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Lara MK, Chitre AS, Chen D, Johnson BB, Nguyen KM, Cohen KA, Muckadam SA, Lin B, Ziegler S, Beeson A, Sanches T, Solberg Woods LC, Polesskaya O, Palmer AA, Mitchell SH. Genome-wide association study of delay discounting in Heterogenous Stock rats. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.12.570851. [PMID: 38168347 PMCID: PMC10760013 DOI: 10.1101/2023.12.12.570851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Delay discounting refers to the behavioral tendency to devalue rewards as a function of their delay in receipt. Heightened delay discounting has been associated with substance use disorders, as well as multiple co-occurring psychopathologies. Genetic studies in humans and animal models have established that delay discounting is a heritable trait, but only a few specific genes have been associated with delay discounting. Here, we aimed to identify novel genetic loci associated with delay discounting through a genome-wide association study (GWAS) using Heterogenous Stock rats, a genetically diverse outbred population derived from eight inbred founder strains. We assessed delay discounting in 650 male and female rats using an adjusting amount procedure in which rats chose between smaller immediate sucrose rewards or a larger reward at variable delays. Preference switch points were calculated for each rat and both exponential and hyperbolic functions were fitted to these indifference points. Area under the curve (AUC) and the discounting parameter k of both functions were used as delay discounting measures. GWAS for AUC, exponential k, and indifference points for a short delay identified significant loci on chromosomes 20 and 14. The gene Slc35f1, which encodes a member of the solute carrier family of nucleoside sugar transporters, was the only gene within the chromosome 20 locus. That locus also contained an eQTL for Slc35f1, suggesting that heritable differences in the expression of that gene might be responsible for the association with behavior. The gene Adgrl3, which encodes a member of the latrophilin family of G-protein coupled receptors, was the only gene within the chromosome 14 locus. These findings implicate novel genes in delay discounting and highlight the need for further exploration.
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Affiliation(s)
- Montana Kay Lara
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Apurva S. Chitre
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Denghui Chen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Benjamin B. Johnson
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Khai-Minh Nguyen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Katarina A. Cohen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Sakina A. Muckadam
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Bonnie Lin
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Shae Ziegler
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Angela Beeson
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, 27157, USA
| | - Thiago Sanches
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Leah C. Solberg Woods
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, 27157, USA
| | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Abraham A. Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Suzanne H. Mitchell
- Departments of Behavioral Neuroscience, Psychiatry, the Oregon Institute of Occupational Health Sciences, Oregon Health & Science University, Portland, OR, 97239 USA
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2
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Zald DH. The influence of dopamine autoreceptors on temperament and addiction risk. Neurosci Biobehav Rev 2023; 155:105456. [PMID: 37926241 DOI: 10.1016/j.neubiorev.2023.105456] [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: 07/31/2023] [Revised: 10/22/2023] [Accepted: 10/31/2023] [Indexed: 11/07/2023]
Abstract
As a major regulator of dopamine (DA), DA autoreceptors (DAARs) exert substantial influence over DA-mediated behaviors. This paper reviews the physiological and behavioral impact of DAARs. Individual differences in DAAR functioning influences temperamental traits such as novelty responsivity and impulsivity, both of which are associated with vulnerability to addictive behavior in animal models and a broad array of externalizing behaviors in humans. DAARs additionally impact the response to psychostimulants and other drugs of abuse. Human PET studies of D2-like receptors in the midbrain provide evidence for parallels to the animal literature. These data lead to the proposal that weak DAAR regulation is a risk factor for addiction and externalizing problems. The review highlights the potential to build translational models of the functional role of DAARs in behavior. It also draws attention to key limitations in the current literature that would need to be addressed to further advance a weak DAAR regulation model of addiction and externalizing risk.
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Affiliation(s)
- David H Zald
- Center for Advanced Human Brain Imaging and Department of Psychiatry, Rutgers University, Piscataway, NJ, USA.
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3
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Gohar T, Ciacciarelli EJ, Dunn SD, West EA. Transient strain differences in an operant delayed non-match to position task. Behav Processes 2023; 211:104932. [PMID: 37604215 PMCID: PMC10493892 DOI: 10.1016/j.beproc.2023.104932] [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: 02/27/2023] [Revised: 08/11/2023] [Accepted: 08/17/2023] [Indexed: 08/23/2023]
Abstract
Working memory refers to the temporary retention of a small amount of information used in the execution of a cognitive task. Working memory impairments are one of the common hallmarks of many neuropsychiatric and neurological disorders including schizophrenia and Alzheimer's disease. Here, we investigated Fischer 344 and Long-Evans rats for strain and sex differences in working memory using the operant-based DNMTP task. Rats were required to press one of two levers presented during a sample phase and followed by a 2-32 second delay, the rats were then required to press the opposite, nonmatch, lever during the choice phase. We found a transient strain difference with Fischer 344 rats performing better than Long-Evans early in training. The Fischer 344 strain showed stable performance across sessions while the performance of Long-Evans increased in the later sessions. Since different background rat strains are used for transgenic rat models, it is critical to be able to compare the behavioral performance across different strains. These findings have implications in behavioral neuroscience research as understanding the typical behavioral endpoints in different background strains will aid our understanding of how different models affect behavioral performance.
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Affiliation(s)
- Taqdees Gohar
- MARC Program, Rutgers University-Camden, Camden, NJ 08102, USA; Cell Biology and Neuroscience, USA
| | | | | | - Elizabeth A West
- Cell Biology and Neuroscience, USA; Graduate School of Biomedical Sciences, Rowan University School of Osteopathic Medicine, Stratford, NJ 08084, USA.
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4
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van den Heuvel K, Quinn JL, Kotrschal A, van Oers K. Artificial selection for reversal learning reveals limited repeatability and no heritability of cognitive flexibility in great tits ( Parus major). Proc Biol Sci 2023; 290:20231067. [PMID: 37464752 DOI: 10.1098/rspb.2023.1067] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 06/20/2023] [Indexed: 07/20/2023] Open
Abstract
Cognitive flexibility controls how animals respond to changing environmental conditions. Individuals within species vary considerably in cognitive flexibility but the micro-evolutionary potential in animal populations remains enigmatic. One prerequisite for cognitive flexibility to be able to evolve is consistent and heritable among-individual variation. Here we determine the repeatability and heritability of cognitive flexibility among great tits (Parus major) by performing an artificial selection experiment on reversal learning performance using a spatial learning paradigm over three generations. We found low, yet significant, repeatability (R = 0.15) of reversal learning performance. Our artificial selection experiment showed no evidence for narrow-sense heritability of associative or reversal learning, while we confirmed the heritability of exploratory behaviour. We observed a phenotypic, but no genetic, correlation between associative and reversal learning, showing the importance of prior information on reversal learning. We found no correlation between cognitive and personality traits. Our findings emphasize that cognitive flexibility is a multi-faceted trait that is affected by memory and prior experience, making it challenging to retrieve reliable values of temporal consistency and assess the contribution of additive genetic variation. Future studies need to identify what cognitive components underlie variation in reversal learning and study their between-individual and additive genetic components.
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Affiliation(s)
- Krista van den Heuvel
- Department of Animal Ecology, Netherlands Institute of Ecology (NIOO-KNAW), 6708 PB, Wageningen, The Netherlands, The Netherlands
- Behavioural Ecology Group, Wageningen University and Research, 6708 WD, Wageningen, The Netherlands
| | - John L Quinn
- School of Biological Earth and Environmental Sciences, University College Cork, Cork, T23 N73K4, Ireland
- Environmental Research Institute, University College Cork, Cork, T23 XE10, Ireland
| | - Alexander Kotrschal
- Behavioural Ecology Group, Wageningen University and Research, 6708 WD, Wageningen, The Netherlands
| | - Kees van Oers
- Department of Animal Ecology, Netherlands Institute of Ecology (NIOO-KNAW), 6708 PB, Wageningen, The Netherlands, The Netherlands
- Behavioural Ecology Group, Wageningen University and Research, 6708 WD, Wageningen, The Netherlands
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5
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Zhu Y, Auer F, Gelnaw H, Davis SN, Hamling KR, May CE, Ahamed H, Ringstad N, Nagel KI, Schoppik D. SAMPL is a high-throughput solution to study unconstrained vertical behavior in small animals. Cell Rep 2023; 42:112573. [PMID: 37267107 PMCID: PMC10592459 DOI: 10.1016/j.celrep.2023.112573] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 03/27/2023] [Accepted: 05/11/2023] [Indexed: 06/04/2023] Open
Abstract
Balance and movement are impaired in many neurological disorders. Recent advances in behavioral monitoring provide unprecedented access to posture and locomotor kinematics but without the throughput and scalability necessary to screen candidate genes/potential therapeutics. Here, we present a scalable apparatus to measure posture and locomotion (SAMPL). SAMPL includes extensible hardware and open-source software with real-time processing and can acquire data from D. melanogaster, C. elegans, and D. rerio as they move vertically. Using SAMPL, we define how zebrafish balance as they navigate vertically and discover small but systematic variations among kinematic parameters between genetic backgrounds. We demonstrate SAMPL's ability to resolve differences in posture and navigation as a function of effect size and data gathered, providing key data for screens. SAMPL is therefore both a tool to model balance and locomotor disorders and an exemplar of how to scale apparatus to support screens.
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Affiliation(s)
- Yunlu Zhu
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Franziska Auer
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Hannah Gelnaw
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Samantha N Davis
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Kyla R Hamling
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Christina E May
- The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Hassan Ahamed
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Niels Ringstad
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Katherine I Nagel
- The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - David Schoppik
- Department of Otolaryngology, New York University Grossman School of Medicine, New York, NY 10016, USA; The Neuroscience Institute, New York University Grossman School of Medicine, New York, NY 10016, USA; Department of Neuroscience & Physiology, New York University Grossman School of Medicine, New York, NY 10016, USA.
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6
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Tran TDB, Monroy Hernandez C, Nguyen H, Wright S, Tarantino LM, Chesler EJ, Weinstock GM, Zhou Y, Bubier JA. The microbial community dynamics of cocaine sensitization in two behaviorally divergent strains of collaborative cross mice. GENES, BRAIN, AND BEHAVIOR 2023; 22:e12845. [PMID: 37114320 PMCID: PMC10242200 DOI: 10.1111/gbb.12845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 02/08/2023] [Accepted: 02/27/2023] [Indexed: 04/29/2023]
Abstract
The gut-brain axis is increasingly recognized as an important pathway involved in cocaine use disorder. Microbial products of the murine gut have been shown to affect striatal gene expression, and depletion of the microbiome by antibiotic treatment alters cocaine-induced behavioral sensitization in C57BL/6J male mice. Some reports suggest that cocaine-induced behavioral sensitization is correlated with drug self-administration behavior in mice. Here, we profile the composition of the naïve microbiome and its response to cocaine sensitization in two collaborative cross (CC) strains. These strains display extremely divergent behavioral responses to cocaine sensitization. A high-responding strain, CC004/TauUncJ (CC04), has a gut microbiome that contains a greater amount of Lactobacillus than the cocaine-nonresponsive strain CC041/TauUncJ (CC41). The gut microbiome of CC41 is characterized by an abundance of Eisenbergella, Robinsonella and Ruminococcus. In response to cocaine, CC04 has an increased Barnsiella population, while the gut microbiome of CC41 displays no significant changes. PICRUSt functional analysis of the functional potential of the gut microbiome in CC04 shows a significant number of potential gut-brain modules altered after exposure to cocaine, specifically those encoding for tryptophan synthesis, glutamine metabolism, and menaquinone synthesis (vitamin K2). Depletion of the microbiome by antibiotic treatment revealed an altered cocaine-sensitization response following antibiotics in female CC04 mice. Depleting the microbiome by antibiotic treatment in males revealed increased infusions for CC04 during a cocaine intravenous self-administration dose-response curve. Together these data suggest that genetic differences in cocaine-related behaviors may involve the microbiome.
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Affiliation(s)
| | | | - Hoan Nguyen
- The Jackson Laboratory for Genomic MedicineFarmingtonConnecticutUSA
| | - Susan Wright
- National Institute of Drug AbuseRockvilleMarylandUSA
| | | | - Lisa M. Tarantino
- Department of Genetics, School of MedicineUniversity of North CarolinaChapel HillNorth CarolinaUSA
| | | | | | - Yanjiao Zhou
- School of MedicineUniversity of Connecticut Health CenterFarmingtonConnecticutUSA
| | - Jason A. Bubier
- The Jackson Laboratory for Mammalian GeneticsBar HarborMaineUSA
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7
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Zhu Y, Auer F, Gelnaw H, Davis SN, Hamling KR, May CE, Ahamed H, Ringstad N, Nagel KI, Schoppik D. Scalable Apparatus to Measure Posture and Locomotion (SAMPL): a high-throughput solution to study unconstrained vertical behavior in small animals. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.07.523102. [PMID: 36712122 PMCID: PMC9881893 DOI: 10.1101/2023.01.07.523102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Balance and movement are impaired in a wide variety of neurological disorders. Recent advances in behavioral monitoring provide unprecedented access to posture and locomotor kinematics, but without the throughput and scalability necessary to screen candidate genes / potential therapeutics. We present a powerful solution: a Scalable Apparatus to Measure Posture and Locomotion (SAMPL). SAMPL includes extensible imaging hardware and low-cost open-source acquisition software with real-time processing. We first demonstrate that SAMPL's hardware and acquisition software can acquire data from from D. melanogaster, C. elegans, and D. rerio as they move vertically. Next, we leverage SAMPL's throughput to rapidly (two weeks) gather a new zebrafish dataset. We use SAMPL's analysis and visualization tools to replicate and extend our current understanding of how zebrafish balance as they navigate through a vertical environment. Next, we discover (1) that key kinematic parameters vary systematically with genetic background, and (2) that such background variation is small relative to the changes that accompany early development. Finally, we simulate SAMPL's ability to resolve differences in posture or vertical navigation as a function of affect size and data gathered -- key data for screens. Taken together, our apparatus, data, and analysis provide a powerful solution for labs using small animals to investigate balance and locomotor disorders at scale. More broadly, SAMPL is both an adaptable resource for labs looking process videographic measures of behavior in real-time, and an exemplar of how to scale hardware to enable the throughput necessary for screening.
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Affiliation(s)
- Yunlu Zhu
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Franziska Auer
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Hannah Gelnaw
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Samantha N. Davis
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Kyla R. Hamling
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Christina E. May
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - Hassan Ahamed
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine
| | - Niels Ringstad
- Department of Cell Biology, Skirball Institute of Biomolecular Medicine, New York University Grossman School of Medicine
| | - Katherine I. Nagel
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
| | - David Schoppik
- Department. of Otolaryngology, New York University Grossman School of Medicine
- The Neuroscience Institute, New York University Grossman School of Medicine
- Department of Neuroscience & Physiology, New York University Grossman School of Medicine
- Lead Contact
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8
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Chitre AS, Hebda-Bauer EK, Blandino P, Bimschleger H, Nguyen KM, Maras P, Li F, Ozel AB, Pan Y, Polesskaya O, Cheng R, Flagel SB, Watson SJ, Li J, Akil H, Palmer AA. Genome-wide association study in a rat model of temperament identifies multiple loci for exploratory locomotion and anxiety-like traits. Front Genet 2023; 13:1003074. [PMID: 36712851 PMCID: PMC9873817 DOI: 10.3389/fgene.2022.1003074] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 10/20/2022] [Indexed: 01/12/2023] Open
Abstract
Common genetic factors likely contribute to multiple psychiatric diseases including mood and substance use disorders. Certain stable, heritable traits reflecting temperament, termed externalizing or internalizing, play a large role in modulating vulnerability to these disorders. To model these heritable tendencies, we selectively bred rats for high and low exploration in a novel environment [bred High Responders (bHR) vs. Low Responders (bLR)]. To identify genes underlying the response to selection, we phenotyped and genotyped 538 rats from an F2 cross between bHR and bLR. Several behavioral traits show high heritability, including the selection trait: exploratory locomotion (EL) in a novel environment. There were significant phenotypic and genetic correlations between tests that capture facets of EL and anxiety. There were also correlations with Pavlovian conditioned approach (PavCA) behavior despite the lower heritability of that trait. Ten significant and conditionally independent loci for six behavioral traits were identified. Five of the six traits reflect different facets of EL that were captured by three behavioral tests. Distance traveled measures from the open field and the elevated plus maze map onto different loci, thus may represent different aspects of novelty-induced locomotor activity. The sixth behavioral trait, number of fecal boli, is the only anxiety-related trait mapping to a significant locus on chromosome 18 within which the Pik3c3 gene is located. There were no significant loci for PavCA. We identified a missense variant in the Plekhf1 gene on the chromosome 1:95 Mb QTL and Fancf and Gas2 as potential candidate genes that may drive the chromosome 1:107 Mb QTL for EL traits. The identification of a locomotor activity-related QTL on chromosome 7 encompassing the Pkhd1l1 and Trhr genes is consistent with our previous finding of these genes being differentially expressed in the hippocampus of bHR vs. bLR rats. The strong heritability coupled with identification of several loci associated with exploratory locomotion and emotionality provide compelling support for this selectively bred rat model in discovering relatively large effect causal variants tied to elements of internalizing and externalizing behaviors inherent to psychiatric and substance use disorders.
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Affiliation(s)
- Apurva S. Chitre
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States
| | - Elaine K. Hebda-Bauer
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Peter Blandino
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Hannah Bimschleger
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States
| | - Khai-Minh Nguyen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States
| | - Pamela Maras
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Fei Li
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - A. Bilge Ozel
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, United States
| | - Yanchao Pan
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, United States
| | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States
| | - Riyan Cheng
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States
| | - Shelly B. Flagel
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Stanley J. Watson
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Jun Li
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, United States
| | - Huda Akil
- Michigan Neuroscience Institute, University of Michigan, Ann Arbor, MI, United States
| | - Abraham A. Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, United States,Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, United States,*Correspondence: Abraham A. Palmer,
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9
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Mirtazapine attenuates the cocaine-induced locomotor sensitization in male and female C57BL/6J and BALBA/cJ mouse. Pharmacol Biochem Behav 2023; 222:173507. [PMID: 36481182 DOI: 10.1016/j.pbb.2022.173507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/28/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND Clinical studies have described the efficacy of various therapeutic approaches. Results are inconsistent and clinical application is limited. Clinical trials have suggested that individual variability in the response to pharmacological therapies and sex affects the efficacy of some antidepressant drugs. Mouse strain-dependent variability influenced the response to antidepressant drugs. Some mouse strains respond faster and better to antidepressants than other mouse strains. We recently reported a series of preclinical studies that showed that dosing of mirtazapine, a noradrenergic and serotonergic antidepressant, in male and female Wistar rats decreased cocaine-induced locomotor activity and attenuated the induction and expression of cocaine-induced locomotor sensitization. Therefore, the aim of this study was to evaluate the mirtazapine effects, on cocaine-induced locomotor activity and cocaine-induced locomotor sensitization in male and female mice of the C57BL/6J and BALB/cJ strains, which differ in sensitivity to the cocaine motor effects and response to antidepressant drugs. METHODS Male and female BALB/cJ and C57BL/6J inbred mice (20-25 g) were daily dosed with 10 mg/kg of cocaine during the induction and expression of locomotor sensitization. During drug withdrawal, cocaine was withdrawn, and the groups received daily mirtazapine (30 mg/kg, i.p.) or saline. Mirtazapine was administered 30 min before cocaine. After each administration, locomotor activity for each animal was recorded for 30 min in transparent Plexiglass activity chambers. RESULTS Cocaine-induced locomotor activity were greater in C57BL/6J strain mice than BALB/cJ strain mice during the induction and expression phase of locomotor sensitization. The female mice of both strains showed a higher cocaine locomotor response than males and mirtazapine significantly decreased cocaine-induced locomotor activity, as well as the induction and expression of locomotor sensitization, regardless of mouse strain or sex. CONCLUSION The results suggest mirtazapine may be considered an effective therapeutic option to treat cocaine use disorder in men and women with very diverse genetic backgrounds.
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10
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Bagley JR, Bailey LS, Gagnon LH, He H, Philip VM, Reinholdt LG, Tarantino LM, Chesler EJ, Jentsch JD. Behavioral phenotypes revealed during reversal learning are linked with novel genetic loci in diversity outbred mice. ADDICTION NEUROSCIENCE 2022; 4:100045. [PMID: 36714272 PMCID: PMC9879139 DOI: 10.1016/j.addicn.2022.100045] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Impulsive behavior and impulsivity are heritable phenotypes that are strongly associated with risk for substance use disorders. Identifying the neurogenetic mechanisms that influence impulsivity may also reveal novel biological insights into addiction vulnerability. Our past studies using the BXD and Collaborative Cross (CC) recombinant inbred mouse panels have revealed that behavioral indicators of impulsivity measured in a reversal-learning task are heritable and are genetically correlated with aspects of intravenous cocaine self-administration. Genome-wide linkage studies in the BXD panel revealed a quantitative trait locus (QTL) on chromosome 10, but we expect to identify additional QTL by testing in a population with more genetic diversity. To this end, we turned to Diversity Outbred (DO) mice; 392 DO mice (156 males, 236 females) were phenotyped using the same reversal learning test utilized previously. Our primary indicator of impulsive responding, a measure that isolates the relative difficulty mice have with reaching performance criteria under reversal conditions, revealed a genome-wide significant QTL on chromosome 7 (max LOD score = 8.73, genome-wide corrected p<0.05). A measure of premature responding akin to that implemented in the 5-choice serial reaction time task yielded a suggestive QTL on chromosome 17 (max LOD score = 9.14, genome-wide corrected <0.1). Candidate genes were prioritized (2900076A07Rik, Wdr73 and Zscan2) based upon expression QTL data we collected in DO and CC mice and analyses using publicly available gene expression and phenotype databases. These findings may advance understanding of the genetics that drive impulsive behavior and enhance risk for substance use disorders.
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Affiliation(s)
- Jared R. Bagley
- Department of Psychology, Binghamton University, Binghamton, NY, USA
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
| | - Lauren S. Bailey
- Department of Psychology, Binghamton University, Binghamton, NY, USA
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
| | - Leona H. Gagnon
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - Hao He
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - Vivek M. Philip
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - Laura G. Reinholdt
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - Lisa M. Tarantino
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- Department of Genetics, University of North Carolina-Chapel Hill, Chapel Hill, NC, USA
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC, USA
| | - Elissa J. Chesler
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
- The Jackson Laboratory, Bar Harbor, ME, USA
| | - James D. Jentsch
- Department of Psychology, Binghamton University, Binghamton, NY, USA
- Center for Systems Neurogenetics of Addiction at The Jackson Laboratory, Bar Harbor, ME, USA
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11
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Schoenrock SA, Gagnon L, Olson A, Leonardo M, Philip VM, He H, Reinholdt LG, Sukoff Rizzo SJ, Jentsch JD, Chesler EJ, Tarantino LM. The collaborative cross strains and their founders vary widely in cocaine-induced behavioral sensitization. Front Behav Neurosci 2022; 16:886524. [PMID: 36275853 PMCID: PMC9580558 DOI: 10.3389/fnbeh.2022.886524] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 08/01/2022] [Indexed: 07/25/2023] Open
Abstract
Cocaine use and overdose deaths attributed to cocaine have increased significantly in the United States in the last 10 years. Despite the prevalence of cocaine use disorder (CUD) and the personal and societal problems it presents, there are currently no approved pharmaceutical treatments. The absence of treatment options is due, in part, to our lack of knowledge about the etiology of CUDs. There is ample evidence that genetics plays a role in increasing CUD risk but thus far, very few risk genes have been identified in human studies. Genetic studies in mice have been extremely useful for identifying genetic loci and genes, but have been limited to very few genetic backgrounds, leaving substantial phenotypic, and genetic diversity unexplored. Herein we report the measurement of cocaine-induced behavioral sensitization using a 19-day protocol that captures baseline locomotor activity, initial locomotor response to an acute exposure to cocaine and locomotor sensitization across 5 exposures to the drug. These behaviors were measured in 51 genetically diverse Collaborative Cross (CC) strains along with their inbred founder strains. The CC was generated by crossing eight genetically diverse inbred strains such that each inbred CC strain has genetic contributions from each of the founder strains. Inbred CC mice are infinitely reproducible and provide a stable, yet diverse genetic platform on which to study the genetic architecture and genetic correlations among phenotypes. We have identified significant differences in cocaine locomotor sensitivity and behavioral sensitization across the panel of CC strains and their founders. We have established relationships among cocaine sensitization behaviors and identified extreme responding strains that can be used in future studies aimed at understanding the genetic, biological, and pharmacological mechanisms that drive addiction-related behaviors. Finally, we have determined that these behaviors exhibit relatively robust heritability making them amenable to future genetic mapping studies to identify addiction risk genes and genetic pathways that can be studied as potential targets for the development of novel therapeutics.
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Affiliation(s)
- Sarah A. Schoenrock
- Department of Genetics, School of Medicine, Chapel Hill, NC, United States
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
| | - Leona Gagnon
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Ashley Olson
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Michael Leonardo
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Vivek M. Philip
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Hao He
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Laura G. Reinholdt
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Stacey J. Sukoff Rizzo
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
- Department of Medicine, University of Pittsburgh, Pittsburgh, PA, United States
| | - James D. Jentsch
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- Department of Psychology, Binghamton University, Binghamton, NY, United States
| | - Elissa J. Chesler
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- The Jackson Laboratory, Bar Harbor, ME, United States
| | - Lisa M. Tarantino
- Department of Genetics, School of Medicine, Chapel Hill, NC, United States
- Center for Systems Neurogenetics of Addiction, Bar Harbor, ME, United States
- Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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12
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Desrochers SS, Spring MG, Nautiyal KM. A Role for Serotonin in Modulating Opposing Drive and Brake Circuits of Impulsivity. Front Behav Neurosci 2022; 16:791749. [PMID: 35250501 PMCID: PMC8892181 DOI: 10.3389/fnbeh.2022.791749] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 01/11/2022] [Indexed: 12/15/2022] Open
Abstract
Impulsivity generally refers to a deficit in inhibition, with a focus on understanding the neural circuits which constitute the “brake” on actions and gratification. It is likely that increased impulsivity can arise not only from reduced inhibition, but also from a heightened or exaggerated excitatory “drive.” For example, an action which has more vigor, or is fueled by either increased incentive salience or a stronger action-outcome association, may be harder to inhibit. From this perspective, this review focuses on impulse control as a competition over behavioral output between an initially learned response-reward outcome association, and a subsequently acquired opposing inhibitory association. Our goal is to present a synthesis of research from humans and animal models that supports this dual-systems approach to understanding the behavioral and neural substrates that contribute to impulsivity, with a focus on the neuromodulatory role of serotonin. We review evidence for the role of serotonin signaling in mediating the balance of the “drive” and “brake” circuits. Additionally, we consider parallels of these competing instrumental systems in impulsivity within classical conditioning processes (e.g., extinction) in order to point us to potential behavioral and neural mechanisms that may modulate the competing instrumental associations. Finally, we consider how the balance of these competing associations might contribute to, or be extracted from, our experimental assessments of impulsivity. A careful understanding of the underlying behavioral and circuit level contributions to impulsivity is important for understanding the pathogenesis of increased impulsivity present in a number of psychiatric disorders. Pathological levels of impulsivity in such disorders are likely subserved by deficits in the balance of motivational and inhibitory processes.
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13
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Peltz G, Tan Y. What Have We Learned (or Expect to) From Analysis of Murine Genetic Models Related to Substance Use Disorders? Front Psychiatry 2022; 12:793961. [PMID: 35095607 PMCID: PMC8790171 DOI: 10.3389/fpsyt.2021.793961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 12/09/2021] [Indexed: 11/29/2022] Open
Abstract
The tremendous public health problem created by substance use disorders (SUDs) presents a major opportunity for mouse genetics. Inbred mouse strains exhibit substantial and heritable differences in their responses to drugs of abuse (DOA) and in many of the behaviors associated with susceptibility to SUD. Therefore, genetic discoveries emerging from analysis of murine genetic models can provide critically needed insight into the neurobiological effects of DOA, and they can reveal how genetic factors affect susceptibility drug addiction. There are already indications, emerging from our prior analyses of murine genetic models of responses related to SUDs that mouse genetic models of SUD can provide actionable information, which can lead to new approaches for alleviating SUDs. Lastly, we consider the features of murine genetic models that enable causative genetic factors to be successfully identified; and the methodologies that facilitate genetic discovery.
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Affiliation(s)
- Gary Peltz
- Department of Anesthesia, Pain and Perioperative Medicine, Stanford University School of Medicine, Stanford, CA, United States
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14
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Syn3 Gene Knockout Negatively Impacts Aspects of Reversal Learning Performance. eNeuro 2021; 8:ENEURO.0251-21.2021. [PMID: 34413083 PMCID: PMC8431823 DOI: 10.1523/eneuro.0251-21.2021] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 08/04/2021] [Accepted: 08/15/2021] [Indexed: 11/30/2022] Open
Abstract
Behavioral flexibility enables the ability to adaptively respond to changes in contingency requirements to maintain access to desired outcomes, and deficits in behavioral flexibility have been documented in many psychiatric disorders. Previous research has shown a correlation between behavioral flexibility measured in a reversal learning test and Syn3, the gene encoding synapsin III, which negatively regulates phasic dopamine release. Syn3 expression in the hippocampus, striatum, and neocortex is reported to be negatively correlated with reversal learning performance, so here, we used a global knock-out line to investigate reversal learning in mice homozygous wild type, heterozygous null, and homozygous null for the Syn3 gene. Compared with wild-type animals, we found a reversal-specific effect of genetic Syn3 deficiency that resulted in a greater proportional increase in trials required to reach a preset performance criterion during contingency reversal, despite no observed genotype effects on the ability to acquire the initial discrimination. Behavioral flexibility scores, which quantified the likelihood of switching subsequent choice behavior following positive or negative feedback, became significantly more negative in reversal only for Syn3 homozygous-null mice, suggesting a substantial increase in perseverative behavior in the reversal phase. Syn3 ablation reduced the number of anticipatory responses made per trial, often interpreted as a measure of waiting impulsivity. Overall, Syn3 expression negatively affected behavioral flexibility in a reversal-specific manner but may have reduced waiting impulsivity.
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