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Pais RC, Goldani A, Hutchison J, Mazrouei A, Khavaninzadeh M, Molina LA, Sutherland RJ, Mohajerani MH. Assessing cognitive flexibility in mice using a custom-built touchscreen chamber. Front Behav Neurosci 2025; 19:1536458. [PMID: 40017733 PMCID: PMC11865062 DOI: 10.3389/fnbeh.2025.1536458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Accepted: 01/29/2025] [Indexed: 03/01/2025] Open
Abstract
Automated touchscreen systems have become increasingly prevalent in rodent model screening. This technology has significantly enhanced cognitive and behavioral assessments in mice and has bridged the translational gap between basic research using rodent models and human clinical research. Our study introduces a custom-built touchscreen operant conditioning chamber powered by a Raspberry Pi and a commercially available computer tablet, which effectively addresses the significant cost barriers traditionally associated with this technology. In order to test our prototype, we decided to train C57BL/6 mice on a visual discrimination serial-reversal task, and both C57BL/6 and AppNL-G-Fstrain - an Alzheimer's Disease (AD) mouse model - on a new location discrimination serial-reversal task. The results demonstrated a clear progression toward asymptotic performance, particularly in the location discrimination task, which also revealed potential genotype-specific deficits, with AppNL-G-F mice displaying an increase in the average number of errors in the first reversal as well as in perseverative errors, compared to wild-type mice. These results validate the practical utility of our touchscreen apparatus and underline its potential to provide insights into the behavioral and cognitive markers of neurobiological disorders.
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Affiliation(s)
- Rui C. Pais
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Ali Goldani
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Jayden Hutchison
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Amirhossein Mazrouei
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Mostafa Khavaninzadeh
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Leonardo A. Molina
- Cumming School of Medicine Optogenetics Core Facility, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Robert J. Sutherland
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
| | - Majid H. Mohajerani
- Department of Neuroscience, Canadian Centre for Behavioural Neuroscience, University of Lethbridge, Lethbridge, AB, Canada
- Department of Psychiatry, Douglas Hospital Research Centre, McGill University, Montréal, QC, Canada
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2
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Pratt JA, Morris BJ. Maximising translational value of the Iowa gambling task in preclinical studies through the use of the rodent touchscreen. Front Psychiatry 2025; 16:1518435. [PMID: 39931698 PMCID: PMC11808010 DOI: 10.3389/fpsyt.2025.1518435] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Accepted: 01/09/2025] [Indexed: 02/13/2025] Open
Abstract
The Iowa gambling task is widely employed to assess the evaluation of risk versus reward contingencies, and how the evaluations are implemented to gain advantageous returns. The cognitive processes involved can be compromised in psychiatric conditions, leading to the development of analogous tasks with translational value for use in rodents. The rodent touchscreen apparatus maximises the degree of similarity with the human task, and in this review we provide an outline of the use of rodent touchscreen gambling tasks in preclinical studies of psychiatric conditions. In particular, we describe how the basic task has been adapted to probe the relative contributions of different neurotransmitter systems, and specific aspects of cognition. We then offer a perspective on how the task might be employed most beneficially in future studies.
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Affiliation(s)
- Judith A. Pratt
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
| | - Brian J. Morris
- School of Psychology and Neuroscience, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
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3
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Browning H, Veit W. Animal Welfare, Agency, and Animal-Computer Interaction. Animals (Basel) 2025; 15:219. [PMID: 39858219 PMCID: PMC11758648 DOI: 10.3390/ani15020219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Revised: 12/18/2024] [Accepted: 12/21/2024] [Indexed: 01/27/2025] Open
Abstract
Recent discussions in animal welfare have emphasised the importance of animal agency-the ability of animals to make choices and exert control over their environment in a way that aligns with their needs and preferences. In this paper, we discuss the importance of animal agency for welfare and examine how use of some types of animal-computer interaction can enable animals to exercise more agency in captive environments through increased choice and control, cognitive challenge, and social interactions; as well as considering some of the potential limitations of such efforts.
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Affiliation(s)
- Heather Browning
- Department of Philosophy, University of Southampton, Southampton SO17 1BF, UK
| | - Walter Veit
- Department of Philosophy, University of Reading, Reading RG6 6AA, UK;
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4
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Nippert KE, Rowland CP, Vazey EM, Moorman DE. Alcohol, flexible behavior, and the prefrontal cortex: Functional changes underlying impaired cognitive flexibility. Neuropharmacology 2024; 260:110114. [PMID: 39134298 PMCID: PMC11694314 DOI: 10.1016/j.neuropharm.2024.110114] [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: 02/15/2024] [Revised: 08/08/2024] [Accepted: 08/09/2024] [Indexed: 08/22/2024]
Abstract
Cognitive flexibility enables individuals to alter their behavior in response to changing environmental demands, facilitating optimal behavior in a dynamic world. The inability to do this, called behavioral inflexibility, is a pervasive behavioral phenotype in alcohol use disorder (AUD), driven by disruptions in cognitive flexibility. Research has repeatedly shown that behavioral inflexibility not only results from alcohol exposure across species but can itself be predictive of future drinking. Like many high-level executive functions, flexible behavior requires healthy functioning of the prefrontal cortex (PFC). The scope of this review addresses two primary themes: first, we outline tasks that have been used to investigate flexibility in the context of AUD or AUD models. We characterize these based on the task features and underlying cognitive processes that differentiate them from one another. We highlight the neural basis of flexibility measures, focusing on the PFC, and how acute or chronic alcohol in humans and non-human animal models impacts flexibility. Second, we consolidate findings on the molecular, physiological and functional changes in the PFC elicited by alcohol, that may contribute to cognitive flexibility deficits seen in AUD. Collectively, this approach identifies several key avenues for future research that will facilitate effective treatments to promote flexible behavior in the context of AUD, to reduce the risk of alcohol related harm, and to improve outcomes following AUD. This article is part of the Special Issue on "PFC circuit function in psychiatric disease and relevant models".
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Affiliation(s)
- Kathryn E Nippert
- Neuroscience and Behavior Graduate Program, University of Massachusetts Amherst, Amherst, MA, 01003, USA
| | - Courtney P Rowland
- Department of Biology, University of Massachusetts Amherst, Amherst, MA, 01003, USA
| | - Elena M Vazey
- Neuroscience and Behavior Graduate Program, University of Massachusetts Amherst, Amherst, MA, 01003, USA; Department of Biology, University of Massachusetts Amherst, Amherst, MA, 01003, USA.
| | - David E Moorman
- Neuroscience and Behavior Graduate Program, University of Massachusetts Amherst, Amherst, MA, 01003, USA; Department of Psychological and Brain Sciences, University of Massachusetts, Amherst, MA, 01003, USA.
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5
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Aguirre CG, Woo JH, Romero-Sosa JL, Rivera ZM, Tejada AN, Munier JJ, Perez J, Goldfarb M, Das K, Gomez M, Ye T, Pannu J, Evans K, O'Neill PR, Spigelman I, Soltani A, Izquierdo A. Dissociable Contributions of Basolateral Amygdala and Ventrolateral Orbitofrontal Cortex to Flexible Learning Under Uncertainty. J Neurosci 2024; 44:e0622232023. [PMID: 37968116 PMCID: PMC10860573 DOI: 10.1523/jneurosci.0622-23.2023] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 10/16/2023] [Accepted: 10/17/2023] [Indexed: 11/17/2023] Open
Abstract
Reversal learning measures the ability to form flexible associations between choice outcomes with stimuli and actions that precede them. This type of learning is thought to rely on several cortical and subcortical areas, including the highly interconnected orbitofrontal cortex (OFC) and basolateral amygdala (BLA), and is often impaired in various neuropsychiatric and substance use disorders. However, the unique contributions of these regions to stimulus- and action-based reversal learning have not been systematically compared using a chemogenetic approach particularly before and after the first reversal that introduces new uncertainty. Here, we examined the roles of ventrolateral OFC (vlOFC) and BLA during reversal learning. Male and female rats were prepared with inhibitory designer receptors exclusively activated by designer drugs targeting projection neurons in these regions and tested on a series of deterministic and probabilistic reversals during which they learned about stimulus identity or side (left or right) associated with different reward probabilities. Using a counterbalanced within-subject design, we inhibited these regions prior to reversal sessions. We assessed initial and pre-/post-reversal changes in performance to measure learning and adjustments to reversals, respectively. We found that inhibition of the ventrolateral orbitofrontal cortex (vlOFC), but not BLA, eliminated adjustments to stimulus-based reversals. Inhibition of BLA, but not vlOFC, selectively impaired action-based probabilistic reversal learning, leaving deterministic reversal learning intact. vlOFC exhibited a sex-dependent role in early adjustment to action-based reversals, but not in overall learning. These results reveal dissociable roles for BLA and vlOFC in flexible learning and highlight a more crucial role for BLA in learning meaningful changes in the reward environment.
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Affiliation(s)
- C G Aguirre
- Department of Psychology, University of California, Los Angeles, California 90095
| | - J H Woo
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire 03755
| | - J L Romero-Sosa
- Department of Psychology, University of California, Los Angeles, California 90095
| | - Z M Rivera
- Department of Psychology, University of California, Los Angeles, California 90095
| | - A N Tejada
- Department of Psychology, University of California, Los Angeles, California 90095
| | - J J Munier
- Section of Biosystems and Function, School of Dentistry, University of California, Los Angeles, California 90095
| | - J Perez
- Department of Psychology, University of California, Los Angeles, California 90095
| | - M Goldfarb
- Department of Psychology, University of California, Los Angeles, California 90095
| | - K Das
- Department of Psychology, University of California, Los Angeles, California 90095
| | - M Gomez
- Department of Psychology, University of California, Los Angeles, California 90095
| | - T Ye
- Department of Psychology, University of California, Los Angeles, California 90095
| | - J Pannu
- Section of Biosystems and Function, School of Dentistry, University of California, Los Angeles, California 90095
| | - K Evans
- Department of Psychology, University of California, Los Angeles, California 90095
| | - P R O'Neill
- Shirley and Stefan Hatos Center for Neuropharmacology, Department of Psychiatry and Biobehavioral Sciences, University of California Los Angeles, Los Angeles, California 90095
| | - I Spigelman
- Section of Biosystems and Function, School of Dentistry, University of California, Los Angeles, California 90095
| | - A Soltani
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, New Hampshire 03755
| | - A Izquierdo
- Department of Psychology, University of California, Los Angeles, California 90095
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6
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Do J, Jung MW, Lee D. Automating licking bias correction in a two-choice delayed match-to-sample task to accelerate learning. Sci Rep 2023; 13:22768. [PMID: 38123637 PMCID: PMC10733387 DOI: 10.1038/s41598-023-49862-z] [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: 08/03/2023] [Accepted: 12/12/2023] [Indexed: 12/23/2023] Open
Abstract
Animals often display choice bias, or a preference for one option over the others, which can significantly impede learning new tasks. Delayed match-to-sample (DMS) tasks with two-alternative choices of lickports on the left and right have been widely used to study sensory processing, working memory, and associative memory in head-fixed animals. However, extensive training time, primarily due to the animals' biased licking responses, limits their practical utility. Here, we present the implementation of an automated side bias correction system in an olfactory DMS task, where the lickport positions and the ratio of left- and right-rewarded trials are dynamically adjusted to counterbalance mouse's biased licking responses during training. The correction algorithm moves the preferred lickport farther away from the mouse's mouth and the non-preferred lickport closer, while also increasing the proportion of non-preferred side trials when biased licking occurs. We found that adjusting lickport distances and the proportions of left- versus right-rewarded trials effectively reduces the mouse's side bias. Further analyses reveal that these adjustments also correlate with subsequent improvements in behavioral performance. Our findings suggest that the automated side bias correction system is a valuable tool for enhancing the applicability of behavioral tasks involving two-alternative lickport choices.
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Affiliation(s)
- Jongrok Do
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea
- Center for Cognition and Sociality, Institute for Basic Science, Daejeon, 34126, Republic of Korea
| | - Min Whan Jung
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea.
- Center for Synaptic Brain Dysfunctions, Institute for Basic Science, Daejeon, 34141, Republic of Korea.
| | - Doyun Lee
- Center for Cognition and Sociality, Institute for Basic Science, Daejeon, 34126, Republic of Korea.
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7
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Aguirre CG, Woo JH, Romero-Sosa JL, Rivera ZM, Tejada AN, Munier JJ, Perez J, Goldfarb M, Das K, Gomez M, Ye T, Pannu J, Evans K, O'Neill PR, Spigelman I, Soltani A, Izquierdo A. Dissociable contributions of basolateral amygdala and ventrolateral orbitofrontal cortex to flexible learning under uncertainty. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.03.535471. [PMID: 37066321 PMCID: PMC10104064 DOI: 10.1101/2023.04.03.535471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Reversal learning measures the ability to form flexible associations between choice outcomes with stimuli and actions that precede them. This type of learning is thought to rely on several cortical and subcortical areas, including highly interconnected orbitofrontal cortex (OFC) and basolateral amygdala (BLA), and is often impaired in various neuropsychiatric and substance use disorders. However, unique contributions of these regions to stimulus- and action-based reversal learning have not been systematically compared using a chemogenetic approach and particularly before and after the first reversal that introduces new uncertainty. Here, we examined the roles of ventrolateral OFC (vlOFC) and BLA during reversal learning. Male and female rats were prepared with inhibitory DREADDs targeting projection neurons in these regions and tested on a series of deterministic and probabilistic reversals during which they learned about stimulus identity or side (left or right) associated with different reward probabilities. Using a counterbalanced within-subject design, we inhibited these regions prior to reversal sessions. We assessed initial and pre-post reversal changes in performance to measure learning and adjustments to reversals, respectively. We found that inhibition of vlOFC, but not BLA, eliminated adjustments to stimulus-based reversals. Inhibition of BLA, but not vlOFC, selectively impaired action-based probabilistic reversal learning, leaving deterministic reversal learning intact. vlOFC exhibited a sex-dependent role in early adjustment to action-based reversals, but not in overall learning. These results reveal dissociable roles for BLA and vlOFC in flexible learning and highlight a more crucial role for BLA in learning meaningful changes in the reward environment.
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8
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Eleftheriou C, Clarke T, Poon V, Zechner M, Duguid I. Visiomode: An open-source platform for building rodent touchscreen-based behavioral assays. J Neurosci Methods 2023; 386:109779. [PMID: 36621552 PMCID: PMC10375831 DOI: 10.1016/j.jneumeth.2022.109779] [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: 07/22/2022] [Revised: 12/22/2022] [Accepted: 12/23/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND Touchscreen-based behavioral assays provide a robust method for assessing cognitive behavior in rodents, offering great flexibility and translational potential. The development of touchscreen assays presents a significant programming and mechanical engineering challenge, where commercial solutions can be prohibitively expensive and open-source solutions are underdeveloped, with limited adaptability. NEW METHOD Here, we present Visiomode (www.visiomode.org), an open-source platform for building rodent touchscreen-based behavioral tasks. Visiomode leverages the inherent flexibility of touchscreens to offer a simple yet adaptable software and hardware platform. The platform is built on the Raspberry Pi computer combining a web-based interface and powerful plug-in system with an operant chamber that can be adapted to generate a wide range of behavioral tasks. RESULTS As a proof of concept, we use Visiomode to build both simple stimulus-response and more complex visual discrimination tasks, showing that mice display rapid sensorimotor learning including switching between different motor responses (i.e., nose poke versus reaching). COMPARISON WITH EXISTING METHODS Commercial solutions are the 'go to' for rodent touchscreen behaviors, but the associated costs can be prohibitive, limiting their uptake by the wider neuroscience community. While several open-source solutions have been developed, efforts so far have focused on reducing the cost, rather than promoting ease of use and adaptability. Visiomode addresses these unmet needs providing a low-cost, extensible platform for creating touchscreen tasks. CONCLUSIONS Developing an open-source, rapidly scalable and low-cost platform for building touchscreen-based behavioral assays should increase uptake across the science community and accelerate the investigation of cognition, decision-making and sensorimotor behaviors both in health and disease.
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Affiliation(s)
- Constantinos Eleftheriou
- Simons Initiative for the Developing Brain, University of Edinburgh, Edinburgh EH8 9XD, UK; Centre for Discovery Brain Sciences and Patrick Wild Centre, Edinburgh Medical School: Biomedical Sciences, University of Edinburgh, Edinburgh EH8 9XD, UK.
| | - Thomas Clarke
- Centre for Discovery Brain Sciences and Patrick Wild Centre, Edinburgh Medical School: Biomedical Sciences, University of Edinburgh, Edinburgh EH8 9XD, UK
| | - V Poon
- Centre for Discovery Brain Sciences and Patrick Wild Centre, Edinburgh Medical School: Biomedical Sciences, University of Edinburgh, Edinburgh EH8 9XD, UK
| | - Marie Zechner
- The Roslin Institute, University of Edinburgh, Easter Bush, Midlothian EH25 9RG, Scotland, UK
| | - Ian Duguid
- Simons Initiative for the Developing Brain, University of Edinburgh, Edinburgh EH8 9XD, UK; Centre for Discovery Brain Sciences and Patrick Wild Centre, Edinburgh Medical School: Biomedical Sciences, University of Edinburgh, Edinburgh EH8 9XD, UK.
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Muthukumar S, Mehrotra K, Fouda M, Hamimi S, Jantzie LL, Robinson S. Prenatal and postnatal insults differentially contribute to executive function and cognition: Utilizing touchscreen technology for perinatal brain injury research. Exp Neurol 2022; 354:114104. [PMID: 35525306 PMCID: PMC10085749 DOI: 10.1016/j.expneurol.2022.114104] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2021] [Revised: 04/27/2022] [Accepted: 04/30/2022] [Indexed: 12/19/2022]
Abstract
The use of touchscreen technology to evaluate cognitive deficits in animal models has grown tremendously over the past 20 years. The touchscreen apparatus encompasses many advantages, namely a high level of standardization and translational capability. Improvements in technology in recent years have expanded the versatility of the touchscreen platform, as it is able to test distinct cognitive modalities including working memory, attention, discrimination, and association. Importantly, touchscreen technology has allowed researchers to explore deficits in multiple pillars of cognition in a wide variety of perinatal disorders with neurological sequelae across critical developmental windows. The touchscreen platform has been used to dissect deficits in antenatal CNS injury including fetal alcohol syndrome, prenatal opioid exposure, and chorioamnionitis, to peripartum insults such as term hypoxic-ischemic encephalopathy, to early postnatal insults including infantile traumatic brain injury. Most importantly, touchscreen technology offers the sensitivity necessary to detect subtle injury and treatment-induced changes in cognition and executive function beyond those offered by more rudimentary tests of rodent cognition. Understanding the pathophysiology of these disorders in rodents is paramount to addressing these deficits in human infants and dissecting the neural circuitry essential to perinatal brain injury pathophysiology and responsiveness to novel therapeutics. Touchscreen testing provides an effective, facile, sophisticated technique to accelerate the goal of improving cognitive and behavioral outcomes of children who suffer perinatal brain injury.
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Affiliation(s)
- Sankar Muthukumar
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Karnika Mehrotra
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Mohammed Fouda
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sarah Hamimi
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Lauren L Jantzie
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Kennedy Krieger Institute, Baltimore, MD, USA
| | - Shenandoah Robinson
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA; Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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10
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Babaev O, Cruces Solis H, Arban R. Dopamine modulating agents alter individual subdomains of motivation-related behavior assessed by touchscreen procedures. Neuropharmacology 2022; 211:109056. [DOI: 10.1016/j.neuropharm.2022.109056] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2021] [Revised: 03/30/2022] [Accepted: 04/01/2022] [Indexed: 11/25/2022]
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11
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Piantadosi PT, Halladay LR, Radke AK, Holmes A. Advances in understanding meso-cortico-limbic-striatal systems mediating risky reward seeking. J Neurochem 2021; 157:1547-1571. [PMID: 33704784 PMCID: PMC8981567 DOI: 10.1111/jnc.15342] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2021] [Revised: 03/04/2021] [Accepted: 03/06/2021] [Indexed: 02/06/2023]
Abstract
The risk of an aversive consequence occurring as the result of a reward-seeking action can have a profound effect on subsequent behavior. Such aversive events can be described as punishers, as they decrease the probability that the same action will be produced again in the future and increase the exploration of less risky alternatives. Punishment can involve the omission of an expected rewarding event ("negative" punishment) or the addition of an unpleasant event ("positive" punishment). Although many individuals adaptively navigate situations associated with the risk of negative or positive punishment, those suffering from substance use disorders or behavioral addictions tend to be less able to curtail addictive behaviors despite the aversive consequences associated with them. Here, we discuss the psychological processes underpinning reward seeking despite the risk of negative and positive punishment and consider how behavioral assays in animals have been employed to provide insights into the neural mechanisms underlying addictive disorders. We then review the critical contributions of dopamine signaling to punishment learning and risky reward seeking, and address the roles of interconnected ventral striatal, cortical, and amygdala regions to these processes. We conclude by discussing the ample opportunities for future study to clarify critical gaps in the literature, particularly as related to delineating neural contributions to distinct phases of the risky decision-making process.
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Affiliation(s)
- Patrick T. Piantadosi
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcohol Abuse and Alcoholism, NIH, Bethesda, MD, USA
| | - Lindsay R. Halladay
- Department of Psychology, Santa Clara University, Santa Clara, California 95053, USA
| | - Anna K. Radke
- Department of Psychology and Center for Neuroscience and Behavior, Miami University, Oxford, OH, USA
| | - Andrew Holmes
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcohol Abuse and Alcoholism, NIH, Bethesda, MD, USA
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12
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Odland AU, Sandahl R, Andreasen JT. Sequential reversal learning: a new touchscreen schedule for assessing cognitive flexibility in mice. Psychopharmacology (Berl) 2021; 238:383-397. [PMID: 33123820 DOI: 10.1007/s00213-020-05687-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 10/19/2020] [Indexed: 02/05/2023]
Abstract
RATIONALE The widespread deficits in cognitive flexibility observed across psychiatric disorders call for improved rodent tests to understand the biology of cognitive flexibility and development of better psychotherapeutics. Current reversal learning paradigms have a forced-choice setup that challenges the interpretation of results. OBJECTIVES We aimed at developing a free-choice reversal learning test, where images are presented sequentially and animals are free to move, to enable investigation of the cognitive sub-processes that occur during reversal. METHODS Behavior in female C57BL/6JOlaHsd mice was characterized using chronic fluoxetine as a reference compound. Additional tests were included to support the interpretation of results and exclude confounding pharmacological effects. Behaviors in vehicle-treated mice were furthermore analyzed for relatedness to deepen the understanding of parameters measured. RESULTS We found that exploitation of the previously rewarded image was independent of exploration and acquisition of the new reward contingency and could be differentially modulated by fluoxetine, supporting recent theories that these processes are not mutually exclusive. Specifically, fluoxetine reduced mistake rate, premature and perseverative responses, and promoted conservative strategies during reversal without affecting hit rate. These effects appeared to be most prominent during the late stage of reversal learning, where accuracy was above chance level. Analysis of behaviors in vehicle-treated mice suggested that exploitation was related to an impulsive-like deficit in response inhibition, while exploration was more related to motivation. CONCLUSIONS This new schedule was feasible, easy to implement, and can provide a deeper understanding of the cognitive sub-processes during reversal.
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Affiliation(s)
- Anna U Odland
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken 2, 2100, Copenhagen, Denmark
| | - Rune Sandahl
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken 2, 2100, Copenhagen, Denmark
| | - Jesper T Andreasen
- Department of Drug Design and Pharmacology, University of Copenhagen, Universitetsparken 2, 2100, Copenhagen, Denmark.
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13
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Sullivan JA, Dumont JR, Memar S, Skirzewski M, Wan J, Mofrad MH, Ansari HZ, Li Y, Muller L, Prado VF, Prado MAM, Saksida LM, Bussey TJ. New frontiers in translational research: Touchscreens, open science, and the mouse translational research accelerator platform. GENES BRAIN AND BEHAVIOR 2020; 20:e12705. [PMID: 33009724 DOI: 10.1111/gbb.12705] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 09/03/2020] [Accepted: 09/29/2020] [Indexed: 12/18/2022]
Abstract
Many neurodegenerative and neuropsychiatric diseases and other brain disorders are accompanied by impairments in high-level cognitive functions including memory, attention, motivation, and decision-making. Despite several decades of extensive research, neuroscience is little closer to discovering new treatments. Key impediments include the absence of validated and robust cognitive assessment tools for facilitating translation from animal models to humans. In this review, we describe a state-of-the-art platform poised to overcome these impediments and improve the success of translational research, the Mouse Translational Research Accelerator Platform (MouseTRAP), which is centered on the touchscreen cognitive testing system for rodents. It integrates touchscreen-based tests of high-level cognitive assessment with state-of-the art neurotechnology to record and manipulate molecular and circuit level activity in vivo in animal models during human-relevant cognitive performance. The platform also is integrated with two Open Science platforms designed to facilitate knowledge and data-sharing practices within the rodent touchscreen community, touchscreencognition.org and mousebytes.ca. Touchscreencognition.org includes the Wall, showcasing touchscreen news and publications, the Forum, for community discussion, and Training, which includes courses, videos, SOPs, and symposia. To get started, interested researchers simply create user accounts. We describe the origins of the touchscreen testing system, the novel lines of research it has facilitated, and its increasingly widespread use in translational research, which is attributable in part to knowledge-sharing efforts over the past decade. We then identify the unique features of MouseTRAP that stand to potentially revolutionize translational research, and describe new initiatives to partner with similar platforms such as McGill's M3 platform (m3platform.org).
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Affiliation(s)
- Jacqueline A Sullivan
- Department of Philosophy, The University of Western Ontario, Ontario, Canada.,Rotman Institute of Philosophy, The University of Western Ontario, Ontario, Canada.,Brain and Mind Institute, The University of Western Ontario, Ontario, Canada
| | - Julie R Dumont
- BrainsCAN, The University of Western Ontario, Ontario, Canada.,Robarts Research Institute, The University of Western Ontario, Ontario, Canada
| | - Sara Memar
- Robarts Research Institute, The University of Western Ontario, Ontario, Canada
| | - Miguel Skirzewski
- BrainsCAN, The University of Western Ontario, Ontario, Canada.,Robarts Research Institute, The University of Western Ontario, Ontario, Canada
| | - Jinxia Wan
- Division of Sciences, State Key Laboratory of Membrane Biology, Peking University School of Life Sciences, Beijing, China.,PKU-IDG/McGovern Institute for Brain Research, Beijing, China
| | - Maryam H Mofrad
- Brain and Mind Institute, The University of Western Ontario, Ontario, Canada.,Department of Applied Mathematics, The University of Western Ontario, Ontario, Canada
| | | | - Yulong Li
- Division of Sciences, State Key Laboratory of Membrane Biology, Peking University School of Life Sciences, Beijing, China.,PKU-IDG/McGovern Institute for Brain Research, Beijing, China.,Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China
| | - Lyle Muller
- Brain and Mind Institute, The University of Western Ontario, Ontario, Canada.,Department of Applied Mathematics, The University of Western Ontario, Ontario, Canada
| | - Vania F Prado
- Robarts Research Institute, The University of Western Ontario, Ontario, Canada.,Department of Anatomy and Cell Biology, The University of Western Ontario, Ontario, Canada.,Department of Physiology and Pharmacology, The University of Western Ontario, Ontario, Canada
| | - Marco A M Prado
- Robarts Research Institute, The University of Western Ontario, Ontario, Canada.,Department of Anatomy and Cell Biology, The University of Western Ontario, Ontario, Canada.,Department of Physiology and Pharmacology, The University of Western Ontario, Ontario, Canada
| | - Lisa M Saksida
- Brain and Mind Institute, The University of Western Ontario, Ontario, Canada.,BrainsCAN, The University of Western Ontario, Ontario, Canada.,Robarts Research Institute, The University of Western Ontario, Ontario, Canada.,Department of Physiology and Pharmacology, The University of Western Ontario, Ontario, Canada
| | - Timothy J Bussey
- Brain and Mind Institute, The University of Western Ontario, Ontario, Canada.,BrainsCAN, The University of Western Ontario, Ontario, Canada.,Robarts Research Institute, The University of Western Ontario, Ontario, Canada.,Department of Physiology and Pharmacology, The University of Western Ontario, Ontario, Canada.,Department of Psychiatry, The University of Western Ontario, Ontario, Canada
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14
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Bergstrom HC, Lieberman AG, Graybeal C, Lipkin AM, Holmes A. Dorsolateral striatum engagement during reversal learning. ACTA ACUST UNITED AC 2020; 27:418-422. [PMID: 32934094 PMCID: PMC7497112 DOI: 10.1101/lm.051714.120] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Accepted: 06/19/2020] [Indexed: 01/05/2023]
Abstract
Most experimental preparations demonstrate a role for dorsolateral striatum (DLS) in stimulus-response, but not outcome-based, learning. Here, we assessed DLS involvement in a touchscreen-based reversal task requiring mice to update choice following a change in stimulus-reward contingencies. In vivo single-unit recordings in the DLS showed reversal produced a population-level shift from excited to inhibited neuronal activity prior to choices being made. The larger the shift, the faster mice reversed. Furthermore, optogenetic photosilencing DLS neurons during choice increased early reversal errors. These findings suggest dynamic DLS engagement may facilitate reversal, possibly by signaling a change in contingencies to other striatal and cortical regions.
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Affiliation(s)
- Hadley C Bergstrom
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcoholism and Alcohol Abuse (NIAAA), National Institutes of Health (NIH), Bethesda, Maryland 20852, USA
| | - Abby G Lieberman
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcoholism and Alcohol Abuse (NIAAA), National Institutes of Health (NIH), Bethesda, Maryland 20852, USA
| | - Carolyn Graybeal
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcoholism and Alcohol Abuse (NIAAA), National Institutes of Health (NIH), Bethesda, Maryland 20852, USA
| | - Anna M Lipkin
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcoholism and Alcohol Abuse (NIAAA), National Institutes of Health (NIH), Bethesda, Maryland 20852, USA
| | - Andrew Holmes
- Laboratory of Behavioral and Genomic Neuroscience, National Institute on Alcoholism and Alcohol Abuse (NIAAA), National Institutes of Health (NIH), Bethesda, Maryland 20852, USA
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15
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Prefrontal regulation of behavioural control: Evidence from learning theory and translational approaches in rodents. Neurosci Biobehav Rev 2020; 118:27-41. [PMID: 32707346 DOI: 10.1016/j.neubiorev.2020.07.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 04/21/2020] [Accepted: 07/13/2020] [Indexed: 01/06/2023]
Abstract
Everyday activities require adaptive decision-making and control over our actions to achieve our goals. Sub-regions within the cortex are widely reported to regulate these choices. Here we review rodent studies from two disparate fields of instrumental action control - goal-directed and habitual responding, and impulsive and compulsive behaviour. Our aim was to compare findings across the spectrum, from precision associative learning to translational studies of action control. The evidence suggests that each cortical sub-region performs different roles depending on task requirements and, within tasks, clear dissociations exist between regions. Rather than synthesizing a single role or function for a given region, we should consider regions to be capable of many different functions. Further investigation of cortico-cortical connections and the pattern of input and output circuitry within each region may be needed to identify unique process-specific pathways. Despite differences in the scope and purpose of these two fields, integrating evidence across tasks provides a broader context for testing hypotheses about the role of cortical regions in adaptive actions and decision-making.
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16
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Aguirre CG, Stolyarova A, Das K, Kolli S, Marty V, Ray L, Spigelman I, Izquierdo A. Sex-dependent effects of chronic intermittent voluntary alcohol consumption on attentional, not motivational, measures during probabilistic learning and reversal. PLoS One 2020; 15:e0234729. [PMID: 32555668 PMCID: PMC7302450 DOI: 10.1371/journal.pone.0234729] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Accepted: 06/01/2020] [Indexed: 02/06/2023] Open
Abstract
Background Forced alcohol (ethanol, EtOH) exposure has been shown to cause significant impairments on reversal learning, a widely-used assay of cognitive flexibility, specifically on fully-predictive, deterministic versions of this task. However, previous studies have not adequately considered voluntary EtOH consumption and sex effects on probabilistic reversal learning. The present study aimed to fill this gap in the literature. Methods Male and female Long-Evans rats underwent either 10 weeks of voluntary intermittent 20% EtOH access or water only (H2O) access. Rats were then pretrained to initiate trials and learn stimulus-reward associations via touchscreen response, and subsequently required to select between two visual stimuli, rewarded with probability 0.70 or 0.30. In the final phase, reinforcement contingencies were reversed. Results We found significant sex differences on several EtOH-drinking variables, with females reaching a higher maximum EtOH consumption, exhibiting more high-drinking days, and escalating their EtOH at a quicker rate compared to males. During early abstinence, EtOH drinkers (and particularly EtOH-drinking females) made more initiation omissions and were slower to initiate trials than H2O drinking controls, especially during pretraining. A similar pattern in trial initiations was also observed in discrimination, but not in reversal learning. EtOH drinking rats were unaffected in their reward collection and stimulus response times, indicating intact motivation and motor responding. Although there were sex differences in discrimination and reversal phases, performance improved over time. We also observed sex-independent drinking group differences in win-stay and lose-shift strategies specific to the reversal phase. Conclusions Females exhibit increased vulnerability to EtOH effects in early learning: there were sex-dependent EtOH effects on attentional measures during pretraining and discrimination phases. We also found sex-independent EtOH effects on exploration strategies during reversal. Future studies should aim to uncover the neural mechanisms for changes in attention and exploration in both acute and prolonged EtOH withdrawal.
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Affiliation(s)
- Claudia G. Aguirre
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
- * E-mail: (AI); (CGA)
| | - Alexandra Stolyarova
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
| | - Kanak Das
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
| | - Saisriya Kolli
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
| | - Vincent Marty
- The Brain Research Institute, University of California-Los Angeles, Los Angeles, California, United States of America
- School of Dentistry, University of California-Los Angeles, Los Angeles, California, United States America
| | - Lara Ray
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
- The Brain Research Institute, University of California-Los Angeles, Los Angeles, California, United States of America
- Integrative Center for Addictions, University of California-Los Angeles, Los Angeles, California, United States of America
| | - Igor Spigelman
- The Brain Research Institute, University of California-Los Angeles, Los Angeles, California, United States of America
- School of Dentistry, University of California-Los Angeles, Los Angeles, California, United States America
| | - Alicia Izquierdo
- Department of Psychology, University of California-Los Angeles, Los Angeles, California, United States of America
- The Brain Research Institute, University of California-Los Angeles, Los Angeles, California, United States of America
- Integrative Center for Addictions, University of California-Los Angeles, Los Angeles, California, United States of America
- Integrative Center for Learning and Memory, University of California-Los Angeles, Los Angeles, California, United States of America
- * E-mail: (AI); (CGA)
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17
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Cuevas JA, Dawson BL. An Integrated Review of Recent Research on the Relationships Between Religious Belief, Political Ideology, Authoritarianism, and Prejudice. Psychol Rep 2020; 124:977-1014. [PMID: 32423334 DOI: 10.1177/0033294120925392] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Religious ideology and extremism have had an increasing influence on political agendas in the United States and much of the developed world in the past 60 years, with right-wing ideology becoming more prevalent this decade. This article serves as a review of studies investigating the correlations between political ideology, religiosity, right-wing authoritarianism, ingroups/outgroups, and prejudice in an attempt to describe and understand the well-established links between these dimensions. We discuss several group-level theories including Terror Management Theory, Social Identity Theory, Realistic Group Conflict Theory among others to frame the intercorrelations of these constructs in an effort to better understand the underlying mechanisms that drive individuals to embody religious and political beliefs. We then discuss individual-level cognitive and psychological differences such as intelligence, cognitive flexibility, and specific biological and neurological limitations of brain function that may influence people to adopt certain religious and political beliefs. Through a more comprehensive understanding of the underlying mechanisms of religious and political extremism, we may be better equipped to assuage the fear and denigration that is associated with many of these beliefs.
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18
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Dumont JR, Salewski R, Beraldo F. Critical mass: The rise of a touchscreen technology community for rodent cognitive testing. GENES BRAIN AND BEHAVIOR 2020; 20:e12650. [PMID: 32141694 DOI: 10.1111/gbb.12650] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Revised: 02/20/2020] [Accepted: 03/04/2020] [Indexed: 12/13/2022]
Abstract
The rise in the number of users and institutions utilizing the rodent touchscreen technology for cognitive testing over the past decade has prompted the need for knowledge mobilization and community building. To address the needs of the growing touchscreen community, the first international touchscreen symposium was hosted at Western University. Attendees from around the world attended talks from expert neuroscientists using touchscreens to examine a vast array of questions regarding cognition and the nervous system. In addition to the symposium, a subset of attendees was invited to partake in a hands-on training course where they received touchscreen training covering both hardware and software components. Beyond the two touchscreen events, virtual platforms have been developed to further support touchscreen users: (a) Mousebytes.ca, which includes a data repository of rodent touchscreen tasks, and (b) Touchscreencognition.org, an online community with numerous training and community resources, perhaps most notably a forum where members can ask and answer questions. The advantages of the rodent touchscreen technology for cognitive neuroscience research has allowed neuroscientists from diverse backgrounds to test specific cognitive processes using well-validated and standardized apparatus, contributing to its rise in popularity and its relevance to modern neuroscience research. The commitment of the touchscreen community to data, task development and information sharing not only ensures an expansive future of the use of rodent touchscreen technology but additionally, quality research that will increase translation from preclinical studies to clinical successes.
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Affiliation(s)
- Julie R Dumont
- BrainsCAN, University of Western Ontario, London, Ontario, Canada
| | - Ryan Salewski
- BrainsCAN, University of Western Ontario, London, Ontario, Canada
| | - Flavio Beraldo
- BrainsCAN, University of Western Ontario, London, Ontario, Canada.,Robarts Research Institute, University of Western Ontario Department of Physiology and Pharmacology, University of Western Ontario, London, Ontario, Canada
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19
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Alsiö J, Phillips BU, Sala-Bayo J, Nilsson SRO, Calafat-Pla TC, Rizwand A, Plumbridge JM, López-Cruz L, Dalley JW, Cardinal RN, Mar AC, Robbins TW. Dopamine D2-like receptor stimulation blocks negative feedback in visual and spatial reversal learning in the rat: behavioural and computational evidence. Psychopharmacology (Berl) 2019; 236:2307-2323. [PMID: 31218428 PMCID: PMC6695374 DOI: 10.1007/s00213-019-05296-y] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Accepted: 06/02/2019] [Indexed: 02/02/2023]
Abstract
RATIONALE Dopamine D2-like receptors (D2R) are important drug targets in schizophrenia and Parkinson's disease, but D2R ligands also cause cognitive inflexibility such as poor reversal learning. The specific role of D2R in reversal learning remains unclear. OBJECTIVES We tested the hypotheses that D2R agonism impairs reversal learning by blocking negative feedback and that antagonism of D1-like receptors (D1R) impairs learning from positive feedback. METHODS Male Lister Hooded rats were trained on a novel visual reversal learning task. Performance on "probe trials", during which the correct or incorrect stimulus was presented with a third, probabilistically rewarded (50% of trials) and therefore intermediate stimulus, revealed individual learning curves for the processes of positive and negative feedback. The effects of D2R and D1R agonists and antagonists were evaluated. A separate cohort was tested on a spatial probabilistic reversal learning (PRL) task after D2R agonism. Computational reinforcement learning modelling was applied to choice data from the PRL task to evaluate the contribution of latent factors. RESULTS D2R agonism with quinpirole dose-dependently impaired both visual reversal and PRL. Analysis of the probe trials on the visual task revealed a complete blockade of learning from negative feedback at the 0.25 mg/kg dose, while learning from positive feedback was intact. Estimated parameters from the model that best described the PRL choice data revealed a steep and selective decrease in learning rate from losses. D1R antagonism had a transient effect on the positive probe trials. CONCLUSIONS D2R stimulation impairs reversal learning by blocking the impact of negative feedback.
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Affiliation(s)
- Johan Alsiö
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK.
| | - Benjamin U Phillips
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK
| | - Júlia Sala-Bayo
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Simon R O Nilsson
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Neuroscience Institute, New York University Medical Center, New York, NY, USA
- Department of Neuroscience and Physiology, School of Medicine, New York University, New York, NY, USA
| | - Teresa C Calafat-Pla
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Arazo Rizwand
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Jessica M Plumbridge
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Laura López-Cruz
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Jeffrey W Dalley
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Rudolf N Cardinal
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Department of Psychiatry, University of Cambridge, Cambridge, UK
- Cambridgeshire & Peterborough NHS Foundation Trust, Box 190 (Liaison Psychiatry), Cambridge Biomedical Campus, Cambridge, UK
| | - Adam C Mar
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
- Neuroscience Institute, New York University Medical Center, New York, NY, USA
- Department of Neuroscience and Physiology, School of Medicine, New York University, New York, NY, USA
| | - Trevor W Robbins
- Department of Psychology and Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
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