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Wu M, Liu F, Wang H, Yao L, Wei C, Zheng Q, Han J, Liu Z, Liu Y, Duan H, Ren W, Sun Z. Characterizing the dynamic learning process: Implications of a quantitative analysis. Behav Brain Res 2024; 463:114915. [PMID: 38368954 DOI: 10.1016/j.bbr.2024.114915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Revised: 02/05/2024] [Accepted: 02/15/2024] [Indexed: 02/20/2024]
Abstract
Understanding the neural mechanisms involved in learning processes is crucial for unraveling the complexities of behavior and cognition. Sudden change from the untrained level to the fully-learned level is a pivotal feature of instrumental learning. However, the concept of change point and suitable methods to conveniently analyze the characteristics of sudden change in groups remain elusive, which might hinder a fuller understanding of the neural mechanism underlying dynamic leaning process. In the current study, we investigated the learning processes of mice that were trained in an aversive instrumental learning task, and introduced a novel strategy to analyze behavioral variations in instrumental learning, leading to improved clarity on the concept of sudden change and enabling comprehensive group analysis. By applying this novel strategy, we examined the effects of cocaine and a cannabinoid receptor agonist on instrumental learning. Intriguingly, our analysis revealed significant differences in timing and occurrence of sudden changes that were previously overlooked using traditional analysis. Overall, our research advances understanding of behavioral variation during instrumental learning and the interplay between learning behaviors and neurotransmitter systems, contributing to a deeper comprehension of learning processes and informing future investigations and therapeutic interventions.
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Affiliation(s)
- Meilin Wu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Fuhong Liu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Hao Wang
- College of Life Sciences, Shaanxi Normal University, Xi'an 710062, China
| | - Li Yao
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Chunling Wei
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Qiaohua Zheng
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Jing Han
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Zhiqiang Liu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Yihui Liu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Haijun Duan
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China
| | - Wei Ren
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an 710062, China; Faculty of Education, Shaanxi Normal University, Xi'an 710062, China.
| | - Zongpeng Sun
- School of Psychology, Shaanxi Normal University, Xi'an 710062, China.
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Zühlsdorff K, López-Cruz L, Dutcher EG, Jones JA, Pama C, Sawiak S, Khan S, Milton AL, Robbins TW, Bullmore ET, Dalley JW. Sex-dependent effects of early life stress on reinforcement learning and limbic cortico-striatal functional connectivity. Neurobiol Stress 2023; 22:100507. [PMID: 36505960 PMCID: PMC9731893 DOI: 10.1016/j.ynstr.2022.100507] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 11/29/2022] [Accepted: 11/30/2022] [Indexed: 12/13/2022] Open
Abstract
Major depressive disorder (MDD) is a stress-related condition hypothesized to involve aberrant reinforcement learning (RL) with positive and negative stimuli. The present study investigated whether repeated early maternal separation (REMS) stress, a procedure widely recognized to cause depression-like behaviour, affects how subjects learn from positive and negative feedback. The REMS procedure was implemented by separating male and female rats from their dam for 6 h each day from post-natal day 5-19. Control rat offspring were left undisturbed during this period. Rats were tested as adults for behavioral flexibility and feedback sensitivity on a probabilistic reversal learning task. A computational approach based on RL theory was used to derive latent behavioral variables related to reward learning and flexibility. To assess underlying brain substrates, a seed-based functional MRI connectivity analysis was applied both before and after an additional adulthood stressor in control and REMS rats. Female but not male rats exposed to REMS stress showed increased response 'stickiness' (repeated responses regardless of reward outcome). Following repeated adulthood stress, reduced functional connectivity from the basolateral amygdala (BLA) to the dorsolateral striatum (DLS), cingulate cortex (Cg), and anterior insula (AI) cortex was observed in females. By contrast, control male rats exposed to the second stressor showed impaired learning from negative feedback (i.e., non-reward) and reduced functional connectivity from the BLA to the DLS and AI compared to maternally separated males. RL in male rats exposed to REMS was unaffected. The fMRI data further revealed that connectivity between the mOFC and other prefrontal cortical and subcortical structures was positively correlated with response 'stickiness'. These findings reveal differences in how females and males respond to early life adversity and subsequent stress. These effects may be mediated by functional divergence in resting-state connectivity between the basolateral amygdala and fronto-striatal brain regions.
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Affiliation(s)
- Katharina Zühlsdorff
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
- Corresponding author. Department of Psychology, University of Cambridge, Downing St, Cambridge, CB2 3EB, UK.
| | - Laura López-Cruz
- Faculty of Science, Technology, Engineering & Mathematics, The Open University, Walton Hall, Kents Hill, Milton Keynes, MK7 6AA, UK
| | - Ethan G. Dutcher
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
| | - Jolyon A. Jones
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
| | - Claudia Pama
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
| | - Stephen Sawiak
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
- Department of Physiology, Development and Neuroscience, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Wolfson Brain Imaging Centre, Department of Clinical Neurosciences, University of Cambridge, Cambridge Biomedical Campus, Box 65, Cambridge, CB2 0QQ, UK
| | - Shahid Khan
- GlaxoSmithKline Research & Development, Stevenage, UK
| | - Amy L. Milton
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
| | - Trevor W. Robbins
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
| | - Edward T. Bullmore
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
- Department of Psychiatry, Herchel Smith Building for Brain and Mind Sciences, Forvie Site, Cambridge, CB2 0SZ, UK
| | - Jeffrey W. Dalley
- Department of Psychology, University of Cambridge, Downing Site, Cambridge, CB2 3EB, UK
- Behavioural and Clinical Neuroscience Institute, University of Cambridge, CB2 3EB, UK
- Department of Psychiatry, Herchel Smith Building for Brain and Mind Sciences, Forvie Site, Cambridge, CB2 0SZ, UK
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Liu Y, Di Y, Zheng Q, Qian Z, Fan J, Ren W, Wei Z, Tian Y. Altered expression of glycan patterns and glycan-related genes in the medial prefrontal cortex of the valproic acid rat model of autism. Front Cell Neurosci 2022; 16:1057857. [PMID: 36568890 PMCID: PMC9772556 DOI: 10.3389/fncel.2022.1057857] [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: 09/30/2022] [Accepted: 11/23/2022] [Indexed: 12/14/2022] Open
Abstract
Autism spectrum disorders (ASD) represent a group of neurodevelopmental defects characterized by social deficits and repetitive behaviors. Alteration in Glycosylation patterns could influence the nervous system development and contribute to the molecular mechanism of ASD. Interaction of environmental factors with susceptible genes may affect expressions of glycosylation-related genes and thus result in abnormal glycosylation patterns. Here, we used an environmental factor-induced model of autism by a single intraperitoneal injection of 400 mg/kg valproic acid (VPA) to female rats at day 12.5 post-conception. Following confirmation of reduced sociability and increased self-grooming behaviors in VPA-treated offspring, we analyzed the alterations in the expression profile of glycan patterns and glycan-related genes by lectin microarrays and RNA-seq, respectively. Lectin microarrays detected 14 significantly regulated lectins in VPA rats, with an up-regulation of high-mannose with antennary and down-regulation of Siaα2-3 Gal/GalNAc. Based on the KEGG and CAZy resources, we assembled a comprehensive list of 961 glycan-related genes to focus our analysis on specific genes. Of those, transcription results revealed that there were 107 differentially expressed glycan-related genes (DEGGs) after VPA treatment. Functional analysis of DEGGs encoding anabolic enzymes revealed that the process trimming to form core structure and glycan extension from core structure primarily changed, which is consistent with the changes in glycan patterns. In addition, the DEGGs encoding glycoconjugates were mainly related to extracellular matrix and axon guidance. This study provides insights into the underlying molecular mechanism of aberrant glycosylation after prenatal VPA exposure, which may serve as potential biomarkers for the autism diagnosis.
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Affiliation(s)
- Yingxun Liu
- Key Laboratory of Ministry of Education for Medicinal Plant Resource and Natural Pharmaceutical Chemistry, National Engineering Laboratory for Resource Developing of Endangered Chinese Crude Drugs in Northwest of China, College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,Genetic Engineering Laboratory, College of Biological and Environmental Engineering, Xi’an University, Xi’an, Shaanxi, China
| | - Yuanyuan Di
- College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China
| | - Qi Zheng
- College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China
| | - Zhaoqiang Qian
- College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China
| | - Juan Fan
- Key Laboratory of Ministry of Education for Medicinal Plant Resource and Natural Pharmaceutical Chemistry, National Engineering Laboratory for Resource Developing of Endangered Chinese Crude Drugs in Northwest of China, College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China
| | - Wei Ren
- School of Education, Shaanxi Normal University, Xi’an, Shaanxi, China
| | - Zhaoming Wei
- Key Laboratory of Ministry of Education for Medicinal Plant Resource and Natural Pharmaceutical Chemistry, National Engineering Laboratory for Resource Developing of Endangered Chinese Crude Drugs in Northwest of China, College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,*Correspondence: Zhaoming Wei,
| | - Yingfang Tian
- Key Laboratory of Ministry of Education for Medicinal Plant Resource and Natural Pharmaceutical Chemistry, National Engineering Laboratory for Resource Developing of Endangered Chinese Crude Drugs in Northwest of China, College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,College of Life Sciences, Shaanxi Normal University, Xi’an, Shaanxi, China,Yingfang Tian,
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Wu M, Di Y, Diao Z, Yan C, Cheng Q, Huang H, Liu Y, Wei C, Zheng Q, Fan J, Han J, Liu Z, Tian Y, Duan H, Ren W, Sun Z. Acute cannabinoids impair association learning via selectively enhancing synaptic transmission in striatonigral neurons. BMC Biol 2022; 20:108. [PMID: 35550070 PMCID: PMC9102575 DOI: 10.1186/s12915-022-01307-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 04/22/2022] [Indexed: 11/30/2022] Open
Abstract
Background Cannabinoids and their derivatives attract strong interest due to the tremendous potential of their psychoactive effects for treating psychiatric disorders and symptoms. However, their clinical application is restricted by various side-effects such as impaired coordination, anxiety, and learning and memory disability. Adverse impact on dorsal striatum-dependent learning is an important side-effect of cannabinoids. As one of the most important forms of learning mediated by the dorsal striatum, reinforcement learning is characterized by an initial association learning phase, followed by habit learning. While the effects of cannabinoids on habit learning have been well-studied, little is known about how cannabinoids influence the initial phase of reinforcement learning. Results We found that acute activation of cannabinoid receptor type 1 (CB1R) by the synthetic cannabinoid HU210 induced dose-dependent impairment of association learning, which could be alleviated by intra-dorsomedial striatum (DMS) injection of CB1R antagonist. Moreover, acute exposure to HU210 elicited enhanced synaptic transmission in striatonigral “direct” pathway medium spiny neurons (MSNs) but not indirect pathway neurons in DMS. Intriguingly, enhancement of synaptic transmission that is also observed after learning was abolished by HU210, indicating cannabinoid system might disrupt reinforcement learning by confounding synaptic plasticity normally required for learning. Remarkably, the impaired response-reinforcer learning was also induced by selectively enhancing the D1-MSN (MSN that selectively expresses the dopamine receptor type 1) activity by virally expressing excitatory hM3Dq DREADD (designer receptor exclusively activated by a designer drug), which could be rescued by specifically silencing the D1-MSN activity via hM4Di DREADD. Conclusion Our findings demonstrate dose-dependent deleterious effects of cannabinoids on association learning by disrupting plasticity change required for learning associated with the striatal direct pathway, which furthers our understanding of the side-effects of cannabinoids and the underlying mechanisms. Supplementary Information The online version contains supplementary material available at 10.1186/s12915-022-01307-1.
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Affiliation(s)
- Meilin Wu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Yuanyuan Di
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Zhijun Diao
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Chuanting Yan
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Qiangqiang Cheng
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | - Huan Huang
- School of Psychology, Shaanxi Normal University, Xi'an, 710062, China
| | - Yingxun Liu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Chunling Wei
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Qiaohua Zheng
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Juan Fan
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | - Jing Han
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Zhiqiang Liu
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Yingfang Tian
- College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | - Haijun Duan
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China
| | - Wei Ren
- MOE Key Laboratory of Modern Teaching Technology, Shaanxi Normal University, Xi'an, 710062, China. .,School of Education, Shaanxi Normal University, Xi'an, 710062, China.
| | - Zongpeng Sun
- School of Psychology, Shaanxi Normal University, Xi'an, 710062, China.
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Beaver JN, Gilman TL. Salt as a non-caloric behavioral modifier: A review of evidence from pre-clinical studies. Neurosci Biobehav Rev 2021; 135:104385. [PMID: 34634356 DOI: 10.1016/j.neubiorev.2021.10.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 09/16/2021] [Accepted: 10/04/2021] [Indexed: 12/18/2022]
Abstract
Though excess salt intake is well-accepted as a dietary risk factor for cardiovascular diseases, relatively little has been explored about how it impacts behavior, despite the ubiquity of salt in modern diets. Given the challenges of manipulating salt intake in humans, non-human animals provide a more tractable means for evaluating behavioral sequelae of high salt. By describing what is known about the impact of elevated salt on behavior, this review highlights how underexplored salt's behavioral effects are. Increased salt consumption in adulthood does not affect spontaneous anxiety-related behaviors or locomotor activity, nor acquisition of maze or fear tasks, but does impede expression of spatial/navigational and fear memory. Nest building is reduced by heightened salt in adults, and stress responsivity is augmented. When excess salt exposure occurs during development, and/or to parents, offspring locomotion is increased, and both spatial memory expression and social investigation are attenuated. The largely consistent findings reviewed here indicate expanded study of salt's effects will likely uncover broader behavioral implications, particularly in the scarcely studied female sex.
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Affiliation(s)
- Jasmin N Beaver
- Department of Psychological Sciences & Brain Health Research Institute, Kent State University, Kent, OH, 44242, USA.
| | - T Lee Gilman
- Department of Psychological Sciences & Brain Health Research Institute, Kent State University, Kent, OH, 44242, USA.
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Adjimann TS, Argañaraz CV, Soiza-Reilly M. Serotonin-related rodent models of early-life exposure relevant for neurodevelopmental vulnerability to psychiatric disorders. Transl Psychiatry 2021; 11:280. [PMID: 33976122 PMCID: PMC8113523 DOI: 10.1038/s41398-021-01388-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2020] [Revised: 04/16/2021] [Accepted: 04/21/2021] [Indexed: 01/22/2023] Open
Abstract
Mental disorders including depression and anxiety are continuously rising their prevalence across the globe. Early-life experience of individuals emerges as a main risk factor contributing to the developmental vulnerability to psychiatric disorders. That is, perturbing environmental conditions during neurodevelopmental stages can have detrimental effects on adult mood and emotional responses. However, the possible maladaptive neural mechanisms contributing to such psychopathological phenomenon still remain poorly understood. In this review, we explore preclinical rodent models of developmental vulnerability to psychiatric disorders, focusing on the impact of early-life environmental perturbations on behavioral aspects relevant to stress-related and psychiatric disorders. We limit our analysis to well-established models in which alterations in the serotonin (5-HT) system appear to have a crucial role in the pathophysiological mechanisms. We analyze long-term behavioral outcomes produced by early-life exposures to stress and psychotropic drugs such as the selective 5-HT reuptake inhibitor (SSRI) antidepressants or the anticonvulsant valproic acid (VPA). We perform a comparative analysis, identifying differences and commonalities in the behavioral effects produced in these models. Furthermore, this review discusses recent advances on neurodevelopmental substrates engaged in these behavioral effects, emphasizing the possible existence of maladaptive mechanisms that could be shared by the different models.
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Affiliation(s)
- Tamara S. Adjimann
- grid.7345.50000 0001 0056 1981Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Carla V. Argañaraz
- grid.7345.50000 0001 0056 1981Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Mariano Soiza-Reilly
- Instituto de Fisiología, Biología Molecular y Neurociencias (IFIBYNE), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina.
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