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Angeles-Valdez D, López-Castro A, Rasgado-Toledo J, Naranjo-Albarrán L, Garza-Villarreal EA. Improved classification of alcohol intake groups in the Intermittent-Access Two-Bottle choice rat model using a latent class linear mixed model. Prog Neuropsychopharmacol Biol Psychiatry 2025; 139:111397. [PMID: 40354870 DOI: 10.1016/j.pnpbp.2025.111397] [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: 02/10/2025] [Revised: 04/24/2025] [Accepted: 05/05/2025] [Indexed: 05/14/2025]
Abstract
Alcohol use disorder (AUD) is a major public health problem in which preclinical models allow the study of AUD development, phenotypes, and the exploration of potential new treatments. The intermittent access two-bottle choice (IA2BC) model is a validated preclinical model for studying alcohol intake patterns similar to human AUD clinical studies. Typically, the mean/median of overall alcohol intake or the last drinking sessions is used as a threshold to divide groups of animals into high or low alcohol consumers. Nevertheless, this approach has the potential for introducing bias due to the a priori selection of a threshold, as opposed to measuring the consumption drinking pattern along the protocol and subgrouping accordingly. This study aimed to assess the efficacy of utilizing longitudinal data of all drinking sessions to classify the population into high or low alcohol intake groups, employing a latent class linear mixed model (LCLMM). We compared LCLMM with traditional classification methods: (i) percentiles, (ii) K-means clustering, and (iii) hierarchical clustering. In addition, we used simulations to compare the accuracy, specificity, and sensitivity of these methods. By considering the entire trajectory of alcohol intake, LCLMM provides a more robust classification based on accuracy (0.94) between high and low alcohol classes. We recommend the use of longitudinal statistical models in research on substance use disorders in preclinical studies, since they could improve the classification of subpopulations.
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Affiliation(s)
- Diego Angeles-Valdez
- Institute of Neurobiology, Universidad Nacional Autónoma de México, campus Juriquilla, Querétaro, Mexico; Cognitive Neuroscience Center, Department of Biomedical Sciences, University Medical Center Groningen, University of Groningen, the Netherlands; Research School of Behavioural and Cognitive Neurosciences, University of Groningen, Groningen, the Netherlands.
| | - Alejandra López-Castro
- Institute of Neurobiology, Universidad Nacional Autónoma de México, campus Juriquilla, Querétaro, Mexico
| | - Jalil Rasgado-Toledo
- Institute of Neurobiology, Universidad Nacional Autónoma de México, campus Juriquilla, Querétaro, Mexico
| | - Lizbeth Naranjo-Albarrán
- Department of Mathematics, Faculty of Sciences, Universidad Nacional Autónoma de México, Ciudad de México, Mexico
| | - Eduardo A Garza-Villarreal
- Institute of Neurobiology, Universidad Nacional Autónoma de México, campus Juriquilla, Querétaro, Mexico.
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Yoon HJ, Doyle MA, Altemus ME, Bethi R, Lago SH, Winder DG, Calipari ES. Operant ethanol self-administration behaviors do not predict sex differences in continuous access home cage drinking. Alcohol 2025; 123:87-99. [PMID: 39218047 PMCID: PMC12034132 DOI: 10.1016/j.alcohol.2024.08.004] [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: 04/12/2024] [Revised: 07/03/2024] [Accepted: 08/12/2024] [Indexed: 09/04/2024]
Abstract
Understanding sex differences in disease prevalence is critical to public health, particularly in the context of alcohol use disorder (AUD). The goal of this study was to understand sex differences in ethanol drinking behavior and define the precise conditions under which sex differences emerge. Consistent with prior work, C57BL/6J females drank more than males under continuous access two-bottle choice conditions. However, using ethanol self-administration - where an operant response results in access to an ethanol sipper for a fixed time period - we found no sex differences in operant response rates or ethanol consumption (volume per body weight consumed, as well as lick behavior). This remained true across a wide range of parameters including acquisition, when the ethanol sipper access period was manipulated, and when the concentration of the ethanol available was scaled. The only sex differences observed were in total ethanol consumption, which was explained by differences in body weight between males and females, rather than by sex differences in motivation to drink. Using dimensionality reduction approaches, we found that drinking behavior in the operant context did not cluster by sex, but rather clustered by high and low drinking phenotypes. Interestingly, these high and low drinking phenotypes in the operant context showed no correlation with those same categorizations in the home cage context within the same animals. These data underscore the complexity of sex differences in ethanol consumption, highlighting the important role that drinking conditions/context plays in the expression of these differences.
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Affiliation(s)
- Hye Jean Yoon
- Department of Pharmacology, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA
| | - Marie A Doyle
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA; Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA; Department of Neurobiology, UMass Chan Medical School, Worcester, MA, USA
| | - Megan E Altemus
- Department of Pharmacology, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA; Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA; Department of Psychiatry and Behavioral Sciences, Vanderbilt University, Nashville, TN, USA
| | - Rishik Bethi
- Department of Pharmacology, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA
| | - Sofia H Lago
- Department of Pharmacology, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA
| | - Danny G Winder
- Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA; Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA; Department of Neurobiology, UMass Chan Medical School, Worcester, MA, USA
| | - Erin S Calipari
- Department of Pharmacology, Vanderbilt University, Nashville, TN, USA; Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN, USA; Vanderbilt Center for Addiction Research, Vanderbilt University, Nashville, TN, USA; Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, TN, USA; Department of Psychiatry and Behavioral Sciences, Vanderbilt University, Nashville, TN, USA.
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Mendoza ET, Villada M, Velásquez-Martínez MC. Voluntary Ethanol Intake and Anxiety Behavior in Wistar-Uis Rats. Int J Psychol Res (Medellin) 2024; 17:63-72. [PMID: 39376933 PMCID: PMC11456330 DOI: 10.21500/20112084.7060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 11/27/2023] [Accepted: 04/08/2024] [Indexed: 10/09/2024] Open
Abstract
Ethanol consumption is among the first five substances with higher risk associated with diseases, disability, and death in the world. Anxiety behavior has been linked to ethanol-addictive conduct. The aim of the present study was to evaluate three strains with differential anxiety behavior: a Wild-type strain; a "Reactive" strain, with an increase in anxiety-related behaviors; and a "Non-Reactive" strain, with lower anxiety-related behaviors, before and after the voluntary consumption of ethanol (10%) protocol. To evaluate anxiety, animals were exposed to the elevated plus-maze 24 h before and after the consumption protocol. On the voluntary consumption of ethanol protocol, the animals were exposed to a water and an ethanol bottle. The weight of the liquid consumed daily for 40 days was registered. Results: all strains increased ethanol vs water consumption: Wild-type: day 8; R: day 10; NR: day 31. Ethanol consumption reduced the number and percentage of open arms entries only on the Wild-type strain. Conclusion: anxiety can predispose to an increase in ethanol consumption and to the maintenance of anxiety-related behaviors.
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Affiliation(s)
- Elizabeth T Mendoza
- Universidad Industrial de Santander, Bucaramanga, Santander, Colombia.Universidad Industrial de SantanderUniversidad Industrial de SantanderBucaramangaSantanderColombia
| | - María Villada
- Universidad Industrial de Santander, Bucaramanga, Santander, Colombia.Universidad Industrial de SantanderUniversidad Industrial de SantanderBucaramangaSantanderColombia
| | - Maria Carolina Velásquez-Martínez
- Universidad Industrial de Santander, Bucaramanga, Santander, Colombia.Universidad Industrial de SantanderUniversidad Industrial de SantanderBucaramangaSantanderColombia
- Grupo de Neurociencias y Comportamiento UIS-UPB. Departamento de Ciencias Básicas, Escuela de Medicina, Facultad de Salud, Universidad Industrial de San tander, Bucaramanga, Santander, Colombia.Universidad Industrial de SantanderGrupo de Neurociencias y Comportamiento UIS-UPB. Departamento de Ciencias BásicasEscuela de Medicina, Facultad de SaludUniversidad Industrial de San tanderBucaramangaSantanderColombia
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Chronic Voluntary Alcohol Consumption Alters Promoter Methylation and Expression of Fgf-2 and Fgfr1. Int J Mol Sci 2023; 24:ijms24043336. [PMID: 36834747 PMCID: PMC9963845 DOI: 10.3390/ijms24043336] [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: 01/19/2023] [Revised: 02/02/2023] [Accepted: 02/04/2023] [Indexed: 02/11/2023] Open
Abstract
Alcohol abuse accounts for 3.3 million deaths annually, rendering it a global health issue. Recently, fibroblast growth factor 2 (FGF-2) and its target, fibroblast growth factor receptor 1 (FGFR1), were discovered to positively regulate alcohol-drinking behaviors in mice. We tested whether alcohol intake and withdrawal alter DNA methylation of Fgf-2 and Fgfr1 and if there is a correlation regarding mRNA expression of these genes. Blood and brain tissues of mice receiving alcohol intermittently over a six-week period were analyzed using direct bisulfite sequencing and qRT-PCR analysis. Assessment of Fgf-2 and Fgfr1 promoter methylation revealed changes in the methylation of cytosines in the alcohol group compared with the control group. Moreover, we showed that the altered cytosines coincided with binding motives of several transcription factors. We also found that Fgf-2 and Fgfr1 gene expression was significantly decreased in alcohol-receiving mice compared with control littermates, and that this effect was specifically detected in the dorsomedial striatum, a brain region involved in the circuitry of the reward system. Overall, our data showed alcohol-induced alterations in both mRNA expression and methylation pattern of Fgf-2 and Fgfr1. Furthermore, these alterations showed a reward system regional specificity, therefore, resembling potential targets for future pharmacological interventions.
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Williams KL, Parikh UK, Doyle SM, Meyer LN. Effect of intermittent access to alcohol mixed in energy drink during adolescence on alcohol self-administration, anxiety, and memory during adulthood in rats. Alcohol Clin Exp Res 2022; 46:1423-1432. [PMID: 35778776 DOI: 10.1111/acer.14897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 05/26/2022] [Accepted: 06/14/2022] [Indexed: 01/31/2023]
Abstract
BACKGROUND Mixing alcohol with caffeinated energy drinks is a common practice among young people. Consumption of alcohol mixed in energy drink is associated with increased risk of binge drinking and alcohol dependence. The purpose of this study was to determine whether voluntary intermittent access to alcohol mixed in energy drink in adolescent rats alters adult self-administration of alcohol, anxiety, and memory. METHODS For 10 weeks in the home-cage, two groups of adolescent female Sprague-Dawley rats had intermittent access to energy drink (ED) or 10% alcohol mixed in energy drink (AmED) with water concurrently available. Other rat groups had daily continuous access to ED or AmED. Anxiety was measured with an open field test and memory was assessed with a novel place recognition test. For self-administration, rats pressed levers for 10% alcohol alone on a fixed ratio (FR1) and on a progressive ratio (PR). RESULTS Intermittent access to AmED generated greater intake during the initial 30 min of access (AmED 1.70 ± 0.04 g/kg vs. ED 1.01 ± 0.06 g/kg) and during the subsequent 24 h (AmED 7.04 ± 0.25 g/kg vs. ED 5.60 ± 0.29 g/kg). Intermittent AmED caused a significant but small decrease in anxiety while neither ED nor AmED altered memory. During alcohol self-administration, group differences emerged only during PR testing during which intermittent AmED rats responded more than all other groups. CONCLUSIONS These findings suggest that intermittent access to AmED generates binge-like consumption that supports human findings that AmED generates greater alcohol consumption. Furthermore, experience with AmED may alter the motivational properties of alcohol into adulthood without necessarily causing a major impact on anxiety or memory.
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Affiliation(s)
- Keith L Williams
- Department of Psychology, Oakland University, Rochester, Michigan, USA
| | - Urja K Parikh
- Department of Psychology, Oakland University, Rochester, Michigan, USA
| | - Shannon M Doyle
- Department of Psychology, Oakland University, Rochester, Michigan, USA
| | - Lindsey N Meyer
- Department of Psychology, Oakland University, Rochester, Michigan, USA
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Peregud D, Kvichansky A, Shirobokova N, Stepanichev M, Gulyaeva N. 7,8-DHF enhances SHH in the hippocampus and striatum during early abstinence but has minor effects on alcohol intake in IA2BC paradigm and abstinence-related anxiety-like behavior in rats. Neurosci Lett 2022; 781:136671. [DOI: 10.1016/j.neulet.2022.136671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 11/30/2022]
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Expression of the hippocampal PTCH during early abstinence is associated with drinking patterns in a rat model of voluntary alcohol intake. Neuroreport 2021; 32:757-761. [PMID: 33994522 DOI: 10.1097/wnr.0000000000001646] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Perinatal alcohol exposure induces fetal alcohol syndrome partially through Sonic Hedgehog (SHH) impairment; however, the relationship between SHH signaling cascade and alcohol drinking pattern in adulthood remains obscure. We studied the expression of SHH and components of respective signaling cascade [PTCH receptor (Patched), SMO co-receptor (Smoothened) and downstream transcriptional factor Glioma-associated oncogene (GLI)] during early abstinence in brain regions of rats demonstrating different drinking patterns in intermittent access two-bottle choice paradigm (IA2BC). Male Wistar rats were subjected to twenty 24-h sessions of free access to two-bottle choice (water or 20% ethanol) with 24-h withdrawal periods (water only). Control animals had access to water only. Quantitative PCR and western blotting were used to assess transcript and protein levels in the brain, respectively. During the course of the IA2BC, one part of animals demonstrated gradual escalation from low to high alcohol intake and preference of alcohol over water (group I), while the other one consumed alcohol at stable high level (group II) (Peregud et al., 2021). Three days after the last drinking session, PTCH mRNA elevated in the hippocampus of group I rats as compared to the control group. However, SHH, SMO and GLI mRNA levels in the hippocampus did not change. The protein content of PTCH in the hippocampus of group I rats was higher as compared to both control and group II. PTCH elevation is a known marker of SHH cascade activity. Thus, activated hippocampal SHH signaling cascade is a hallmark of rats demonstrating gradual escalation of alcohol intake in the IA2BC procedure.
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