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Noritake A, Nakamura K. Rewarding-unrewarding prediction signals under a bivalent context in the primate lateral hypothalamus. Sci Rep 2023; 13:5926. [PMID: 37045876 PMCID: PMC10097697 DOI: 10.1038/s41598-023-33026-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 04/06/2023] [Indexed: 04/14/2023] Open
Abstract
Animals can expect rewards under equivocal situations. The lateral hypothalamus (LH) is thought to process motivational information by producing valence signals of reward and punishment. Despite rich studies using rodents and non-human primates, these signals have been assessed separately in appetitive and aversive contexts; therefore, it remains unclear what information the LH encodes in equivocal situations. To address this issue, macaque monkeys were conditioned under a bivalent context in which reward and punishment were probabilistically delivered, in addition to appetitive and aversive contexts. The monkeys increased approaching behavior similarly in the bivalent and appetitive contexts as the reward probability increased. They increased avoiding behavior under the bivalent and aversive contexts as the punishment probability increased, but the mean frequency was lower under the bivalent context than under the aversive context. The population activity correlated with these mean behaviors. Moreover, the LH produced fine prediction signals of reward expectation, uncertainty, and predictability consistently in the bivalent and appetitive contexts by recruiting context-independent and context-dependent subpopulations of neurons, while it less produced punishment signals in the aversive and bivalent contexts. Further, neural ensembles encoded context information and "rewarding-unrewarding" and "reward-punishment" valence. These signals may motivate individuals robustly in equivocal environments.
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Affiliation(s)
- Atsushi Noritake
- Division of Behavioral Development, Department of System Neuroscience, National Institute for Physiological Sciences, National Institutes of Natural Sciences, Okazaki, 444-8585, Japan.
- Department of Physiological Sciences, School of Life Science, The Graduate University for Advanced Studies (SOKENDAI), Hayama, 240-0193, Japan.
| | - Kae Nakamura
- Department of Physiology, Kansai Medical University, 2-5-1, Shinmachi, Hirakata, Osaka, 573-1010, Japan
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de Oude NL, Hoebeek FE, Ten Brinke MM, de Zeeuw CI, Boele HJ. Pavlovian eyeblink conditioning is severely impaired in tottering mice. J Neurophysiol 2020; 125:398-407. [PMID: 33326350 DOI: 10.1152/jn.00578.2020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Cacna1a encodes the pore-forming α1A subunit of CaV2.1 voltage-dependent calcium channels, which regulate neuronal excitability and synaptic transmission. Purkinje cells in the cortex of cerebellum abundantly express these CaV2.1 channels. Here, we show that homozygous tottering (tg) mice, which carry a loss-of-function Cacna1a mutation, exhibit severely impaired learning in Pavlovian eyeblink conditioning, which is a cerebellar-dependent learning task. Performance of reflexive eyeblinks is unaffected in tg mice. Transient seizure activity in tg mice further corrupted the amplitude of eyeblink conditioned responses. Our results indicate that normal calcium homeostasis is imperative for cerebellar learning and that the oscillatory state of the brain can affect the expression thereof.NEW & NOTEWORTHY In this study, we confirm the importance of normal calcium homeostasis in neurons for learning and memory formation. In a mouse model with a mutation in an essential calcium channel that is abundantly expressed in the cerebellum, we found severely impaired learning in eyeblink conditioning. Eyeblink conditioning is a cerebellar-dependent learning task. During brief periods of brain-wide oscillatory activity, as a result of the mutation, the expression of conditioned eyeblinks was even further disrupted.
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Affiliation(s)
- Nina L de Oude
- Department of Neuroscience, Erasmus Medical Center, Rotterdam, The Netherlands
| | - Freek E Hoebeek
- Department of Neuroscience, Erasmus Medical Center, Rotterdam, The Netherlands.,Department for Developmental Origins of Disease, Wilhelmina Children's Hospital, Brain Center, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Chris I de Zeeuw
- Department of Neuroscience, Erasmus Medical Center, Rotterdam, The Netherlands.,Netherlands Institute for Neuroscience, Royal Academy of Arts and Sciences, Amsterdam, The Netherlands
| | - Henk-Jan Boele
- Department of Neuroscience, Erasmus Medical Center, Rotterdam, The Netherlands.,Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey
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3
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Lindquist DH. Emotion in motion: A three-stage model of aversive classical conditioning. Neurosci Biobehav Rev 2020; 115:363-377. [DOI: 10.1016/j.neubiorev.2020.04.025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 04/19/2020] [Accepted: 04/22/2020] [Indexed: 01/12/2023]
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4
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Measuring learning in human classical threat conditioning: Translational, cognitive and methodological considerations. Neurosci Biobehav Rev 2020; 114:96-112. [DOI: 10.1016/j.neubiorev.2020.04.019] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 04/15/2020] [Accepted: 04/18/2020] [Indexed: 02/06/2023]
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5
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Dopamine modulates individual differences in avoidance behavior: A pharmacological, immunohistochemical, neurochemical and volumetric investigation. Neurobiol Stress 2020; 12:100219. [PMID: 32435668 PMCID: PMC7231994 DOI: 10.1016/j.ynstr.2020.100219] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 03/27/2020] [Accepted: 03/30/2020] [Indexed: 12/22/2022] Open
Abstract
Avoidance behavior is a hallmark in pathological anxiety disorders and results in impairment of daily activities. Individual differences in avoidance responses are critical in determining vulnerability or resistance to anxiety disorders. Dopaminergic activation is implicated in the processing of avoidance responses; however, the mechanisms underlying these responses are unknown. In this sense, we used a preclinical model of avoidance behavior to investigate the possibility of an intrinsic differential dopaminergic pattern between good and poor performers. The specific goal was to assess the participation of dopamine (DA) through pharmacological manipulation, and we further evaluated the effects of systemic injections of the dopaminergic receptor type 1 (D1 antagonist - SCH23390) and dopaminergic receptor type 2 (D2 antagonist - sulpiride) antagonists in the good performers. Additionally, we evaluated the effects of intra-amygdala microinjection of a D1 antagonist (SCH23390) and a D2 antagonist (sulpiride) in good performers as well as intra-amygdala microinjection of a D1 agonist (SKF38393) and D2 agonist (quinpirole) in poor performers. Furthermore, we quantified the contents of dopamine and metabolites (3,4-dihydroxyphenylacetic acid (DOPAC) and homovanillic acid (HVA)) in the amygdala, evaluated the basal levels of tyrosine hydroxylase expression (catecholamine synthesis enzyme) and measured the volume of the substantia nigra, ventral tegmental area and locus coeruleus. Our results showed that it could be possible to convert animals from good to poor performers, and vice versa, by intra-amygdala (basolateral and central nucleus) injections of D1 receptor antagonists in good performers or D2 receptor agonists in poor performers. Additionally, the good performers had lower levels of DOPAC and HVA in the amygdala, an increase in the total volume of the amygdala (AMG), substantia nigra (SN), ventral tegmental area (VTA) and locus coeruleus (LC), and an increase in the number of tyrosine hydroxylase-positive cells in SN, VTA and LC, which positively correlates with the avoidance behavior. Taken together, our data show evidence for a dopaminergic signature of avoidance performers, emphasizing the role of distinct dopaminergic receptors in individual differences in avoidance behavior based on pharmacological, immunohistochemical, neurochemical and volumetric analyses. Our findings provide a better understanding of the role of the dopaminergic system in the execution of avoidance behavior. The role of dopamine in individual differences in avoidance behavior. Dopamine modulates avoidance behavior. Dopaminergic evidence of individual difference in avoidance behavior. Good and poor avoiders distinction based on dopaminergic signature. Dopaminergic signature of avoidance performers: poor versus good avoiders.
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Central amygdala lesions inhibit pontine nuclei acoustic reactivity and retard delay eyeblink conditioning acquisition in adult rats. Learn Behav 2018; 44:191-201. [PMID: 26486933 DOI: 10.3758/s13420-015-0199-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
In delay eyeblink conditioning (EBC) a neutral conditioned stimulus (CS; tone) is repeatedly paired with a mildly aversive unconditioned stimulus (US; periorbital electrical shock). Over training, subjects learn to produce an anticipatory eyeblink conditioned response (CR) during the CS, prior to US onset. While cerebellar synaptic plasticity is necessary for successful EBC, the amygdala is proposed to enhance eyeblink CR acquisition. In the current study, adult Long-Evans rats received bilateral sham or neurotoxic lesions of the central nucleus of the amygdala (CEA) followed by 1 or 4 EBC sessions. Fear-evoked freezing behavior, CS-mediated enhancement of the unconditioned response (UR), and eyeblink CR acquisition were all impaired in the CEA lesion rats relative to sham controls. There were also significantly fewer c-Fos immunoreactive cells in the pontine nuclei (PN)-major relays of acoustic information to the cerebellum-following the first and fourth EBC session in lesion rats. In sham rats, freezing behavior decreased from session 1 to 4, commensurate with nucleus-specific reductions in amygdala Fos+ cell counts. Results suggest delay EBC proceeds through three stages: in stage one the amygdala rapidly excites diffuse fear responses and PN acoustic reactivity, facilitating cerebellar synaptic plasticity and the development of eyeblink CRs in stage two, leading, in stage three, to a diminution or stabilization of conditioned fear responding.
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Paré D, Quirk GJ. WHEN SCIENTIFIC PARADIGMS LEAD TO TUNNEL VISION: LESSONS FROM THE STUDY OF FEAR. NPJ SCIENCE OF LEARNING 2017; 2:6. [PMID: 30294453 PMCID: PMC6171770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 02/07/2017] [Accepted: 02/21/2017] [Indexed: 10/05/2023]
Abstract
For the past 30 years, research on the amygdala has largely focused on the genesis of defensive behaviors as its main function. This focus originated from early lesion studies and was supported by extensive anatomical, physiological, and pharmacological data. Here we argue that while much data is consistent with the fear model of amygdala function, it has never been directly tested, in part due to overreliance on the fear conditioning task. In support of the fear model, amygdala neurons appear to signal threats and/or stimuli predictive of threats. However, recent studies in a natural threat setting show that amygdala activity does not correlate with threats, but simply with the movement of the rat, independent of valence. This was true for both natural threats as well as conditioned stimuli; indeed there was no evidence of threat signaling in amygdala neurons. Similar findings are emerging for prefrontal neurons that modulate the amygdala. These recent developments lead us to propose a new conceptualization of amygdala function whereby the amygdala inhibits behavioral engagement. Moreover, we propose that the goal of understanding the amygdala will be best served by shifting away from fear conditioning toward naturalistic approach and avoidance paradigms that involve decision making and a larger repertoire of spontaneous and learned behaviors, all the while keeping an open mind.
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Affiliation(s)
- Denis Paré
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, NJ 07102 USA
| | - Gregory J. Quirk
- University of Puerto Rico School of Medicine, San Juan, PR 00936-5067 USA
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Paré D, Quirk GJ. WHEN SCIENTIFIC PARADIGMS LEAD TO TUNNEL VISION: LESSONS FROM THE STUDY OF FEAR. NPJ SCIENCE OF LEARNING 2017; 2:6. [PMID: 30294453 PMCID: PMC6171770 DOI: 10.1038/s41539-017-0007-4] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2016] [Revised: 02/07/2017] [Accepted: 02/21/2017] [Indexed: 06/08/2023]
Abstract
For the past 30 years, research on the amygdala has largely focused on the genesis of defensive behaviors as its main function. This focus originated from early lesion studies and was supported by extensive anatomical, physiological, and pharmacological data. Here we argue that while much data is consistent with the fear model of amygdala function, it has never been directly tested, in part due to overreliance on the fear conditioning task. In support of the fear model, amygdala neurons appear to signal threats and/or stimuli predictive of threats. However, recent studies in a natural threat setting show that amygdala activity does not correlate with threats, but simply with the movement of the rat, independent of valence. This was true for both natural threats as well as conditioned stimuli; indeed there was no evidence of threat signaling in amygdala neurons. Similar findings are emerging for prefrontal neurons that modulate the amygdala. These recent developments lead us to propose a new conceptualization of amygdala function whereby the amygdala inhibits behavioral engagement. Moreover, we propose that the goal of understanding the amygdala will be best served by shifting away from fear conditioning toward naturalistic approach and avoidance paradigms that involve decision making and a larger repertoire of spontaneous and learned behaviors, all the while keeping an open mind.
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Affiliation(s)
- Denis Paré
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, NJ 07102 USA
| | - Gregory J. Quirk
- University of Puerto Rico School of Medicine, San Juan, PR 00936-5067 USA
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9
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Lee SC, Amir A, Headley DB, Haufler D, Pare D. Basolateral amygdala nucleus responses to appetitive conditioned stimuli correlate with variations in conditioned behaviour. Nat Commun 2016; 7:12275. [PMID: 27447354 PMCID: PMC4961864 DOI: 10.1038/ncomms12275] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Accepted: 06/17/2016] [Indexed: 01/06/2023] Open
Abstract
In the lateral amygdala (LA), training-induced increases in neuronal responsiveness to conditioned stimuli (CSs) reflect potentiated sensory responses that drive conditioned behaviours (CRs) via LA's targets. The basolateral nucleus of the amygdala (BL) receives LA inputs and projects to various subcortical sites that can drive aversive and appetitive CRs. Consistent with this, BL neurons also develop increased responses to CSs that predict rewarding or aversive outcomes. This increased BL activity is thought to reflect the potentiated sensory responses of LA neurons. Here we contrast the CS-related activity of BL neurons when rats produced the expected CR or not, to show that cells activated by appetitive CSs mainly encode behavioural output, not CS identity. The strong dependence of BL activity on behaviour irrespective of CS identity suggests that feedforward connectivity from LA to BL can be overridden by other BL inputs.
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Affiliation(s)
- Seung-Chan Lee
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102, USA
| | - Alon Amir
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102, USA
| | - Drew B. Headley
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102, USA
| | - Darrell Haufler
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102, USA
| | - Denis Pare
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102, USA
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10
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Hu C, Zhang LB, Chen H, Xiong Y, Hu B. Neurosubstrates and mechanisms underlying the extinction of associative motor memory. Neurobiol Learn Mem 2015. [DOI: 10.1016/j.nlm.2015.07.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Amir A, Lee SC, Headley DB, Herzallah MM, Pare D. Amygdala Signaling during Foraging in a Hazardous Environment. J Neurosci 2015; 35:12994-3005. [PMID: 26400931 PMCID: PMC4579372 DOI: 10.1523/jneurosci.0407-15.2015] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2015] [Revised: 07/29/2015] [Accepted: 08/05/2015] [Indexed: 11/21/2022] Open
Abstract
We recorded basolateral amygdala (BL) neurons in a seminaturalistic foraging task. Rats had to leave their nest to retrieve food in an elongated arena inhabited by a mechanical predator. There were marked trial-to-trial variations in behavior. After poking their head into the foraging arena and waiting there for a while, rats either retreated to their nest or initiated foraging. Before initiating foraging, rats waited longer on trials that followed failed than successful trials indicating that prior experience influenced behavior. Upon foraging initiation, most principal cells (Type-1) reduced their firing rate, while in a minority (Type-2) it increased. When rats aborted foraging, Type-1 cells increased their firing rates, whereas in Type-2 cells it did not change. Surprisingly, the opposite activity profiles of Type-1 and Type-2 units were also seen in control tasks devoid of explicit threats or rewards. The common correlate of BL activity across these tasks was movement velocity, although an influence of position was also observed. Thus depending on whether rats initiated movement or not, the activity of BL neurons decreased or increased, regardless of whether threat or rewards were present. Therefore, BL activity not only encodes threats or rewards, but is closely related to behavioral output. We propose that higher order cortical areas determine task-related changes in BL activity as a function of reward/threat expectations and internal states. Because Type-1 and Type-2 cells likely form differential connections with the central amygdala (controlling freezing), this process would determine whether movement aimed at attaining food or exploration is suppressed or facilitated. Significance statement: For decades, amygdala research has been dominated by pavlovian and operant conditioning paradigms. This work has led to the view that amygdala neurons signal threats or rewards, in turn causing defensive or approach behaviors. However, the artificial circumstances of conditioning studies bear little resemblance to normal life. In natural conditions, subjects are simultaneously presented with potential threats and rewards, forcing them to engage in a form of risk assessment. We examined this process using a seminaturalistic foraging task. In constant conditions of threats and rewards, amygdala activity could be high or low, depending on the rats' decisions on a given trial. Therefore, amygdala activity does not only encode threats or rewards but is also closely related to behavioral output.
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Affiliation(s)
- Alon Amir
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102
| | - Seung-Chan Lee
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102
| | - Drew B Headley
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102
| | - Mohammad M Herzallah
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102
| | - Denis Pare
- Center for Molecular and Behavioral Neuroscience, Rutgers State University, Newark, New Jersey 07102
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Taub AH, Segalis E, Marcus-Kalish M, Mintz M. Acceleration of cerebellar conditioning through improved detection of its sensory input. BRAIN-COMPUTER INTERFACES 2014. [DOI: 10.1080/2326263x.2013.867652] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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13
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Díaz-Mataix L, Tallot L, Doyère V. The amygdala: A potential player in timing CS–US intervals. Behav Processes 2014; 101:112-22. [DOI: 10.1016/j.beproc.2013.08.007] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2013] [Revised: 07/15/2013] [Accepted: 08/06/2013] [Indexed: 01/29/2023]
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Ng KH, Freeman JH. Amygdala inactivation impairs eyeblink conditioning in developing rats. Dev Psychobiol 2013; 56:999-1007. [PMID: 24273052 DOI: 10.1002/dev.21180] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2013] [Accepted: 10/27/2013] [Indexed: 11/06/2022]
Abstract
The amygdala facilitates acquisition of eyeblink conditioning in adult animals by enhancing conditioned stimulus (CS) inputs to the cerebellum and the unconditioned response circuitry. Ontogenetic changes in amygdala modulation of eyeblink conditioning have not been investigated directly. We examined the effects of amygdala inactivation on the ontogeny of eyeblink conditioning and conditioned freezing in rat pups. Rat pups received bilateral infusions of saline or bupivacaine into the central nucleus of the amygdala before each of the first five training sessions, which consisted of paired CS-US trials on postnatal days (P) 17-19, P21-23, or P24-26. The final session consisted of CS-alone test trials to assess the effect of amygdala inactivation during training on conditioned freezing. Amygdala inactivation impaired acquisition of eyeblink conditioning in all of the age groups and impaired freezing to the context during the extinction test. The results indicate that the amygdala modulates cerebellar learning as soon as it begins to emerge ontogenetically.
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Affiliation(s)
- Ka H Ng
- Department of Psychology, University of Iowa, Iowa City, IA, 52242
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The Effects of Sex and Chronic Restraint on Instrumental Learning in Rats. NEUROSCIENCE JOURNAL 2013; 2013:893126. [PMID: 26317104 PMCID: PMC4437261 DOI: 10.1155/2013/893126] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2012] [Revised: 01/29/2013] [Accepted: 01/30/2013] [Indexed: 11/26/2022]
Abstract
Chronic stress has been shown to impact learning, but studies have been sparse or nonexistent examining sex or task differences. We examined the effects of sex and chronic stress on instrumental learning in adult rats. Rats were tested in an aversive paradigm with or without prior appetitive experience, and daily body weight data was collected as an index of stress. Relative to control animals, reduced body weight was maintained across the stress period for males (−7%, P ≤ .05) and females (−5%, P ≤ .05). For males, there were within-subject day-by-day differences after asymptotic transition, and all restrained males were delayed in reaching asymptotic performance. In contrast, stressed females were facilitated in appetitive and aversive-only instrumental learning but impaired during acquisition of the aversive transfer task. Males were faster than females in reaching the appetitive shaping criterion, but females were more efficient in reaching the appetitive tone-signaled criterion. Finally, an effect of task showed that while females reached aversive shaping criterion at a faster rate when they had prior appetitive learning, they were impaired in tone-signaled avoidance learning only when they had prior appetitive learning. These tasks reveal important nuances on the effect of stress and sex differences on goal-directed behavior.
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Moustafa AA, Gilbertson MW, Orr SP, Herzallah MM, Servatius RJ, Myers CE. A model of amygdala-hippocampal-prefrontal interaction in fear conditioning and extinction in animals. Brain Cogn 2012; 81:29-43. [PMID: 23164732 DOI: 10.1016/j.bandc.2012.10.005] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2012] [Revised: 09/26/2012] [Accepted: 10/09/2012] [Indexed: 02/06/2023]
Abstract
Empirical research has shown that the amygdala, hippocampus, and ventromedial prefrontal cortex (vmPFC) are involved in fear conditioning. However, the functional contribution of each brain area and the nature of their interactions are not clearly understood. Here, we extend existing neural network models of the functional roles of the hippocampus in classical conditioning to include interactions with the amygdala and prefrontal cortex. We apply the model to fear conditioning, in which animals learn physiological (e.g. heart rate) and behavioral (e.g. freezing) responses to stimuli that have been paired with a highly aversive event (e.g. electrical shock). The key feature of our model is that learning of these conditioned responses in the central nucleus of the amygdala is modulated by two separate processes, one from basolateral amygdala and signaling a positive prediction error, and one from the vmPFC, via the intercalated cells of the amygdala, and signaling a negative prediction error. In addition, we propose that hippocampal input to both vmPFC and basolateral amygdala is essential for contextual modulation of fear acquisition and extinction. The model is sufficient to account for a body of data from various animal fear conditioning paradigms, including acquisition, extinction, reacquisition, and context specificity effects. Consistent with studies on lesioned animals, our model shows that damage to the vmPFC impairs extinction, while damage to the hippocampus impairs extinction in a different context (e.g., a different conditioning chamber from that used in initial training in animal experiments). We also discuss model limitations and predictions, including the effects of number of training trials on fear conditioning.
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Affiliation(s)
- Ahmed A Moustafa
- School of Social Sciences and Psychology, Marcs Institute for Brain and Behaviour, University of Western Sydney, Sydney, NSW, Australia.
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Chau LS, Galvez R. Amygdala's involvement in facilitating associative learning-induced plasticity: a promiscuous role for the amygdala in memory acquisition. Front Integr Neurosci 2012; 6:92. [PMID: 23087626 PMCID: PMC3468000 DOI: 10.3389/fnint.2012.00092] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2012] [Accepted: 09/22/2012] [Indexed: 01/05/2023] Open
Abstract
It is widely accepted that the amygdala plays a critical role in acquisition and consolidation of fear-related memories. Some of the more widely employed behavioral paradigms that have assisted in solidifying the amygdala's role in fear-related memories are associative learning paradigms. With most associative learning tasks, a neutral conditioned stimulus (CS) is paired with a salient unconditioned stimulus (US) that elicits an unconditioned response (UR). After multiple CS-US pairings, the subject learns that the CS predicts the onset or delivery of the US, and thus elicits a learned conditioned response (CR). Most fear-related associative paradigms have suggested that an aspect of the fear association is stored in the amygdala; however, some fear-motivated associative paradigms suggest that the amygdala is not a site of storage, but rather facilitates consolidation in other brain regions. Based upon various learning theories, one of the most likely sites for storage of long-term memories is the neocortex. In support of these theories, findings from our laboratory, and others, have demonstrated that trace-conditioning, an associative paradigm where there is a separation in time between the CS and US, induces learning-specific neocortical plasticity. The following review will discuss the amygdala's involvement, either as a site of storage or facilitating storage in other brain regions such as the neocortex, in fear- and non-fear-motivated associative paradigms. In this review, we will discuss recent findings suggesting a broader role for the amygdala in increasing the saliency of behaviorally relevant information, thus facilitating acquisition for all forms of memory, both fear- and non-fear-related. This proposed promiscuous role of the amygdala in facilitating acquisition for all memories further suggests a potential role of the amygdala in general learning disabilities.
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Affiliation(s)
- Lily S Chau
- Psychology Department, University of Illinois at Urbana-Champaign Champaign, IL, USA
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The effects of two forms of physical activity on eyeblink classical conditioning. Behav Brain Res 2011; 219:165-74. [PMID: 21238502 DOI: 10.1016/j.bbr.2011.01.016] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2010] [Revised: 01/03/2011] [Accepted: 01/06/2011] [Indexed: 12/11/2022]
Abstract
Voluntary exercise, in the form of free access to a running wheel in the home cage, has been shown to improve several forms of learning and memory. Acrobatic training, in the form of learning to traverse an elevated obstacle course, has been shown to induce markers of neural plasticity in the cerebellar cortex in rodents. In three experiments, we examined the effects of these two forms of physical activity on delay eyeblink conditioning in rats. In Experiment 1, exercising rats were given 17 days of free access to a running wheel in their home cage prior to 10 days of delay eyeblink conditioning. Rats that exercised conditioned significantly better and showed a larger reflexive eyeblink unconditioned response to the periocular stimulation unconditioned stimulus than rats that did not exercise. In Experiment 2, exercising rats were given 17 days of free access to a running wheel in their home cage prior to 10 days of explicitly unpaired stimulus presentations. Rats that exercised responded the same to tone, light, and periocular stimulation as rats that did not exercise. In Experiment 3, acrobatic training rats were given 15 days of daily training on an elevated obstacle course prior to 10 days of eyeblink conditioning. Activity control rats underwent 15 days of yoked daily running in an open field. Rats that underwent acrobatic training did not differ in eyeblink conditioning from activity control rats. The ability to measure the learned response precisely, and the well-mapped neural circuitry of eyeblink conditioning offer some advantages for the study of exercise effects on learning and memory.
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Lázaro-Muñoz G, LeDoux JE, Cain CK. Sidman instrumental avoidance initially depends on lateral and basal amygdala and is constrained by central amygdala-mediated Pavlovian processes. Biol Psychiatry 2010; 67:1120-7. [PMID: 20110085 PMCID: PMC3085029 DOI: 10.1016/j.biopsych.2009.12.002] [Citation(s) in RCA: 105] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2009] [Revised: 12/01/2009] [Accepted: 12/01/2009] [Indexed: 11/19/2022]
Abstract
BACKGROUND The lateral (LA) and central (CE), but not basal (B), amygdala nuclei are necessary for reactive Pavlovian fear responses such as freezing. The amygdala also plays a key role in the acquisition and expression of active instrumental defensive behaviors, but little is known about the specific roles of amygdala nuclei. Using a Sidman active avoidance (AA) task, we examined the necessity of LA, B, and CE for learning and performance. Pavlovian freezing was simultaneously assessed to examine the contributions of amygdala nuclei to the transition from reactive to active defensive responding. METHODS Rats received electrolytic lesions of LA, CE, or B before AA training, or following overtraining. Rats that expressed low levels of AA performance during training received bilateral electrolytic lesions to CE to eliminate competing freezing reactions and rescue AA. AA performance and freezing were assessed. RESULTS Damage to LA and B, but not CE, impaired the acquisition of AA. Performance of AA became amygdala-independent following overtraining. CE lesions abolished Pavlovian freezing and rescued instrumental AA performance in rats that expressed low levels of avoidance responses and high levels of freezing during training. CONCLUSIONS Although the acquisition of Pavlovian fear depends on LA and CE, but not B, acquisition of instrumental AA is dependent on LA and B, but not CE. CE-dependent Pavlovian processes that control freezing can constrain avoidance behavior. Performance of well-trained AA becomes independent of all three amygdala nuclei. Thus, it appears that different output pathways of LA mediate reactive and active conditioned defensive responding.
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Affiliation(s)
- Gabriel Lázaro-Muñoz
- W.M. Keck Foundation Laboratory of Neurobiology, Center for Neural Science, New York University, New York, NY 10003, USA
| | - Joseph E. LeDoux
- W.M. Keck Foundation Laboratory of Neurobiology, Center for Neural Science, New York University, New York, NY 10003, USA
- Department of Psychology, New York University, New York, NY 10003, USA
- Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY 10962, USA
- Emotional Brain Institute, New York University, New York, NY 10003, USA
| | - Christopher K. Cain
- W.M. Keck Foundation Laboratory of Neurobiology, Center for Neural Science, New York University, New York, NY 10003, USA
- Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY 10962, USA
- Emotional Brain Institute, New York University, New York, NY 10003, USA
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Conditioned fear in adult rats is facilitated by the prior acquisition of a classically conditioned motor response. Neurobiol Learn Mem 2010; 94:167-75. [PMID: 20493273 DOI: 10.1016/j.nlm.2010.05.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2009] [Revised: 04/30/2010] [Accepted: 05/10/2010] [Indexed: 11/22/2022]
Abstract
Early in eyeblink classical conditioning, amygdala-dependent fear responding is reported to facilitate acquisition of the cerebellar-dependent eyeblink conditioned response (CR), in accord with the two-process model of conditioning (Konorski, 1967). In the current study, we predicted that the conditioned fear (e.g., freezing) observed during eyeblink conditioning may become autonomous of the eyeblink CR and amenable to further associative modification. Conditioned freezing was assessed during and following Pavlovian fear conditioning in Long-Evans rats that had or had not undergone eight prior sessions of eyeblink conditioning. The amplitude and frequency of the tone conditioned stimulus (CS) was held constant across both forms of conditioning. Following fear conditioning in Experiment 1, freezing to the tone CS, but not the context, was facilitated in rats that previously experienced CS-unconditioned stimulus (US) paired eyeblink conditioning. In Experiment 2, freezing immediately following each fear conditioning trial was enhanced in rats subjected to the antecedent eyeblink conditioning, indicating a faster acquisition rate. Finally, in Experiment 3, faster acquisition was seen only in those rats fear conditioned in the same context used for the prior eyeblink conditioning. Taken together, the data indicate that the conditioned fear associated with the context and CS as a result of eyeblink conditioning can be built upon or strengthened during subsequent learning.
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21
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Effects of extinction on classical conditioning and conditioning-specific reflex modification of rabbit heart rate. Behav Brain Res 2009; 206:127-34. [PMID: 19747508 DOI: 10.1016/j.bbr.2009.09.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2009] [Revised: 08/28/2009] [Accepted: 09/03/2009] [Indexed: 11/21/2022]
Abstract
Understanding the mechanisms of fear extinction has become increasingly important for treating a number of disorders, particularly post-traumatic stress disorder. Conditioning of rabbit heart rate (HR) is an established model for studying fear, yet little is known about procedures for extinguishing it other than repeated presentations of cue(s) associated with the fear-inducing event. The following study examined the effects of conditioned stimulus (CS) alone, unconditioned stimulus (US) alone, unpaired CS/US presentations, continued CS-US pairings, or no further stimulation on rabbit HR following HR conditioning. We have previously shown the rabbit HR response to the US can change as a function of learning when measured in the absence of the CS, a phenomenon referred to as conditioning-specific reflex modification (CRM). More specifically, the HR exhibits a deceleration in response to the US reminiscent of the conditioned bradycardia that develops to the CS. Consequently, the following study also examined the effects of extinction treatments on HR CRM. For HR conditioned responses (CRs), CS-alone and unpaired CS/US presentations were the most successful extinction treatments. For HR CRM, all conditions led to a reduction in CRM except for a subset of rabbits that maintained high levels following unpaired extinction, indicating a dissociation between extinction of HR CRs and CRM. The findings highlight the parameters of HR extinction, the transient nature of HR CRM, vagal involvement in both acquisition and extinction of HR CRM, and suggest that HR CRM cannot be fully explained as a CR that has generalized from the CS to the US.
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22
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The effect of CRF and α-helical CRF(9–41) on rat fear responses and amino acids release in the central nucleus of the amygdala. Neuropharmacology 2009; 57:148-56. [DOI: 10.1016/j.neuropharm.2009.04.016] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2009] [Revised: 04/01/2009] [Accepted: 04/28/2009] [Indexed: 11/15/2022]
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Mowery TM, McDowell AL, Garraghty PE. Chronic developmental exposure to phenytoin has long-term behavioral consequences. Int J Dev Neurosci 2008; 26:401-7. [PMID: 18455350 DOI: 10.1016/j.ijdevneu.2008.03.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2008] [Revised: 03/12/2008] [Accepted: 03/17/2008] [Indexed: 11/26/2022] Open
Abstract
Anti-epileptic compounds have been linked to several developmental disorders. Specifically, fetal exposure to phenytoin is linked to fetal hydantoin syndrome in humans. We have developed a rat model of fetal hydantoin syndrome in an effort to explore the relationship between drug exposure, development, and learning and memory. Previous studies of this animal model have used various embryological periods of exposure; however, the human syndrome is reported in the offspring of mothers that maintain drug regimens throughout gestation and nursing. To that end, the present study investigated associative learning in rats exposed to therapeutic levels of phenytoin throughout prenatal development and the postnatal pre-weaning period. We used an instrumental appetitive-to-aversive transfer paradigm, which has hippocampal-dependent components, and an avoidance-conditioning paradigm to test simple associative learning and higher-order learning and memory. Compared to controls, we report increased rates of acquisition and performance by the phenytoin group in both the appetitive and the avoidance learning paradigm, and a substantial impairment in avoidance learning following the transfer from appetitive to aversive conditioning. The positive deficit observed with simple associative learning and the negative transfer effect associated with higher order learning suggests that chronic exposure to phenytoin throughout gestation disrupts hippocampal development, which subsequently leads to impaired function in adulthood.
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Affiliation(s)
- Todd M Mowery
- Department of Psychological and Brain Sciences, Indiana University, 1101 E. 10th Street, Bloomington, IN 47405, USA.
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24
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Knippenberg JMJ, Maes JHR, Kuniecki MJ, Buyse BAJ, Coenen AML, van Luijtelaar G. N150 in amygdalar ERPs in the rat: Is there modulation by anticipatory fear? Physiol Behav 2008; 93:222-8. [PMID: 17888462 DOI: 10.1016/j.physbeh.2007.08.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2007] [Revised: 08/20/2007] [Accepted: 08/22/2007] [Indexed: 11/24/2022]
Abstract
The hypothesis was tested whether the amygdalar N150 of rats, a slow, negative component in the event-related potential from the lateral amygdala, is sensitive to a state of anxious anticipation. A conditioning procedure was applied in which a series of six auditory stimuli was followed by a shock when presented alone, but not when the auditory stimuli were preceded by a visual stimulus. Heart rate recordings confirmed that the auditory stimulus train induced a state of increasing anticipatory fear and that this condition was modulated by the visual stimulus. During behavioral training, a N150 appeared in the amygdalar event-related potential evoked by the auditory stimuli, replicating previous findings. However, the amplitude of the N150 was not affected by whether or not the visual stimulus had been presented before. These results failed to support the idea that the N150 is related to the expectancy of an aversive event. An alternative interpretation, emphasizing the increase in arousal and attention that is inherent to aversive learning, is discussed.
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Affiliation(s)
- J M J Knippenberg
- Radboud University Nijmegen, Nijmegen Institute for Cognition and Information, Department of Biological Psychology, P.O. Box 9104, 6500 HE Nijmegen, The Netherlands.
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25
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Salzman CD, Paton JJ, Belova MA, Morrison SE. Flexible neural representations of value in the primate brain. Ann N Y Acad Sci 2007; 1121:336-54. [PMID: 17872400 PMCID: PMC2376754 DOI: 10.1196/annals.1401.034] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
The amygdala and orbitofrontal cortex (OFC) are often thought of as components of a neural circuit that assigns affective significance--or value--to sensory stimuli so as to anticipate future events and adjust behavioral and physiological responses. Much recent work has been aimed at understanding the distinct contributions of the amygdala and OFC to these processes, but a detailed understanding of the physiological mechanisms underlying learning about value remains lacking. To gain insight into these processes, we have focused initially on characterizing the neural signals of the primate amygdala, and more recently of the primate OFC, during appetitive and aversive reinforcement learning procedures. We have employed a classical conditioning procedure whereby monkeys form associations between visual stimuli and rewards or aversive stimuli. After learning these initial associations, we reverse the stimulus-reinforcement contingencies, and monkeys learn these new associations. We have discovered that separate populations of neurons in the amygdala represent the positive and negative value of conditioned visual stimuli. This representation of value updates rapidly upon image value reversal, as fast as monkeys learn, often within a single trial. We suggest that representations of value in the amygdala may change through multiple interrelated mechanisms: some that arise from fairly simple Hebbian processes, and others that may involve gated inputs from other brain areas, such as the OFC.
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Affiliation(s)
- C Daniel Salzman
- Department of Neuroscience, Columbia University, New York State Psychiatric Institute, New York, NY 10032, USA.
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26
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Gill KM, Bernstein IL, Mizumori SJY. Immediate early gene activation in hippocampus and dorsal striatum: Effects of explicit place and response training. Neurobiol Learn Mem 2007; 87:583-96. [PMID: 17317230 DOI: 10.1016/j.nlm.2006.12.011] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2006] [Revised: 12/26/2006] [Accepted: 12/29/2006] [Indexed: 11/26/2022]
Abstract
Evidence from lesion, electrophysiological, and neuroimaging studies support the hypothesis that the hippocampus and dorsal striatum process afferent inputs in such a way that each structure regulates expression of different behaviors in learning and memory. The present study sought to determine whether rats explicitly trained to perform one of two different learning strategies, spatial or response, would display disparate immediate early gene activation in hippocampus and striatum. c-Fos and Zif268 immunoreactivity (IR) was measured in both hippocampus and striatum 30 or 90 min following criterial performance on a standard plus-maze task (place learners) or a modified T-maze task (response learners). Place and response learning differentially affected c-Fos-IR in striatum but not hippocampus. Specifically, explicit response learning induced greater c-Fos-IR activation in two subregions of the dorsal striatum. This increased c-Fos-IR was dependent upon the number of trials performed prior to reaching behavioral criterion and accuracy of performance during post-testing probe trials. Quantification of Zif268-IR in both hippocampus and striatum failed to distinguish between place and response learners. The changes in c-Fos-IR occurred 30 min, but not 90 min, post-testing. The synthesis of c-Fos early in testing could reflect the recruitment of key structures in learning. Consequently, animals that were able to learn the response task efficiently displayed greater amounts of c-Fos-IR in dorsal striatum.
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Affiliation(s)
- Kathryn M Gill
- University of Washington, Department of Psychology, Guthrie Hall, Seattle, WA 98195, USA
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27
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Wilber AA, Southwood CJ, Sokoloff G, Steinmetz JE, Wellman CL. Neonatal maternal separation alters adult eyeblink conditioning and glucocorticoid receptor expression in the interpositus nucleus of the cerebellum. Dev Neurobiol 2007; 67:1751-64. [PMID: 17659594 DOI: 10.1002/dneu.20549] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Neonatal maternal separation alters learning and memory. Glucocorticoids also modulate adult learning and memory, and neonatal maternal separation alters forebrain glucocorticoid receptor (GR) concentrations. We used eyeblink classical conditioning to assess the effect of neonatal maternal separation on associative learning. We assessed delay eyeblink conditioning, GR expression, and total neuron number in the interpositus nucleus, a critical site of plasticity in eyeblink conditioning, in adult rats that had undergone either standard animal facilities rearing, handling for 15 min, or maternal separation for either 15 or 60 min per day on postnatal days 2-14. At 2-3 months of age, delay eyeblink classical conditioning was assessed. Brains were processed for GR immunohistochemistry, and GR expression in the interpositus nucleus was assessed using a computer-based densitometry system. Neuron counts and nuclear volumes were obtained from an alternate series of thionin-stained sections. Maternal separation significantly impaired eyeblink conditioning in male but not female rats. Handling and maternal separation did not significantly affect interpositus neuron number and volume. However, prolonged maternal separation significantly increased GR expression in the posterior interpositus in males, and increases were correlated with eyeblink conditioning. In female rats, maternal separation and handling did not significantly alter interpositus neuron number, volume, or GR protein expression, and GR expression did not correlate with eyeblink conditioning. Thus, neonatal maternal separation produces adult deficits in eyeblink conditioning and alterations in GR expression in its neural substrate in a sex-dependent manner.
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Affiliation(s)
- Aaron A Wilber
- Department of Psychological and Brain Sciences and Program in Neuroscience, Indiana University, Bloomington, Indiana 47405, USA
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28
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Moses SN, Houck JM, Martin T, Hanlon FM, Ryan JD, Thoma RJ, Weisend MP, Jackson EM, Pekkonen E, Tesche CD. Dynamic neural activity recorded from human amygdala during fear conditioning using magnetoencephalography. Brain Res Bull 2006; 71:452-60. [PMID: 17259013 DOI: 10.1016/j.brainresbull.2006.08.016] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2006] [Revised: 08/25/2006] [Accepted: 08/30/2006] [Indexed: 10/23/2022]
Abstract
Magnetoencephalography (MEG) was used to record the dynamics of amygdala neuronal population activity during fear conditioning in human participants. Activation during conditioning training was compared to habituation and extinction sessions. Conditioned stimuli (CS) were visually presented geometric figures, and unconditioned stimuli (US) were aversive white-noise bursts. The CS+ was paired with the US on 50% of presentations and the CS- was never paired. The precise temporal resolution of MEG allowed us to address the issue of whether the amygdala responds to the onset or offset of the CS+, and/or the expectation of the initiation or offset of the an omitted auditory US. Fear conditioning elicited differential amygdala activation for the unpaired CS+ compared to the CS-, extinction and habituation. This was especially robust in the right hemisphere at CS onset. The strongest peaks of amygdala activity occurred at an average of 270 ms in the right and 306 ms in the left hemisphere following unpaired CS+ onset, and following offset at 21 ms in the left and 161 ms in the right (corresponding to an interval of 108 ms and 248 ms after the anticipated onset of the US, respectively). However, the earliest peaks in this epoch preceded US onset in most subjects. Thus, the activity dynamics suggest that the amygdala both differentially responds to stimuli and anticipates the arrival of stimuli based on prior learning of contingencies. The amygdala also shows stimulus omission-related activation that could potentially provide feedback about experienced stimulus contingencies to modify future responding during learning and extinction.
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Affiliation(s)
- Sandra N Moses
- Department of Psychology, University of New Mexico, Albuquerque, NM 87109, USA.
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29
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Maren S. Central and basolateral amygdala neurons crash the aversive conditioning party: Theoretical comment on Rorick-Kehn and Steinmetz (2005). Behav Neurosci 2005; 119:1406-10. [PMID: 16300448 DOI: 10.1037/0735-7044.119.5.1406] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Stephen Maren
- Department of Psychology and Neuroscience Program, University of Michigan, 530 Church Street, Ann Arbor, 48109-1043 MI, US.
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