploner CJ, Gramann K, Finke C. Multisensory input modulates memory-guided spatial navigation in humans. Commun Biol 2023; 6:1167. [PMID: 37963986 PMCID: PMC10646091 DOI: 10.1038/s42003-023-05522-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 10/30/2023] [Indexed: 11/16/2023] Open
Abstract
Efficient navigation is supported by a cognitive map of space. The hippocampus plays a key role for this map by linking multimodal sensory information with spatial memory representations. However, in human navigation studies, the full range of sensory information is often unavailable due to the stationarity of experimental setups. We investigated the contribution of multisensory information to memory-guided spatial navigation by presenting a virtual version of the Morris water maze on a screen and in an immersive mobile virtual reality setup. Patients with hippocampal lesions and matched controls navigated to memorized object locations in relation to surrounding landmarks. Our results show that availability of multisensory input improves memory-guided spatial navigation in both groups. It has distinct effects on navigational behaviour, with greater improvement in spatial memory performance in patients. We conclude that congruent multisensory information shifts computations to extrahippocampal areas that support spatial navigation and compensates for spatial navigation deficits.
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Affiliation(s)
- Deetje Iggena
- Charité - Universitätsmedizin Berlin, Department of Neurology, Augustenburger Platz 1, 13353, Berlin, Germany.
- Humboldt-Universität zu Berlin, Berlin School of Mind and Brain, Unter den Linden 6, 10099, Berlin, Germany.
| | - Sein Jeung
- Technische Universität Berlin, Department of Biological Psychology and Neuroergonomics, Fasanenstraße 1, 10623, Berlin, Germany
- Norwegian University of Science and Technology, Kavli Institute for Systems Neuroscience, Olav Kyrres gate 9,7030, Trondheim, Norway
- Max-Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1a, 04103, Leipzig, Germany
| | - Patrizia M Maier
- Charité - Universitätsmedizin Berlin, Department of Neurology, Augustenburger Platz 1, 13353, Berlin, Germany
- Humboldt-Universität zu Berlin, Berlin School of Mind and Brain, Unter den Linden 6, 10099, Berlin, Germany
| | - Christoph J Ploner
- Charité - Universitätsmedizin Berlin, Department of Neurology, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Klaus Gramann
- Technische Universität Berlin, Department of Biological Psychology and Neuroergonomics, Fasanenstraße 1, 10623, Berlin, Germany
- University of California, San Diego, Center for Advanced Neurological Engineering, 9500 Gilman Dr, La Jolla, CA, 92093, USA
| | - Carsten Finke
- Charité - Universitätsmedizin Berlin, Department of Neurology, Augustenburger Platz 1, 13353, Berlin, Germany
- Humboldt-Universität zu Berlin, Berlin School of Mind and Brain, Unter den Linden 6, 10099, Berlin, Germany
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6
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George AE, Stout JJ, Griffin AL. Pausing and reorienting behaviors enhance the performance of a spatial working memory task. Behav Brain Res 2023; 446:114410. [PMID: 36990355 PMCID: PMC10173357 DOI: 10.1016/j.bbr.2023.114410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 03/21/2023] [Accepted: 03/25/2023] [Indexed: 03/29/2023]
Abstract
During spatial working memory tasks, animals need to retain information about a previous trial in order to successfully select their next trajectory. Specifically, the delayed non-match to position task requires rats to follow a cued sample trajectory, then select the opposite route after a delay period. When faced with this choice, rats will occasionally exhibit complex behaviors, such as pausing and sweeping their head back and forth. These behaviors, called vicarious trial and error (VTE), are thought to be a behavioral manifestation of deliberation. However, we identified similarly complex behaviors during sample-phase traversals, despite the fact that these laps do not require a decision. First, we identified that these behaviors occurred more often after incorrect trials than before them, indicating that rats are retaining information between trials. Next, we determined that these pause-and-reorient (PAR) behaviors increased the likelihood of the next choice being selected correctly, suggesting that these behaviors assist the rat in successful task performance. Finally, we identified similarities between PARs and choice-phase VTEs, suggesting that VTEs may not only be reflective of deliberation, but may also contribute to a strategy for successful performance of spatial working memory tasks.
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Affiliation(s)
- Allison E George
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE 19716, USA
| | - John J Stout
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE 19716, USA
| | - Amy L Griffin
- Department of Psychological and Brain Sciences, University of Delaware, Newark, DE 19716, USA.
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7
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Alabi A, Vanderelst D, Minai AA. Rapid learning of spatial representations for goal-directed navigation based on a novel model of hippocampal place fields. Neural Netw 2023; 161:116-128. [PMID: 36745937 DOI: 10.1016/j.neunet.2023.01.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 12/16/2022] [Accepted: 01/11/2023] [Indexed: 01/21/2023]
Abstract
The discovery of place cells and other spatially modulated neurons in the hippocampal complex of rodents has been crucial to elucidating the neural basis of spatial cognition. More recently, the replay of neural sequences encoding previously experienced trajectories has been observed during consummatory behavior-potentially with implications for rapid learning, quick memory consolidation, and behavioral planning. Several promising models for robotic navigation and reinforcement learning have been proposed based on these and previous findings. Most of these models, however, use carefully engineered neural networks, and sometimes require long learning periods. In this paper, we present a self-organizing model incorporating place cells and replay, and demonstrate its utility for rapid one-shot learning in non-trivial environments with obstacles.
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Affiliation(s)
- Adedapo Alabi
- Department of Electrical & Computer Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
| | - Dieter Vanderelst
- Department of Electrical & Computer Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
| | - Ali A Minai
- Department of Electrical & Computer Engineering, University of Cincinnati, Cincinnati, OH, 45221, USA.
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8
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McLaughlin AE, Redish AD. Optogenetic disruption of the prelimbic cortex alters long-term decision strategy but not valuation on a spatial delay discounting task. Neurobiol Learn Mem 2023; 200:107734. [PMID: 36822467 PMCID: PMC10106449 DOI: 10.1016/j.nlm.2023.107734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 02/10/2023] [Accepted: 02/16/2023] [Indexed: 02/25/2023]
Abstract
Rats demonstrate a preference for smaller, immediate rewards over larger, delayed ones, a phenomenon known as delay-discounting (DD). Behavior arises from the interaction of multiple decision-making systems, and the medial prefrontal cortex (mPFC) has been identified as a central component in the mediation between these decision systems. To investigate the role of the prelimbic (PL) subregion of mPFC on decision strategy interaction, we compared two cohorts of rats (ChR2-opsin-expressing 'Active' and opsin-absent 'Control') on a spatial delay-discounting task while delivering in-vivo light stimulation into PL at the choice point of select trials. By analyzing the overall delay-adjustment along with deliberative and procedural behavioral strategy markers, our study revealed differences in the decision strategies used between the active and control animals despite both groups showing similar valuations. Control animals developed the expected shift from deliberative to procedural decision strategy on this task (indicated by reaching delay-stability, particularly during late-session laps); however, active-virus animals repeatedly over-adjusted around their preferred delay throughout the entire session, suggesting a significant deficit in procedural decision-making on this task. Active animals showed a significant decrease in proportion of vicarious trial and error events (VTE, a behavior correlated with deliberative processes) on delay adjustment laps relative to control animals. This points to a more nuanced role for VTE, not just in executing deliberation, but in shifting from deliberative to procedural processes. This opto-induced change in VTE was especially pronounced for late-session adjustment laps. We found no other session-by-session or lap-by-lap effects, leaving a particular role for PL in the long-term development of procedural strategies on this task.
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Affiliation(s)
- Amber E McLaughlin
- Department of Neuroscience, University of Minnesota Twin Cities, Minneapolis, MN, USA; Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota Twin Cities, Minneapolis, MN, USA.
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9
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Vertes RP, Linley SB, Rojas AKP. Structural and functional organization of the midline and intralaminar nuclei of the thalamus. Front Behav Neurosci 2022; 16:964644. [PMID: 36082310 PMCID: PMC9445584 DOI: 10.3389/fnbeh.2022.964644] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 07/07/2022] [Indexed: 12/03/2022] Open
Abstract
The midline and intralaminar nuclei of the thalamus form a major part of the "limbic thalamus;" that is, thalamic structures anatomically and functionally linked with the limbic forebrain. The midline nuclei consist of the paraventricular (PV) and paratenial nuclei, dorsally and the rhomboid and nucleus reuniens (RE), ventrally. The rostral intralaminar nuclei (ILt) consist of the central medial (CM), paracentral (PC) and central lateral (CL) nuclei. We presently concentrate on RE, PV, CM and CL nuclei of the thalamus. The nucleus reuniens receives a diverse array of input from limbic-related sites, and predominantly projects to the hippocampus and to "limbic" cortices. The RE participates in various cognitive functions including spatial working memory, executive functions (attention, behavioral flexibility) and affect/fear behavior. The PV receives significant limbic-related afferents, particularly the hypothalamus, and mainly distributes to "affective" structures of the forebrain including the bed nucleus of stria terminalis, nucleus accumbens and the amygdala. Accordingly, PV serves a critical role in "motivated behaviors" such as arousal, feeding/consummatory behavior and drug addiction. The rostral ILt receives both limbic and sensorimotor-related input and distributes widely over limbic and motor regions of the frontal cortex-and throughout the dorsal striatum. The intralaminar thalamus is critical for maintaining consciousness and directly participates in various sensorimotor functions (visuospatial or reaction time tasks) and cognitive tasks involving striatal-cortical interactions. As discussed herein, while each of the midline and intralaminar nuclei are anatomically and functionally distinct, they collectively serve a vital role in several affective, cognitive and executive behaviors - as major components of a brainstem-diencephalic-thalamocortical circuitry.
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Affiliation(s)
- Robert P. Vertes
- Center for Complex Systems and Brain Sciences, Florida Atlantic University, Boca Raton, FL, United States
- Department of Psychology, Florida Atlantic University, Boca Raton, FL, United States
| | - Stephanie B. Linley
- Center for Complex Systems and Brain Sciences, Florida Atlantic University, Boca Raton, FL, United States
- Department of Psychology, Florida Atlantic University, Boca Raton, FL, United States
- Department of Psychological Science, University of North Georgia, Dahlonega, GA, United States
| | - Amanda K. P. Rojas
- Center for Complex Systems and Brain Sciences, Florida Atlantic University, Boca Raton, FL, United States
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10
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The ventral midline thalamus coordinates prefrontal-hippocampal neural synchrony during vicarious trial and error. Sci Rep 2022; 12:10940. [PMID: 35768454 PMCID: PMC9243057 DOI: 10.1038/s41598-022-14707-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 06/10/2022] [Indexed: 11/22/2022] Open
Abstract
When faced with difficult choices, the possible outcomes are considered through a process known as deliberation. In rats, deliberation is thought to be reflected by pause-and-reorienting behaviors, better known as vicarious trial and errors (VTEs). While VTEs are thought to require medial prefrontal cortex (mPFC) and dorsal hippocampal (dHPC) interactions, no empirical evidence has yet demonstrated such a dual requirement. The nucleus reuniens (Re) of the ventral midline thalamus is anatomically connected with both the mPFC and dHPC, is required for HPC-dependent spatial memory tasks, and is critical for mPFC-dHPC neural synchronization. Currently, it is unclear if, or how, the Re is involved in deliberation. Therefore, by examining the role of the Re on VTE behaviors, we can better understand the anatomical and physiological mechanisms supporting deliberation. Here, we examined the impact of Re suppression on VTE behaviors and mPFC-dHPC theta synchrony during asymptotic performance of a HPC-dependent delayed alternation (DA) task. Pharmacological suppression of the Re increased VTE behaviors that occurred with repetitive choice errors. These errors were best characterized as perseverative behaviors, in which some rats repeatedly selected a goal arm that previously yielded no reward. We then examined the impact of Re suppression on mPFC-dHPC theta synchrony during VTEs. We found that during VTEs, Re inactivation was associated with a reduction in mPFC-dHPC theta coherence and mPFC-to-dHPC theta directionality. Our findings suggest that the Re contributes to deliberation by coordinating mPFC-dHPC neural interactions.
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11
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Redish AD, Kepecs A, Anderson LM, Calvin OL, Grissom NM, Haynos AF, Heilbronner SR, Herman AB, Jacob S, Ma S, Vilares I, Vinogradov S, Walters CJ, Widge AS, Zick JL, Zilverstand A. Computational validity: using computation to translate behaviours across species. Philos Trans R Soc Lond B Biol Sci 2022; 377:20200525. [PMID: 34957854 PMCID: PMC8710889 DOI: 10.1098/rstb.2020.0525] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 07/28/2021] [Indexed: 11/12/2022] Open
Abstract
We propose a new conceptual framework (computational validity) for translation across species and populations based on the computational similarity between the information processing underlying parallel tasks. Translating between species depends not on the superficial similarity of the tasks presented, but rather on the computational similarity of the strategies and mechanisms that underlie those behaviours. Computational validity goes beyond construct validity by directly addressing questions of information processing. Computational validity interacts with circuit validity as computation depends on circuits, but similar computations could be accomplished by different circuits. Because different individuals may use different computations to accomplish a given task, computational validity suggests that behaviour should be understood through the subject's point of view; thus, behaviour should be characterized on an individual level rather than a task level. Tasks can constrain the computational algorithms available to a subject and the observed subtleties of that behaviour can provide information about the computations used by each individual. Computational validity has especially high relevance for the study of psychiatric disorders, given the new views of psychiatry as identifying and mediating information processing dysfunctions that may show high inter-individual variability, as well as for animal models investigating aspects of human psychiatric disorders. This article is part of the theme issue 'Systems neuroscience through the lens of evolutionary theory'.
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Affiliation(s)
- A. David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, MN 55455, USA
| | - Adam Kepecs
- Department of Neuroscience, Washington University in St. Louis, St Louis, MO 63110, USA
- Department of Psychiatry, Washington University in St. Louis, St Louis, MO 63110, USA
| | - Lisa M. Anderson
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Olivia L. Calvin
- Department of Neuroscience, University of Minnesota, Minneapolis, MN 55455, USA
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Nicola M. Grissom
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Ann F. Haynos
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | | | - Alexander B. Herman
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Suma Jacob
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Sisi Ma
- Department of Medicine - Institute for Health Informatics, University of Minnesota, Minneapolis, MN 55455, USA
| | - Iris Vilares
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Sophia Vinogradov
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Cody J. Walters
- Graduate Program in Neuroscience, University of Minnesota, Minneapolis, MN 55455, USA
| | - Alik S. Widge
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Jennifer L. Zick
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
| | - Anna Zilverstand
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN 55455, USA
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12
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Scalp recorded theta activity is modulated by reward, direction, and speed during virtual navigation in freely moving humans. Sci Rep 2022; 12:2041. [PMID: 35132101 PMCID: PMC8821620 DOI: 10.1038/s41598-022-05955-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 01/18/2022] [Indexed: 12/04/2022] Open
Abstract
Theta oscillations (~ 4–12 Hz) are dynamically modulated by speed and direction in freely moving animals. However, due to the paucity of electrophysiological recordings of freely moving humans, this mechanism remains poorly understood. Here, we combined mobile-EEG with fully immersive virtual-reality to investigate theta dynamics in 22 healthy adults (aged 18–29 years old) freely navigating a T-maze to find rewards. Our results revealed three dynamic periods of theta modulation: (1) theta power increases coincided with the participants’ decision-making period; (2) theta power increased for fast and leftward trials as subjects approached the goal location; and (3) feedback onset evoked two phase-locked theta bursts over the right temporal and frontal-midline channels. These results suggest that recording scalp EEG in freely moving humans navigating a simple virtual T-maze can be utilized as a powerful translational model by which to map theta dynamics during “real-life” goal-directed behavior in both health and disease.
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13
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Bennett MS. What Behavioral Abilities Emerged at Key Milestones in Human Brain Evolution? 13 Hypotheses on the 600-Million-Year Phylogenetic History of Human Intelligence. Front Psychol 2021; 12:685853. [PMID: 34393912 PMCID: PMC8358274 DOI: 10.3389/fpsyg.2021.685853] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 06/16/2021] [Indexed: 01/24/2023] Open
Abstract
This paper presents 13 hypotheses regarding the specific behavioral abilities that emerged at key milestones during the 600-million-year phylogenetic history from early bilaterians to extant humans. The behavioral, intellectual, and cognitive faculties of humans are complex and varied: we have abilities as diverse as map-based navigation, theory of mind, counterfactual learning, episodic memory, and language. But these faculties, which emerge from the complex human brain, are likely to have evolved from simpler prototypes in the simpler brains of our ancestors. Understanding the order in which behavioral abilities evolved can shed light on how and why our brains evolved. To propose these hypotheses, I review the available data from comparative psychology and evolutionary neuroscience.
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14
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Schmidt B, Redish AD. Disrupting the medial prefrontal cortex with designer receptors exclusively activated by designer drug alters hippocampal sharp-wave ripples and their associated cognitive processes. Hippocampus 2021; 31:1051-1067. [PMID: 34107138 DOI: 10.1002/hipo.23367] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 05/10/2021] [Accepted: 05/19/2021] [Indexed: 11/09/2022]
Abstract
The hippocampus and medial prefrontal cortex (mPFC) interact during a myriad of cognitive processes including decision-making and long-term memory consolidation. Exactly how the mPFC and hippocampus interact during goal-directed decision-making remains to be fully elucidated. During periods of rest, bursts of high-frequency oscillations, termed sharp-wave ripple (SWR), appear in the local field potential. Impairing SWRs on the maze or during post-learning rest can interfere with memory-guided decision-making and memory consolidation. We hypothesize that the hippocampus and mPFC bidirectionally interact during SWRs to support memory consolidation and decision-making. Rats were trained on the neuroeconomic spatial decision-making task, Restaurant Row, to make serial stay-skip decisions where the amount of effort (delay to reward) varied upon entry to each restaurant. Hippocampal cells and SWRs were recorded in rats with the mPFC transduced with inhibitory DREADDs. We found that disrupting the mPFC impaired consolidating SWRs in the hippocampus. Hippocampal SWR rates depended on the internalized value of the reward (derived from individual flavor preferences), a parameter important in decision-making, and disrupting the mPFC changed this relationship. Additionally, we found a dissociation between SWRs that occurred while rats were on the maze dependent upon whether those SWRs occurred while the rat was anticipating food reward or during post-reward consumption.
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Affiliation(s)
- Brandy Schmidt
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota, USA
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15
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A selective role for the
mPFC
during choice and deliberation, but not spatial memory retention over short delays. Hippocampus 2021; 31:690-700. [DOI: 10.1002/hipo.23306] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Revised: 11/09/2020] [Accepted: 01/09/2021] [Indexed: 01/29/2023]
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16
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McLaughlin AE, Diehl GW, Redish AD. Potential roles of the rodent medial prefrontal cortex in conflict resolution between multiple decision-making systems. INTERNATIONAL REVIEW OF NEUROBIOLOGY 2020; 158:249-281. [PMID: 33785147 PMCID: PMC8211383 DOI: 10.1016/bs.irn.2020.11.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Mammalian decision-making is mediated by the interaction of multiple, neurally and computationally separable decision systems. Having multiple systems requires a mechanism to manage conflict and converge onto the selection of singular actions. A long history of evidence has pointed to the prefrontal cortex as a central component in processing the interactions between distinct decision systems and resolving conflicts among them. In this chapter we review four theories of how that interaction might occur and identify how the medial prefrontal cortex in the rodent may be involved in each theory. We then present experimental predictions implied by the neurobiological data in the context of each theory as a starting point for future investigation of medial prefrontal cortex and decision-making.
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Affiliation(s)
- Amber E McLaughlin
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, United States
| | - Geoffrey W Diehl
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, United States
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, MN, United States.
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17
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Goldenberg JE, Lentzou S, Ackert-Smith L, Knowlton H, Dash MB. Interindividual differences in memory system local field potential activity predict behavioral strategy on a dual-solution T-maze. Hippocampus 2020; 30:1313-1326. [PMID: 32894595 DOI: 10.1002/hipo.23258] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 08/11/2020] [Accepted: 08/13/2020] [Indexed: 12/31/2022]
Abstract
Individuals can use diverse behavioral strategies to navigate their environment including hippocampal-dependent place strategies reliant upon cognitive maps and striatal-dependent response strategies reliant upon egocentric body turns. The existence of multiple memory systems appears to facilitate successful navigation across a wide range of environmental and physiological conditions. The mechanisms by which these systems interact to ultimately generate a unitary behavioral response, however, remain unclear. We trained 20 male, Sprague-Dawley rats on a dual-solution T-maze while simultaneously recording local field potentials that were targeted to the dorsolateral striatum and dorsal hippocampus. Eight rats spontaneously exhibited a place strategy while the remaining 12 rats exhibited a response strategy. Interindividual differences in behavioral strategy were associated with distinct patterns of LFP activity between the dorsolateral striatum and dorsal hippocampus. Specifically, striatal-hippocampal theta activity was in-phase in response rats and out-of-phase in place rats and response rats exhibited elevated striatal-hippocampal coherence across a wide range of frequency bands. These contrasting striatal-hippocampal activity regimes were (a) present during both maze-learning and a 30 min premaze habituation period and (b) could be used to train support vector machines to reliably predict behavioral strategy. Distinct patterns of neuronal activity across multiple memory systems, therefore, appear to bias behavioral strategy selection and thereby contribute to interindividual differences in behavior.
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Affiliation(s)
| | - Stergiani Lentzou
- Program in Neuroscience, Middlebury College, Middlebury, Vermont, USA
| | - Lyn Ackert-Smith
- Program in Neuroscience, Middlebury College, Middlebury, Vermont, USA
| | - Harrison Knowlton
- Program in Neuroscience, Middlebury College, Middlebury, Vermont, USA
| | - Michael B Dash
- Program in Neuroscience, Middlebury College, Middlebury, Vermont, USA.,Department of Psychology, Middlebury College, Middlebury, Vermont, USA
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18
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Keller AM, Taylor HA, Brunyé TT. Uncertainty promotes information-seeking actions, but what information? COGNITIVE RESEARCH-PRINCIPLES AND IMPLICATIONS 2020; 5:42. [PMID: 32894402 PMCID: PMC7477035 DOI: 10.1186/s41235-020-00245-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 08/06/2020] [Indexed: 12/20/2022]
Abstract
Navigating an unfamiliar city almost certainly brings out uncertainty about getting from place to place. This uncertainty, in turn, triggers information gathering. While navigational uncertainty is common, little is known about what type of information people seek when they are uncertain. The primary choices for information types with environments include landmarks (distal or local), landmark configurations (relation between two or more landmarks), and a distinct geometry, at least for some environments. Uncertainty could lead individuals to more likely seek one of these information types. Extant research informs both predictions about and empirical work exploring this question. This review covers relevant cognitive literature and then suggests empirical approaches to better understand information-seeking actions triggered by uncertainty. Notably, we propose that examining continuous navigation data can provide important insights into information seeking. Benefits of continuous data will be elaborated through one paradigm, spatial reorientation, which intentionally induces uncertainty through disorientation and cue conflict. While this and other methods have been used previously, data have primarily reflected only the final choice. Continuous behavior during a task can better reveal the cognition-action loop contributing to spatial learning and decision making.
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Affiliation(s)
- Ashlynn M Keller
- Department of Psychology, Tufts University, 490 Boston Ave., Medford, MA, 02155, USA.
| | - Holly A Taylor
- Department of Psychology, Tufts University, 490 Boston Ave., Medford, MA, 02155, USA.,Tufts University, Center for Applied Brain and Cognitive Sciences, 200 Boston Ave., Suite 1800, Medford, MA, 02155, USA
| | - Tad T Brunyé
- Tufts University, Center for Applied Brain and Cognitive Sciences, 200 Boston Ave., Suite 1800, Medford, MA, 02155, USA.,US Army CCDC Soldier Center, 15 General Greene Ave., Natick, MA, 01760, USA
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19
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Amemiya S, Ishida M, Kubota N, Nishijima T, Kita I. Stress drives deliberative tendencies by influencing vicarious trial and error in decision making. Neurobiol Learn Mem 2020; 174:107276. [PMID: 32693161 DOI: 10.1016/j.nlm.2020.107276] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 06/27/2020] [Accepted: 07/06/2020] [Indexed: 11/29/2022]
Abstract
Previous studies have reported the effects of stress on decision making. However, the wide range of findings make it difficult to identify the fundamental effects of stress on decision making and, therefore, how stress affects decision making remains unknown. To investigate the influence of stress on decision making, we employed "vicarious trial and error" (VTE), which refers to a rat's behavior of orienting the head toward options at a decision point. VTE is thought to reflect mental simulation for possible options preceding a decision. We examined effects of acute restraint stress on VTE in a T-maze choice task. VTE depended on learning and past reward outcomes. Acute restraint stress before rats ran the T-maze choice task induced VTE, especially in trials with low demand of VTE, and increased the number of head orientations and time spent during each VTE. On the other hand, stress did not affect task performance (probability of advantageous choice) and patterns of behavioral choice (win-stay lose-shift, exploration-exploitation). In addition, stress activated serotonergic and noradrenergic neurons in the dorsal raphe nucleus and locus coeruleus, which are modulators of impulsivity and attentional control in decision making. These results suggest that stress in decision making drives the VTE process, which may lead to deep consideration, over-thinking, and indecisiveness.
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Affiliation(s)
- Seiichiro Amemiya
- Department of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan.
| | - Maina Ishida
- Department of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Natsuko Kubota
- Department of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Takeshi Nishijima
- Department of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan
| | - Ichiro Kita
- Department of Human Health Sciences, Tokyo Metropolitan University, Tokyo, Japan.
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20
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Meyer-Mueller C, Jacob PY, Montenay JY, Poitreau J, Poucet B, Chaillan FA. Dorsal, but not ventral, hippocampal inactivation alters deliberation in rats. Behav Brain Res 2020; 390:112622. [DOI: 10.1016/j.bbr.2020.112622] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Revised: 03/05/2020] [Accepted: 03/24/2020] [Indexed: 02/05/2023]
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21
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Chiba AA, Krichmar JL. Neurobiologically Inspired Self-Monitoring Systems. PROCEEDINGS OF THE IEEE. INSTITUTE OF ELECTRICAL AND ELECTRONICS ENGINEERS 2020; 108:976-986. [PMID: 34621081 PMCID: PMC8494143 DOI: 10.1109/jproc.2020.2979233] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
In this article, we explore neurobiological principles that could be deployed in systems requiring self-preservation, adaptive control, and contextual awareness. We start with low-level control for sensor processing and motor reflexes. We then discuss how critical it is at an intermediate level to maintain homeostasis and predict system set points. We end with a discussion at a high-level, or cognitive level, where planning and prediction can further monitor the system and optimize performance. We emphasize the information flow between these levels both from a systems neuroscience and an engineering point of view. Throughout the paper, we describe the brain systems that carry out these functions and provide examples from artificial intelligence, machine learning, and robotics that include these features. Our goal is to show how biological organisms performing self-monitoring can inspire the design of autonomous and embedded systems.
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Affiliation(s)
- Andrea A Chiba
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA 92093 USA
| | - Jeffrey L Krichmar
- Department of Cognitive Sciences, Department of Computer Science, University of California, Irvine, Irvine, CA, 92697-5100 USA
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22
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Hasz BM, Redish AD. Dorsomedial prefrontal cortex and hippocampus represent strategic context even while simultaneously changing representation throughout a task session. Neurobiol Learn Mem 2020; 171:107215. [PMID: 32276121 DOI: 10.1016/j.nlm.2020.107215] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2020] [Revised: 03/07/2020] [Accepted: 03/18/2020] [Indexed: 02/06/2023]
Abstract
Dorsomedial prefrontal cortex (dmPFC) and hippocampus (HPC) are thought to play complementary roles in a spatial working memory and decision-making network, where spatial information from HPC informs representations in dmPFC, and contextual information from dmPFC biases how HPC recalls that information. We recorded simultaneously from neural ensembles in rodent dmPFC and HPC as rats performed a rule-switching task, and found that ensembles in dmPFC and HPC simultaneously encoded task contingencies and other time-varying information. While ensembles in HPC transitioned to represent new contingencies at the same time as rats updated their strategies to be consistent with the new contingency, dmPFC ensembles transitioned earlier. Neural representations of other time-varying information also changed faster in dmPFC than in HPC. Our results suggest that HPC and dmPFC represent contingencies while simultaneously representing other information which changes over time, and that this contextual information is integrated into hippocampal representations more slowly than in dmPFC.
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Affiliation(s)
- Brendan M Hasz
- Graduate Program in Neuroscience, University of Minnesota Twin Cities, Minneapolis, MN, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota Twin Cities, Minneapolis, MN, USA.
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23
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Drieu C, Zugaro M. Hippocampal Sequences During Exploration: Mechanisms and Functions. Front Cell Neurosci 2019; 13:232. [PMID: 31263399 PMCID: PMC6584963 DOI: 10.3389/fncel.2019.00232] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Accepted: 05/08/2019] [Indexed: 12/13/2022] Open
Abstract
Although the hippocampus plays a critical role in spatial and episodic memories, the mechanisms underlying memory formation, stabilization, and recall for adaptive behavior remain relatively unknown. During exploration, within single cycles of the ongoing theta rhythm that dominates hippocampal local field potentials, place cells form precisely ordered sequences of activity. These neural sequences result from the integration of both external inputs conveying sensory-motor information, and intrinsic network dynamics possibly related to memory processes. Their endogenous replay during subsequent sleep is critical for memory consolidation. The present review discusses possible mechanisms and functions of hippocampal theta sequences during exploration. We present several lines of evidence suggesting that these neural sequences play a key role in information processing and support the formation of initial memory traces, and discuss potential functional distinctions between neural sequences emerging during theta vs. awake sharp-wave ripples.
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Affiliation(s)
- Céline Drieu
- Center for Interdisciplinary Research in Biology, Collège de France, CNRS UMR 7241, INSERM U 1050, PSL Research University, Paris, France
| | - Michaël Zugaro
- Center for Interdisciplinary Research in Biology, Collège de France, CNRS UMR 7241, INSERM U 1050, PSL Research University, Paris, France
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24
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Schmidt B, Duin AA, Redish AD. Disrupting the medial prefrontal cortex alters hippocampal sequences during deliberative decision making. J Neurophysiol 2019; 121:1981-2000. [PMID: 30892976 PMCID: PMC6620703 DOI: 10.1152/jn.00793.2018] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2018] [Revised: 01/25/2019] [Accepted: 03/15/2019] [Indexed: 01/10/2023] Open
Abstract
Current theories of deliberative decision making suggest that deliberative decisions arise from imagined simulations that require interactions between the prefrontal cortex and hippocampus. In rodent navigation experiments, hippocampal theta sequences advance from the location of the rat ahead to the subsequent goal. To examine the role of the medial prefrontal cortex (mPFC) on the hippocampus, we disrupted the mPFC with DREADDs (designer receptors exclusively activated by designer drugs). Using the Restaurant Row foraging task, we found that mPFC disruption resulted in decreased vicarious trial and error behavior, reduced the number of theta sequences, and impaired theta sequences in hippocampus. mPFC disruption led to larger changes in the initiation of the hippocampal theta sequences that represent the current location of the rat rather than to the later portions that represent the future outcomes. These data suggest that the mPFC likely provides an important component to the initiation of deliberative sequences and provides support for an episodic-future thinking, working memory interpretation of deliberation. NEW & NOTEWORTHY The medial prefrontal cortex (mPFC) and hippocampus interact during deliberative decision making. Disruption of the mPFC impaired hippocampal processes, including the local and nonlocal representations of space along each theta cycle and the initiation of hippocampal theta sequences, while sparing place cell firing characteristics and phase precession. mPFC disruption reduced the deliberative behavioral process vicarious trial and error and improved economic behaviors on this task.
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Affiliation(s)
- Brandy Schmidt
- Department of Neuroscience, University of Minnesota , Minneapolis, Minnesota
| | - Anneke A Duin
- Department of Neuroscience, University of Minnesota , Minneapolis, Minnesota
| | - A David Redish
- Department of Neuroscience, University of Minnesota , Minneapolis, Minnesota
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25
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Kreher MA, Johnson SA, Mizell JM, Chetram DK, Guenther DT, Lovett SD, Setlow B, Bizon JL, Burke SN, Maurer AP. The perirhinal cortex supports spatial intertemporal choice stability. Neurobiol Learn Mem 2019; 162:36-46. [PMID: 31125611 DOI: 10.1016/j.nlm.2019.05.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 04/23/2019] [Accepted: 05/18/2019] [Indexed: 10/26/2022]
Abstract
In order to optimize outcomes in the face of uncertainty, one must recall past experiences and extrapolate to the future by assigning values to different choice outcomes. This behavior requires an interplay between memory and reward valuation, necessitating communication across many brain regions. At the anatomical nexus of this interplay is the perirhinal cortex (PRC). The PRC is densely connected to the amygdala and orbital frontal cortex, regions that have been implicated in reward-based decision making, as well as the hippocampus. Thus, the PRC could serve as a hub for integrating memory, reward, and prediction. The PRC's role in value-based decision making, however, has not been empirically examined. Therefore, we tested the role of the PRC in a spatial delay discounting task, which allows rats to choose between a 1-s delay for a small food reward and a variable delay for a large food reward, with the delay to the large reward increasing after choice of each large reward and decreasing after each small reward. The rat can therefore adjust the delay by consecutively choosing the same reward or stabilize the delay by alternating between sides. The latter has been shown to occur once the 'temporal cost' of the large reward is established and is a decision-making process termed 'exploitation'. When the PRC was bilaterally inactivated with the GABA(A) agonist muscimol, rats spent fewer trials successfully exploiting to maintain a fixed delay compared to the vehicle control condition. Moreover, PRC inactivation resulted in an increased number of vicarious trial and error (VTE) events at the choice point, where rats had to decide between the two rewards. These behavioral patterns suggest that the PRC is critical for maintaining stability in linking a choice to a reward outcome in the face of a variable cost.
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Affiliation(s)
- M A Kreher
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - S A Johnson
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - J-M Mizell
- Department of Psychology, University of Arizona, Tucson, AZ, United States
| | - D K Chetram
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - D T Guenther
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - S D Lovett
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - B Setlow
- Department of Psychiatry, University of Florida, Gainesville, FL, United States
| | - J L Bizon
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States
| | - S N Burke
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States; Intittute on Aging, University of Florida, Gainesville, FL, United States
| | - A P Maurer
- McKnight Brain Institute, Department of Neuroscience, University of Florida, Gainesville, FL, United States; Department of Biomedical Engineering, United States; Engineering School of Sustainable Infrastructure and Environment, University of Florida, Gainesville, FL, United States.
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26
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Santos-Pata D, Verschure PFMJ. Human Vicarious Trial and Error Is Predictive of Spatial Navigation Performance. Front Behav Neurosci 2018; 12:237. [PMID: 30369873 PMCID: PMC6195106 DOI: 10.3389/fnbeh.2018.00237] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2018] [Accepted: 09/21/2018] [Indexed: 11/13/2022] Open
Abstract
When learning new environments, rats often pause at decision points and look back and forth over their possible trajectories as if they were imagining the future outcome of their actions, a behavior termed “Vicarious trial and error” (VTE). As the animal learns the environmental configuration, rats change from deliberative to habitual behavior, and VTE tends to disappear, suggesting a functional relevance in the early stages of learning. Despite the extensive research on spatial navigation, learning and VTE in the rat model, fewer studies have focused on humans. Here, we tested whether head-scanning behaviors that humans typically exhibit during spatial navigation are as predictive of spatial learning as in the rat. Subjects performed a goal-oriented virtual navigation task in a symmetric environment. Spatial learning was assessed through the analysis of trajectories, timings, and head orientations, under habitual and deliberative spatial navigation conditions. As expected, we found that trajectory length and duration decreased with the trial number, implying that subjects learned the spatial configuration of the environment over trials. Interestingly, IdPhi (a standard metric of VTE) also decreased with the trial number, suggesting that humans benefit from the same head-orientation scanning behavior as rats at spatial decision-points. Moreover, IdPhi captured exclusively at the first decision-point of each trial, was correlated with trial trajectory duration and length. Our findings demonstrate that in VTE is a signature of the stage of spatial learning in humans, and can be used to predict performance in navigation tasks with high accuracy.
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Affiliation(s)
- Diogo Santos-Pata
- SPECS: The Perceptive, Emotive and Cognitive Systems Group, Barcelona, Spain.,Institute for Bioengineering of Catalonia, Barcelona, Spain.,Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Paul F M J Verschure
- SPECS: The Perceptive, Emotive and Cognitive Systems Group, Barcelona, Spain.,Institute for Bioengineering of Catalonia, Barcelona, Spain.,Barcelona Institute of Science and Technology, Barcelona, Spain.,Catalan Institution for Research and Advanced Studies, Barcelona, Spain
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27
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Sweis BM, Thomas MJ, Redish AD. Beyond simple tests of value: measuring addiction as a heterogeneous disease of computation-specific valuation processes. ACTA ACUST UNITED AC 2018; 25:501-512. [PMID: 30115772 PMCID: PMC6097760 DOI: 10.1101/lm.047795.118] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Accepted: 07/06/2018] [Indexed: 12/13/2022]
Abstract
Addiction is considered to be a neurobiological disorder of learning and memory because addiction is capable of producing lasting changes in the brain. Recovering addicts chronically struggle with making poor decisions that ultimately lead to relapse, suggesting a view of addiction also as a neurobiological disorder of decision-making information processing. How the brain makes decisions depends on how decision-making processes access information stored as memories in the brain. Advancements in circuit-dissection tools and recent theories in neuroeconomics suggest that neurally dissociable valuation processes access distinct memories differently, and thus are uniquely susceptible as the brain changes during addiction. If addiction is to be considered a neurobiological disorder of memory, and thus decision-making, the heterogeneity with which information is both stored and processed must be taken into account in addiction studies. Addiction etiology can vary widely from person to person. We propose that addiction is not a single disease, nor simply a disorder of learning and memory, but rather a collection of symptoms of heterogeneous neurobiological diseases of distinct circuit-computation-specific decision-making processes.
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Affiliation(s)
- Brian M Sweis
- Graduate Program in Neuroscience and Medical Scientist Training Program, University of Minnesota, Minneapolis, Minnesota 55455, USA.,Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - Mark J Thomas
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA.,Department of Psychology, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA
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28
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Hasz BM, Redish AD. Deliberation and Procedural Automation on a Two-Step Task for Rats. Front Integr Neurosci 2018; 12:30. [PMID: 30123115 PMCID: PMC6085996 DOI: 10.3389/fnint.2018.00030] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Accepted: 07/02/2018] [Indexed: 11/25/2022] Open
Abstract
Current theories suggest that decision-making arises from multiple, competing action-selection systems. Rodent studies dissociate deliberation and procedural behavior, and find a transition from procedural to deliberative behavior with experience. However, it remains unknown how this transition from deliberative to procedural control evolves within single trials, or within blocks of repeated choices. We adapted for rats a two-step task which has been used to dissociate model-based from model-free decisions in humans. We found that a mixture of model-based and model-free algorithms was more likely to explain rat choice strategies on the task than either model-based or model-free algorithms alone. This task contained two choices per trial, which provides a more complex and non-discrete per-trial choice structure. This task structure enabled us to evaluate how deliberative and procedural behavior evolved within-trial and within blocks of repeated choice sequences. We found that vicarious trial and error (VTE), a behavioral correlate of deliberation in rodents, was correlated between the two choice points on a given lap. We also found that behavioral stereotypy, a correlate of procedural automation, increased with the number of repeated choices. While VTE at the first choice point decreased [corrected] with the number of repeated choices, VTE at the second choice point did not, and only increased after unexpected transitions within the task. This suggests that deliberation at the beginning of trials may correspond to changes in choice patterns, while mid-trial deliberation may correspond to an interruption of a procedural process.
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Affiliation(s)
- Brendan M. Hasz
- Graduate Program in Neuroscience, University of Minnesota Twin CitiesMinneapolis, MN, United States
| | - A. David Redish
- Department of Neuroscience, University of Minnesota Twin CitiesMinneapolis, MN, United States
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29
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Weiss S, Derdikman D. Role of the head-direction signal in spatial tasks: when and how does it guide behavior? J Neurophysiol 2018. [PMID: 29537921 DOI: 10.1152/jn.00560.2017] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Since their discovery, mammalian head-direction (HD) cells have been extensively researched in terms of sensory origins, external cue control, and circuitry. However, the relationship of HD cells to behavior is not yet fully understood. In the current review, we examine the anatomical clues for information flow in the HD circuit and an emerging body of evidence that links neural activity of HD cells and spatial orientation. We hypothesize from results obtained in spatial orientation tasks involving HD cells that when properly aligned with available external cues, the HD signal could be used for guiding rats to a goal location. However, contradictory inputs from separate sensory systems may reduce the influence of the HD signal such that animals are able to switch between this and other systems according to their impact on behavior.
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Affiliation(s)
- Shahaf Weiss
- Department of Neuroscience, Rappaport Faculty of Medicine and Research Institute, Technion - Israel Institute of Technology , Haifa , Israel.,School of Zoology, George Wise Faculty of Life Sciences, Tel Aviv University , Ramat-Aviv , Israel.,Max Planck Institute for Brain Research , Frankfurt am Main , Germany
| | - Dori Derdikman
- Department of Neuroscience, Rappaport Faculty of Medicine and Research Institute, Technion - Israel Institute of Technology , Haifa , Israel
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30
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Raiesdana S. Modeling the interaction of navigational systems in a reward-based virtual navigation task. J Integr Neurosci 2018. [DOI: 10.3233/jin-170036] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Affiliation(s)
- Somayeh Raiesdana
- Faculty of Electrical, Biomedical and Mechatronics Engineering, Qazvin Brach, Islamic Azad University, Qazvin, Iran. E-mail:
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31
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Roschlau C, Hauber W. Effects of dorsal hippocampus catecholamine depletion on paired-associates learning and place learning in rats. Behav Brain Res 2017; 323:124-132. [PMID: 28153394 DOI: 10.1016/j.bbr.2017.01.038] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Revised: 01/20/2017] [Accepted: 01/24/2017] [Indexed: 12/20/2022]
Abstract
Growing evidence suggests that the catecholamine (CA) neurotransmitters dopamine and noradrenaline support hippocampus-mediated learning and memory. However, little is known to date about which forms of hippocampus-mediated spatial learning are modulated by CA signaling in the hippocampus. Therefore, in the current study we examined the effects of 6-hydroxydopamine-induced CA depletion in the dorsal hippocampus on two prominent forms of hippocampus-based spatial learning, that is learning of object-location associations (paired-associates learning) as well as learning and choosing actions based on a representation of the context (place learning). Results show that rats with CA depletion of the dorsal hippocampus were able to learn object-location associations in an automated touch screen paired-associates learning (PAL) task. One possibility to explain this negative result is that object-location learning as tested in the touchscreen PAL task seems to require relatively little hippocampal processing. Results further show that in rats with CA depletion of the dorsal hippocampus the use of a response strategy was facilitated in a T-maze spatial learning task. We suspect that impaired hippocampus CA signaling may attenuate hippocampus-based place learning and favor dorsolateral striatum-based response learning.
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Affiliation(s)
- Corinna Roschlau
- Department Animal Physiology, University of Stuttgart, D-70550 Stuttgart, Germany
| | - Wolfgang Hauber
- Department Animal Physiology, University of Stuttgart, D-70550 Stuttgart, Germany.
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32
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Papale AE, Zielinski MC, Frank LM, Jadhav SP, Redish AD. Interplay between Hippocampal Sharp-Wave-Ripple Events and Vicarious Trial and Error Behaviors in Decision Making. Neuron 2016; 92:975-982. [PMID: 27866796 DOI: 10.1016/j.neuron.2016.10.028] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Revised: 07/14/2016] [Accepted: 09/22/2016] [Indexed: 11/25/2022]
Abstract
Current theories posit that memories encoded during experiences are subsequently consolidated into longer-term storage. Hippocampal sharp-wave-ripple (SWR) events have been linked to this consolidation process during sleep, but SWRs also occur during awake immobility, where their role remains unclear. We report that awake SWR rates at the reward site are inversely related to the prevalence of vicarious trial and error (VTE) behaviors, thought to be involved in deliberation processes. SWR rates were diminished immediately after VTE behaviors and an increase in the rate of SWR events at the reward site predicted a decrease in subsequent VTE behaviors at the choice point. Furthermore, SWR disruptions increased VTE behaviors. These results suggest an inverse relationship between SWRs and VTE behaviors and suggest that awake SWRs and associated planning and memory consolidation mechanisms are engaged specifically in the context of higher levels of behavioral certainty.
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Affiliation(s)
- Andrew E Papale
- Graduate Program in Neuroscience, University of Minnesota, Minneapolis, MN 55455, USA
| | - Mark C Zielinski
- Graduate Program in Neuroscience, Brandeis University, Waltham, MA 02453, USA
| | - Loren M Frank
- HHMI, Kavli Institute for Fundamental Neuroscience, Department of Physiology and Center for Integrative Neuroscience, UCSF, San Francisco, CA 94158, USA
| | - Shantanu P Jadhav
- Neuroscience Program, Department of Psychology and Volen Center for Complex Systems, Brandeis University, Waltham, MA 02453, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, MN 55455, USA.
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33
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Powell NJ, Redish AD. Representational changes of latent strategies in rat medial prefrontal cortex precede changes in behaviour. Nat Commun 2016; 7:12830. [PMID: 27653278 PMCID: PMC5036147 DOI: 10.1038/ncomms12830] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Accepted: 08/04/2016] [Indexed: 11/22/2022] Open
Abstract
The ability to change behavioural strategies in the face of a changing world has been linked to the integrity of medial prefrontal cortex (mPFC) function in several species. While recording studies have found that mPFC representations reflect the strategy being used, lesion studies suggest that mPFC is necessary for changing strategy. Here we examine the relationship between representational changes in mPFC and behavioural strategy changes in the rat. We found that on tasks with a forced change in reward criterion, strategy-related representational transitions in mPFC occurred after animals learned that the reward contingency had changed, but before their behaviour changed. On tasks in which animals made their own strategic decisions, representational transitions in mPFC preceded changes in behaviour. These results suggest that mPFC does not merely reflect the action–selection policy of the animal, but rather that mPFC processes information related to a need for a change in strategy. The medial prefrontal cortex (mPFC) is involved in changing behavioural strategies. Recording neural ensembles in rats, Powell and Redish find that the requirement for those changes is represented in mPFC before they manifest behaviourally, both in tasks that externally force a change and in tasks with self-determined change.
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Affiliation(s)
- Nathaniel James Powell
- Graduate Program in Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA
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34
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Abstract
When rats come to a decision point, they sometimes pause and look back and forth as if deliberating over the choice; at other times, they proceed as if they have already made their decision. In the 1930s, this pause-and-look behaviour was termed 'vicarious trial and error' (VTE), with the implication that the rat was 'thinking about the future'. The discovery in 2007 that the firing of hippocampal place cells gives rise to alternating representations of each of the potential path options in a serial manner during VTE suggested a possible neural mechanism that could underlie the representations of future outcomes. More-recent experiments examining VTE in rats suggest that there are direct parallels to human processes of deliberative decision making, working memory and mental time travel.
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Affiliation(s)
- A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota 55455, USA
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35
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Pezzulo G, Cartoni E, Rigoli F, Pio-Lopez L, Friston K. Active Inference, epistemic value, and vicarious trial and error. ACTA ACUST UNITED AC 2016; 23:322-38. [PMID: 27317193 PMCID: PMC4918783 DOI: 10.1101/lm.041780.116] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Accepted: 04/12/2016] [Indexed: 12/04/2022]
Abstract
Balancing habitual and deliberate forms of choice entails a comparison of their respective merits—the former being faster but inflexible, and the latter slower but more versatile. Here, we show that arbitration between these two forms of control can be derived from first principles within an Active Inference scheme. We illustrate our arguments with simulations that reproduce rodent spatial decisions in T-mazes. In this context, deliberation has been associated with vicarious trial and error (VTE) behavior (i.e., the fact that rodents sometimes stop at decision points as if deliberating between choice alternatives), whose neurophysiological correlates are “forward sweeps” of hippocampal place cells in the arms of the maze under consideration. Crucially, forward sweeps arise early in learning and disappear shortly after, marking a transition from deliberative to habitual choice. Our simulations show that this transition emerges as the optimal solution to the trade-off between policies that maximize reward or extrinsic value (habitual policies) and those that also consider the epistemic value of exploratory behavior (deliberative or epistemic policies)—the latter requiring VTE and the retrieval of episodic information via forward sweeps. We thus offer a novel perspective on the optimality principles that engender forward sweeps and VTE, and on their role on deliberate choice.
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Affiliation(s)
- Giovanni Pezzulo
- Institute of Cognitive Sciences and Technologies, National Research Council, 00185 Rome, Italy
| | - Emilio Cartoni
- Institute of Cognitive Sciences and Technologies, National Research Council, 00185 Rome, Italy La Sapienza University of Rome, Rome, 00185 Italy
| | - Francesco Rigoli
- The Wellcome Trust Centre for Neuroimaging, UCL, London WC1N 3BG, United Kingdom
| | - Léo Pio-Lopez
- Pascal Institute, Clermont University, 63000 Clermont-Ferrand, France
| | - Karl Friston
- The Wellcome Trust Centre for Neuroimaging, UCL, London WC1N 3BG, United Kingdom
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36
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Manipulating Decisiveness in Decision Making: Effects of Clonidine on Hippocampal Search Strategies. J Neurosci 2016; 36:814-27. [PMID: 26791212 DOI: 10.1523/jneurosci.2595-15.2016] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Decisiveness is the ability to commit to a decision quickly and efficiently; in contrast, indecision entails the repeated consideration of multiple alternative possibilities. In humans, the α2-adrenergic receptor agonist clonidine increases decisiveness in tasks that require planning through unknown neural mechanisms. In rats, indecision is manifested as reorienting behaviors at choice points (vicarious trial and error [VTE]), during which hippocampal representations alternate between prospective options. To determine whether the increase in decisiveness driven by clonidine also entails changes in hippocampal search processes, we compared the effect of clonidine on spatial representations in hippocampal neural ensembles as rats passed through a T-shaped decision point. Consistent with previous experiments, hippocampal representations reflected both chosen and unchosen paths during VTE events under saline control conditions. Also, consistent with previous experiments, hippocampal representations reflected the chosen path more than the unchosen path when the animal did not show VTE at the choice point. Injection of clonidine suppressed the spatial representation of the unchosen path at the choice point on VTE laps and hastened the differentiation of spatial representations of the chosen path from the unchosen path on non-VTE laps to appear before reaching the choice point. These results suggest that the decisiveness seen under clonidine is due to limited exploration of potential options in hippocampus, and suggest novel roles for noradrenaline as a modulator of the hippocampal search processes. Significance statement: Clonidine, an α2-adrenergic receptor agonist, which decreases the level of noradrenaline in vivo, has an interesting effect in humans and other animals: it makes them more decisive. However, the mechanisms by which clonidine makes them more decisive remain unknown. Researchers have speculated that clonidine limits the amount of mental search that subjects do when planning options. We test this hypothesis by measuring the mental search strategy in rats through hippocampal recordings. We find that clonidine limits the options searched by rats, suggesting that noradrenaline also plays a role in balancing exploration and exploitation in internally simulated behaviors, similar to its role in balancing exploration and exploitation in external behaviors.
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37
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Differential Arc expression in the hippocampus and striatum during the transition from attentive to automatic navigation on a plus maze. Neurobiol Learn Mem 2016; 131:36-45. [PMID: 26976088 DOI: 10.1016/j.nlm.2016.03.008] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Revised: 02/11/2016] [Accepted: 03/04/2016] [Indexed: 11/22/2022]
Abstract
The strategies utilized to effectively perform a given task change with practice and experience. During a spatial navigation task, with relatively little training, performance is typically attentive enabling an individual to locate the position of a goal by relying on spatial landmarks. These (place) strategies require an intact hippocampus. With task repetition, performance becomes automatic; the same goal is reached using a fixed response or sequence of actions. These (response) strategies require an intact striatum. The current work aims to understand the activation patterns across these neural structures during this experience-dependent strategy transition. This was accomplished by region-specific measurement of activity-dependent immediate early gene expression among rats trained to different degrees on a dual-solution task (i.e., a task that can be solved using either place or response navigation). As expected, rats increased their reliance on response navigation with extended task experience. In addition, dorsal hippocampal expression of the immediate early gene Arc was considerably reduced in rats that used a response strategy late in training (as compared with hippocampal expression in rats that used a place strategy early in training). In line with these data, vicarious trial and error, a behavior linked to hippocampal function, also decreased with task repetition. Although Arc mRNA expression in dorsal medial or lateral striatum alone did not correlate with training stage, the ratio of expression in the medial striatum to that in the lateral striatum was relatively high among rats that used a place strategy early in training as compared with the ratio among over-trained response rats. Altogether, these results identify specific changes in the activation of dissociated neural systems that may underlie the experience-dependent emergence of response-based automatic navigation.
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38
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Early Failures Benefit Subsequent Task Performance. Sci Rep 2016; 6:21293. [PMID: 26883387 PMCID: PMC4756702 DOI: 10.1038/srep21293] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2015] [Accepted: 01/21/2016] [Indexed: 11/18/2022] Open
Abstract
Animals navigate using cognitive maps. However, how they adaptively exploit these maps in changing environments is not fully understood. In this study, we investigated the problem-solving behaviors of mice in a complicated maze in which multiple routes with different intersections were available (Test 1). Although all mice eventually settled on the shortest route, mice that initially exhibited more trial-and-error exploration solved the maze more rapidly. We then introduced one or two barriers that obstructed learned routes such that mice had to establish novel roundabout detours (Tests 2/3). Solutions varied among mice but were predictable based on individual early trial-and-error patterns observed in Test 1: mice that had initially explored more extensively found better solutions. Finally, when the barriers were removed (Test 4), all mice reverted to the best solution after active exploration. Thus, early active exploration helps mice to develop optimal strategies.
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39
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McKenzie S, Keene CS, Farovik A, Bladon J, Place R, Komorowski R, Eichenbaum H. Representation of memories in the cortical-hippocampal system: Results from the application of population similarity analyses. Neurobiol Learn Mem 2015; 134 Pt A:178-191. [PMID: 26748022 DOI: 10.1016/j.nlm.2015.12.008] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2015] [Revised: 12/08/2015] [Accepted: 12/24/2015] [Indexed: 01/07/2023]
Abstract
Here we consider the value of neural population analysis as an approach to understanding how information is represented in the hippocampus and cortical areas and how these areas might interact as a brain system to support memory. We argue that models based on sparse coding of different individual features by single neurons in these areas (e.g., place cells, grid cells) are inadequate to capture the complexity of experience represented within this system. By contrast, population analyses of neurons with denser coding and mixed selectivity reveal new and important insights into the organization of memories. Furthermore, comparisons of the organization of information in interconnected areas suggest a model of hippocampal-cortical interactions that mediates the fundamental features of memory.
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Affiliation(s)
- Sam McKenzie
- The Neuroscience Institute, NYU Langone Medical Center, United States
| | | | - Anja Farovik
- Center for Memory and Brain, Boston University, United States
| | - John Bladon
- Center for Memory and Brain, Boston University, United States
| | - Ryan Place
- Center for Memory and Brain, Boston University, United States
| | - Robert Komorowski
- Picower Institute for Learning and Memory, Massachusetts Institute of Technology, United States
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40
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Abstract
Growing evidence supports a critical role for the dorsal striatum in cognitive as well as motor control. Both lesions and in vivo recordings demonstrate a transition in the engaged dorsal striatal subregion, from dorsomedial to dorsolateral, as skill performance shifts from an attentive phase to a more automatic or habitual phase. What are the neural mechanisms supporting the cognitive and behavioral transitions in skill learning? To pursue this question, we used T-maze training during which rats transition from early, attentive (dorsomedial) to late habitual (dorsolateral) performance. Following early or late training, we performed the first direct comparison of bidirectional synaptic plasticity in striatal brain slices, and the first evaluation of striatal synaptic plasticity by hemisphere relative to a learned turn. Consequently, we find that long-term potentiation and long-term depression are independently modulated with learning rather than reciprocally linked as previously suggested. Our results establish that modulation of evoked synaptic plasticity with learning depends on striatal subregion, training stage, and hemisphere relative to the learned turn direction. Exclusive to the contralateral hemisphere, intrinsic excitability is enhanced in dorsomedial relative to dorsolateral medium spiny neurons early in training and population responses are dampened late in training. Neuronal reconstructions indicate dendritic remodeling after training, which may represent a novel form of pruning. In conclusion, we describe region- and hemisphere-specific changes in striatal synaptic, intrinsic, and morphological plasticity which correspond to T-maze learning stages, and which may play a role in the cognitive transition between attentive and habitual strategies. Significance statement: We investigated neural plasticity in dorsal striatum from rats that were briefly or extensively trained on a directional T-maze task. Our results demonstrate that both the extent of training and the direction a rat learns to turn control the location and type of change in synaptic plasticity. In addition, brief training produces changes in neuron excitability only within one striatal subregion, whereas all training produces widespread changes in dendritic morphology. Our results suggest that activity in dorsomedial striatum strengthens the rewarded turn after brief training, whereas activity in dorsolateral striatum suppresses unrewarded turns after extensive training. This study illuminates how plasticity mediates learning using a task recognized for transitioning subjects from attentive to automatic performance.
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41
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Noradrenergic signaling in the medial prefrontal cortex and amygdala differentially regulates vicarious trial-and-error in a spatial decision-making task. Behav Brain Res 2015; 297:104-11. [PMID: 26341318 DOI: 10.1016/j.bbr.2015.09.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Revised: 08/29/2015] [Accepted: 09/01/2015] [Indexed: 11/23/2022]
Abstract
In uncertain choice situations, we deliberately search and evaluate possible options before taking an action. Once we form a preference regarding the current situation, we take an action more automatically and with less deliberation. In rats, the deliberation process can be seen in vicarious trial-and-error behavior (VTE), which is a head-orienting behavior toward options at a choice point. Recent neurophysiological findings suggest that VTE reflects the rat's thinking about future options as deliberation, expectation, and planning when rats feel conflict. VTE occurs depending on the demand: an increase occurs during initial learning, and a decrease occurs with progression in learning. However, the brain circuit underlying the regulation of VTE has not been thoroughly examined. In situations in which VTE often appears, the medial prefrontal cortex (mPFC) and the amygdala (AMY) are crucial for learning and decision making. Our previous study reported that noradrenaline regulates VTE. Here, to investigate whether the mPFC and AMY are involved in regulation of VTE, we examined the effects of local injection of clonidine, an alpha2 adrenergic autoreceptor agonist, into either region in rats during VTE and choice behavior during a T-maze choice task. Injection of clonidine into either region impaired selection of the advantageous choice in the task. Furthermore, clonidine injection into the mPFC suppressed occurrence of VTE in the early phase of the task, whereas injection into the AMY inhibited the decrease in VTE in the later phase and thus maintained a high level of VTE throughout the task. These results suggest that the mPFC and AMY play a role in the increase and decrease in VTE, respectively, and that noradrenergic mechanisms mediate the dynamic regulation of VTE over experiences.
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42
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Regier PS, Amemiya S, Redish AD. Hippocampus and subregions of the dorsal striatum respond differently to a behavioral strategy change on a spatial navigation task. J Neurophysiol 2015; 114:1399-416. [PMID: 26084902 DOI: 10.1152/jn.00189.2015] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2015] [Accepted: 06/12/2015] [Indexed: 11/22/2022] Open
Abstract
Goal-directed and habit-based behaviors are driven by multiple but dissociable decision making systems involving several different brain areas, including the hippocampus and dorsal striatum. On repetitive tasks, behavior transitions from goal directed to habit based with experience. Hippocampus has been implicated in initial learning and dorsal striatum in automating behavior, but recent studies suggest that subregions within the dorsal striatum have distinct roles in mediating habit-based and goal-directed behavior. We compared neural activity in the CA1 region of hippocampus with anterior dorsolateral and posterior dorsomedial striatum in rats on a spatial choice task, in which subjects experienced reward delivery changes that forced them to adjust their behavioral strategy. Our results confirm the importance of the hippocampus in evaluating predictive steps during goal-directed behavior, while separate circuits in the basal ganglia integrated relevant information during automation of actions and recognized when new behaviors were needed to continue obtaining rewards.
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Affiliation(s)
- Paul S Regier
- Graduate Program in Neuroscience, University of Minnesota, Minneapolis, Minnesota; and
| | - Seiichiro Amemiya
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota
| | - A David Redish
- Department of Neuroscience, University of Minnesota, Minneapolis, Minnesota
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43
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Brain and behavioral perturbations in rats following Western diet access. Appetite 2015; 93:35-43. [PMID: 25862980 DOI: 10.1016/j.appet.2015.03.037] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2015] [Revised: 03/21/2015] [Accepted: 03/25/2015] [Indexed: 11/22/2022]
Abstract
Energy dense "Western" diets (WD) are known to cause obesity as well as learning and memory impairments, blood-brain barrier damage, and psychological disturbances. Impaired glucose (GLUT1) and monocarboxylate (MCT1) transport may play a role in diet-induced dementia development. In contrast, ketogenic diets (KD) have been shown to be neuroprotective. We assessed the effect of 10, 40 and 90 days WD, KD and Chow maintenance on spontaneous alternation (SA) and vicarious trial and error (VTE) behaviors in male rats, then analyzed blood glucose, insulin, and ketone levels; and hippocampal GLUT1 and MCT1 mRNA. Compared to Chow and KD, rats fed WD had increased 90 day insulin levels. SA was decreased in WD rats at 10, but not 40 or 90 days. VTE was perturbed in WD-fed rats, particularly at 10 and 90 days, indicating hippocampal deficits. WD rats had lower hippocampal GLUT1 and MCT1 expression compared to Chow and KD, and KD rats had increased 90 day MCT1 expression compared to Chow and WD. These data suggest that WD reduces glucose and monocarboxylate transport at the hippocampus, which may result in learning and memory deficits. Further, KD consumption may be useful for MCT1 transporter recovery, which may benefit cognition.
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44
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Breton YA, Seeland KD, Redish AD. Aging impairs deliberation and behavioral flexibility in inter-temporal choice. Front Aging Neurosci 2015; 7:41. [PMID: 25870560 PMCID: PMC4375985 DOI: 10.3389/fnagi.2015.00041] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2014] [Accepted: 03/10/2015] [Indexed: 11/13/2022] Open
Abstract
Inter-temporal choice depends on multiple, interacting systems, some of which may be compromised with age. Some of these systems may be responsible for ongoing trial-by-trial choice strategies. Some may represent the consequences of action. Some may be necessary for the coupling between anticipated consequences and strategies currently in use, flexibly guiding behavior. When faced with a difficult decision, rats will orient back and forth, a behavior termed "vicarious trial and error" (VTE). Recent experiments have linked the occurrence of VTE to hippocampal search processes and behavioral flexibility. We tested 5 month (n = 6), 9 month (n = 8) and over-27 month-old (n = 10) rats on a Spatial Adjusting Delay Discounting task to examine how aging impacted lap-by-lap strategies and VTE during inter-temporal choice. Rats chose between spatially separated food goals that provided a smaller-sooner or larger-later reward. On each lap, the delay to the larger-later reward was adjusted as a function of the rat's decisions, increasing by 1 s after delayed-side choices and decreasing by 1 s after non-delayed side choices. The strategies that aged rats used differed from those used in young and adult rats. Moreover, aged rats produced reliably more VTE behaviors, for protracted periods of time, uncoupled from behavioral flexibility.
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Affiliation(s)
| | - Kelsey D Seeland
- Department of Neuroscience, University of Minnesota Minneapolis, MN, USA
| | - A David Redish
- Department of Neuroscience, University of Minnesota Minneapolis, MN, USA
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45
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Abstract
New neurons continue to be generated in the dentate gyrus throughout life, providing this region of the hippocampus with exceptional structural plasticity, but the function of this ongoing neurogenesis is unknown. Inhibition of adult neurogenesis produces some behavioral impairments that suggest a role for new neurons in learning and memory; however, other behavioral changes appear inconsistent with this function. A review of studies investigating the function of the hippocampus going back several decades reveals many ideas that seem to converge on a critical role for the hippocampus in stress response and emotion. These potential hippocampal functions provide new avenues for investigating the behavioral functions of adult neurogenesis. And, conversely, studies in animals lacking adult neurogenesis, which are likely to have more limited and more specific impairments than are seen with lesions, may provide valuable new insights into the function of the hippocampus. A complete understanding of the function of the hippocampus must explain its role in emotion and the relationship between its emotional and memory functions.
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Affiliation(s)
- Heather A Cameron
- Section on Neuroplasticity, National Institute of Mental Health, National Institutes of Health, Bethesda, Maryland 20892;
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46
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Matsuda E, Hubert J, Ikegami T. A robotic approach to understanding the role and the mechanism of vicarious trial-and-error in a T-maze task. PLoS One 2014; 9:e102708. [PMID: 25050548 PMCID: PMC4106851 DOI: 10.1371/journal.pone.0102708] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2013] [Accepted: 06/23/2014] [Indexed: 11/22/2022] Open
Abstract
Vicarious trial-and-error (VTE) is a behavior observed in rat experiments that seems to suggest self-conflict. This behavior is seen mainly when the rats are uncertain about making a decision. The presence of VTE is regarded as an indicator of a deliberative decision-making process, that is, searching, predicting, and evaluating outcomes. This process is slower than automated decision-making processes, such as reflex or habituation, but it allows for flexible and ongoing control of behavior. In this study, we propose for the first time a robotic model of VTE to see if VTE can emerge just from a body-environment interaction and to show the underlying mechanism responsible for the observation of VTE and the advantages provided by it. We tried several robots with different parameters, and we have found that they showed three different types of VTE: high numbers of VTE at the beginning of learning, decreasing numbers afterward (similar VTE pattern to experiments with rats), low during the whole learning period, and high numbers all the time. Therefore, we were able to reproduce the phenomenon of VTE in a model robot using only a simple dynamical neural network with Hebbian learning, which suggests that VTE is an emergent property of a plastic and embodied neural network. From a comparison of the three types of VTE, we demonstrated that 1) VTE is associated with chaotic activity of neurons in our model and 2) VTE-showing robots were robust to environmental perturbations. We suggest that the instability of neuronal activity found in VTE allows ongoing learning to rebuild its strategy continuously, which creates robust behavior. Based on these results, we suggest that VTE is caused by a similar mechanism in biology and leads to robust decision making in an analogous way.
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Affiliation(s)
- Eiko Matsuda
- Department of Arts and Sciences, The University of Tokyo, Tokyo, Japan
- School of Informatics and Engineering, University of Sussex, Brighton, United Kingdom
- Japan Society for the Promotion of Science, Tokyo, Japan
| | - Julien Hubert
- Department of Arts and Sciences, The University of Tokyo, Tokyo, Japan
| | - Takashi Ikegami
- Department of Arts and Sciences, The University of Tokyo, Tokyo, Japan
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47
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Gardner RS, Uttaro MR, Fleming SE, Suarez DF, Ascoli GA, Dumas TC. A secondary working memory challenge preserves primary place strategies despite overtraining. Learn Mem 2013; 20:648-56. [PMID: 24136182 DOI: 10.1101/lm.031336.113] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Learning by repetition engages distinct cognitive strategies whose contributions are adjusted with experience. Early in learning, performance relies upon flexible, attentive strategies. With extended practice, inflexible, automatic strategies emerge. This transition is thought fundamental to habit formation and applies to human and animal cognition. In the context of spatial navigation, place strategies are flexible, typically employed early in training, and rely on the spatial arrangement of landmarks to locate a goal. Response strategies are inflexible, become dominant after overtraining, and utilize fixed motor sequences. Although these strategies can operate independently, they have also been shown to interact. However, since previous work has focused on single-choice learning, if and how these strategies interact across sequential choices remains unclear. To test strategy interactions across sequential choices, we utilized various two-choice spatial navigation tasks administered on the Opposing Ts maze, an apparatus for rodents that permits experimental control over strategy recruitment. We found that when a second choice required spatial working memory, the transition to response navigation on the first choice was blocked. Control experiments specified this effect to the cognitive aspects of the secondary task. In addition, response navigation, once established on a single choice, was not reversed by subsequent introduction of a secondary choice reliant on spatial working memory. These results demonstrate that performance strategies interact across choices, highlighting the sensitivity of strategy use to the cognitive demands of subsequent actions, an influence from which overtrained rigid actions may be protected.
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Affiliation(s)
- Robert S Gardner
- Molecular Neuroscience Department, George Mason University, Fairfax, Virginia 22030, USA
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Dissociation between dorsal and ventral hippocampal theta oscillations during decision-making. J Neurosci 2013; 33:6212-24. [PMID: 23554502 DOI: 10.1523/jneurosci.2915-12.2013] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Hippocampal theta oscillations are postulated to support mnemonic processes in humans and rodents. Theta oscillations facilitate encoding and spatial navigation, but to date, it has been difficult to dissociate the effects of volitional movement from the cognitive demands of a task. Therefore, we examined whether volitional movement or cognitive demands exerted a greater modulating factor over theta oscillations during decision-making. Given the anatomical, electrophysiological, and functional dissociations along the dorsal-ventral axis, theta oscillations were simultaneously recorded in the dorsal and ventral hippocampus in rats trained to switch between place and motor-response strategies. Stark differences in theta characteristics were found between the dorsal and ventral hippocampus in frequency, power, and coherence. Theta power increased in the dorsal, but decreased in the ventral hippocampus, during the decision-making epoch. Interestingly, the relationship between running speed and theta power was uncoupled during the decision-making epoch, a phenomenon limited to the dorsal hippocampus. Theta frequency increased in both the dorsal and ventral hippocampus during the decision epoch, although this effect was greater in the dorsal hippocampus. Despite these differences, ventral hippocampal theta was responsive to the navigation task; theta frequency, power, and coherence were all affected by cognitive demands. Theta coherence increased within the dorsal hippocampus during the decision-making epoch on all three tasks. However, coherence selectively increased throughout the hippocampus (dorsal to ventral) on the task with new hippocampal learning. Interestingly, most results were consistent across tasks, regardless of hippocampal-dependent learning. These data indicate increased integration and cooperation throughout the hippocampus during information processing.
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