Abstract
Studies of personality have suggested that dissimilarities in ability to cope with stressful situations results in differing tendency to develop addictive behaviors. The present study used selectively bred stress-resilient, socially-dominant (Dom) and stress-vulnerable, socially-submissive (Sub) mice to investigate the interaction between environmental stress and inbred predisposition to develop addictive behavior to cocaine. In a Conditioned Place Preference (CPP) paradigm using cocaine, Sub mice displayed an aversion to drug, whereas Dom mice displayed drug attraction. Following a 4-week regimen of Chronic Mild Stress (CMS), Sub mice in CPP displayed a marked increase (>400%) in cocaine attraction, whereas Dom mice did not differ in attraction from their non-stressed state. Examination of hippocampal gene expression revealed in Sub mice, exposure to external stimuli, stress or cocaine, increased CRH expression (>100%), which was evoked in Dom mice only by cocaine exposure. Further, stress-induced decreases in DRD1 (>60%) and DRD2 (>50%) expression in Sub mice differed markedly from a complete lack of change in Dom mice. From our findings, we propose that social stratification dictates vulnerability to stress-induced attraction that may lead to addiction via differential regulation of hippocampal response to dopaminergic input, which in turn may influence differing tendency to develop addictive behaviors.
Introduction
Ready availability of a variety of narcotic substances coupled with abundant 21-century stressors has markedly increased drug use and produced accompanying social problems of a grave nature1,2. There is literature evidence of the significant association between personality, stress and the motivation to abuse addictive substances3–5. The ability of individuals to cope effectively with stress significantly predicts whether a person will develop drug addiction4.
Results of personality studies in humans and animal models have suggested that differences exist with respect to stress responses based on coping style6. Socially dominant individuals display a stress resilience, typified by proactive behaviors7,8. One such proactive behavior is impulsiveness, which has been linked as a vulnerability factor to substance abuse in both clinical and preclinical studies9. In contrast, subordinate individuals are more prone to develop depression10,11 and under conditions of stress from trauma or social defeat have a tendency to engage in social avoidance behaviors and migrate to self-indulgent coping styles such as substance abuse12. The underlying drivers of these baseline coping strategies and responses have been assumed to reside within functioning of the limbic system, prominently mediated by baseline mesolimbic dopaminergic tone, with impulsive individuals displaying low baseline dopaminergic output and non-impulsive individuals displaying high baseline dopaminergic output13. Not to be excluded, the hippocampus and associated memory circuits also play an important role in reinforcement of memories, responses to stressful situations and successful coping strategy decision outcomes to guide future behavioral responses14.
The hippocampus is important for drug-associated memory cues established from prior drug use. Functional magnetic resonance imaging (fMRI) and positron emission tomography (PET) studies have revealed that hippocampal activity in drug users is altered. Environmental cues such as cocaine use and drug preparation boost hippocampal glucose metabolism15 and activation16. These changes are functionally-relevant since videos of drug use cues also activate downstream hippocampal targets such as amygdala and cingulate gyrus17. Hippocampal activation in response to drug cues appears to be dependent on increase dopamine secretion in CA1 region18 and is dependent on DRD1/DRD5 receptors driving establishment of novel stimuli-based memories through a pathway originating from the locus coeruleus19. Therefore, any system that influences expression of hippocampal dopamine receptors or dopamine secretion in response to drug use is likely to act as a reinforcer of drug use memories.
In the present study we explored reaction to cocaine in naïve state and under stress using unique selectively-bred mice with strong and stable features of dominance (Dom) and submissiveness (Sub) that represent robust resilience or vulnerability to stress respectively20–22. These selectively bred strains were well characterized previously by markedly differing stress-related behavioral and hormonal reactions and differential response to antidepressants and mood stabilizing agents20. In addition, we report differential regulation of hippocampal genes relating to memory encoding under conditions of stress or drug exposure between stress vulnerable and resilient mice and propose an underlying mechanism of stress vulnerability resides in differences in the encoding of memories. Anxiogenic effects are known to be evoked by increased hippocampal CRH receptor 1 (CRHR1) stimulation in the CA1 subfield. Further, hippocampal CRH has a strong influence on context-dependent fear conditioning and aversive behaviors, and its increased expression is known to selectively disrupt dopaminergic regulation of the hippocampus by a phospho-CREB-dependent mechanism23. CRHR activation is known to strongly influence stress-induced return to addictive behavior, presumably through reactivation of drug-associated memories and limbic reinforcement24.
Here, we postulate that behavioral differences in stress sensitivity with respect to drug attraction are mediated through differences in CRH-dependent hippocampal pyramidal cell activation and subsequent effects on hippocampal dopamine receptor expression. Stress-resilient individuals do not exhibit stress-induced hippocampal changes, whereas stress-prone individuals do present with hippocampal changes which thus reflects a contrast in processing of salient stimuli relating to drug exposure and affects both drug attraction and drug use reinstatement.
Results
Dom and Sub mouse models: selective breeding and stable dominant and submissive behavior
Selective breeding for dominant and submissive behavioral traits has produced two mouse strains with over 98% positive DSR response20. As seen in Fig. 1, 32nd generation Dom mouse feeding time markedly differs from their paired Sub counterparts on a consistent basis (Two-way Repeated Measures ANOVA: Day: F[9,162] = 13.14, p < 0.0001; Strain effect: F[1,18] = 1207, p < 0.0001; Interaction: F[9.162] = 15.49, p < 0.0001).
DOM and SUB animals show differential reaction to cocaine in the CPP test
Stress-resilient (Dom), stress-sensitive (Sub), and reference strain (wild-type, Sabra) mice were examined in a CPP paradigm under conditions of CMS and/or cocaine exposure. In the stress-naïve state, Dom mice displayed higher attraction to drug relative to both WT (1.6-fold increase over WT) and Sub (3.7-fold increase over Sub) mice (Fig. 2; two-way ANOVA: Interaction F[2,35] = 5.564, p = 0.0075; CMS effect F[1,35] = 21.70, p < 0.0001; Strain effect F[2,35] = 1.312, p = 0.2823). Whereas WT and Sub mice displayed moderate attraction to cocaine during stress-naïve state, attraction to drug markedly increased following a 4-week regimen of CMS (WT: 2.5-fold; Sub: 5.1-fold). In contrast, Dom mice were behaviorally refractory to the effects of CMS and did not display increased preference for drug. Due to the marked contrast in cocaine attraction and behavior observed among strains, these treatment protocols were retained for further study of associated changes in gene expression.
Hippocampal CRH expression is upregulated by cocaine treatment, but CRH receptor expression is downregulated by chronic mild stress
We examined the effects of stress and cocaine on hippocampal CRH expression since CRHR1 activation on pyramidal neurons in hippocampus has been shown to reinforce stress- and drug-associated memories. CRH mRNA levels in Dom and Sub mice hippocampi increased similarly in response to cocaine exposure (Fig. 3A; one-way ANOVA within strain: WT: F[3,16] = 13.34, p < 0.0001; Sub: F[3,16] = 11.83, p = 0.0002; Dom: F[3,16] = 12.63, p = 0.0002). CRH receptor mRNA expression, however, was downregulated equally across strains by CMS (Fig. 3B; one-way ANOVA within strain: WT: F[3,16] = 7.596, p = 0.0022; Sub: F[3,16] = 26.11, p < 0.0001; Dom: F[3,16] = 19.39, p < 0.0001). Comparisons of treatments across strains indicated that stress altered CRH expression in a strain-dependent manner with Sub mice showing increased CRH expression (Fig. 3A; one-way ANOVA: F[2,12] = 7.219, p = 0.0087). The increase in CRH gene expression (ca. 2-fold) in response to CMS observed in the Sub strain, increases which approximated that observed with cocaine alone Glucocorticoid receptor and brain-derived neurotrophic factor mRNA expression did not change in response either to drug or stress (data not shown).
DOM mice refractory to stress-related behaviors after CMS also lack stress-induced DRD1 downregulation effect in hippocampus
Hippocampal dopamine receptor activation, particularly DRD1/DRD5, is known to play a critical role in reinforcement of stress-based behaviors and opioid addiction, whereas DRD2 receptors function in a feedback modulatory role for dopamine release. We therefore examined changed in DRD1 expression following chronic stress or cocaine exposure in Dom, Sub and WT mice to determine if either stimulus or both in combination produced any differential, strain-dependent responses that may relate to relative degrees of stress vulnerability. DRD1 receptor (excitatory) mRNA was consistently downregulated (WT 36.0%, Sub 68.2%) in response to CMS exposure in both Sub and WT strains, however no DRD1 stress effect was observed in Dom mice (Fig. 4A; one-way ANOVA within strain: WT: F[3,16] = 4.303, p = 0.0209; Sub: F[3,16] = 17.43, p < 0.0001). When DRD2 (inhibitory) mRNA expression was examined, only Sub mice responded with CMS-mediated downregulation (ca. 45–50%, Fig. 4B; Sub: F[3,16] = 15.89, p < 0.0001), whereas Dom and WT strains were not responsive (Fig. 4B). Comparison of treatment effects across strains indicated that stress produced marked decreases in DRD1 expression in Sub mice compared with Dom mice (Fig. 4A; one-way ANOVA: Stress: F[2,12] = 7.490, p = 0.0077; Stress + Cocaine: F[2,12] = 8.431, p0.0052). Cocaine produced upregulation of DRD2 expression in Sub and Dom mice compared with WT (Fig. 4B; one-way ANOVA: F[2,12] = 18.02, p = 0.0002), whereas combination of stress and cocaine produced a downregulation of DRD2 expression in Sub mice compared with Dom mice (Fig. 4B; F[2,12] = 6.695, p = 0.0111). CRH was inversely correlated with DRD1 expression across all groups examined (RS = −0.231, df = 58, p = 0.0379).
Discussion
In the present study, mice with strong dominant and submissive behavior exhibiting resilience and sensitivity to stress, respectively, were found to display marked differences in cocaine attraction and CMS-mediated regulation of hippocampal CRH and dopamine receptors DRD1 and DRD2. Hippocampal dopamine secretion and uptake mainly originates from adrenergic neurons of the locus coeruleus (LC)25,26 and diffusely targets neurons in the CA1 region19. Hippocampus has been implicated as the main “node” in the cocaine addiction brain circuit, potentially through production of new, novel inter-neuronal circuits27–29. LC is also known to play an important role in driving drug addiction in response to stress based on its influence on the hippocampus and encoding of novel stimulus memories30. Blockade of DRD1/DRD5 receptors in hippocampus or inhibition of the LC is known to inhibit memory encoding of novel stimuli experiences19. Here, we suggest drug-associated memories act as behavioral reinforcement via hippocampus, producing more influence under conditions of stress in stress-sensitive individuals and leading to enhancement of drug attraction. In different phases of the addiction cycle (see below), the limbic and mesolimbic pathways have greater or lesser influence on behavior14. Reduction in the influence of one pathway, for example mesocortical, may allow the functionally opposing pathway (mesolimbic) more unrestricted access to influence behavioral outcome as demonstrated in studies of social defeat stress31. Neuroanatomical differences between stress susceptible and resilient animal models are thought to underlie differences in behavioral response to stressors32. We hypothesize that stress leads to increased CRH-dependent hippocampal pyramidal cell activation and reduced dopamine receptor expression producing receptor saturation and improved encoding of memories of salient stimuli in stress-prone individuals. These neurophysiological changes prime stress-prone individuals to enhanced drug use memories and increase tendency toward addictive behaviors.
The neurobiology of addiction is complex, engaging many brain structures involved to a greater or lesser extent during different phases of the addiction cycle. These stages include use (acquisition/binge), withdrawal, and preoccupation (craving). During drug exposure, the main circuits engaged are mesolimbic afferents affecting the striatum (nucleus accumbens and dorsal striatum) and thalamic nuclei14. Repeated acute administration of addictive drugs primes the brain reward pathways by reducing threshold for effect33,34, thus driving presumed neuroplasticity changes which increase responsiveness to the presence of drug. Conditioned place preference is known to be reinforced in animals with anxiety-like behavior35. There is mounting evidence that anti-reward circuitry is also engaged in addiction to produce aversive states as a counter balance to limbic drive5,36–39. In the final portion of CPP testing conducted here, mice were evaluated for preoccupation (craving) behaviors to drug, effects driven by mesolimbic circuitry possibly via the amygdala and nucleus accumbens14,40–44.
Hippocampal CRH, known to be secreted exclusively by GABAergic interneurons and thought to mainly act locally45, was found to be consistently upregulated in all mouse strains examined here as a result of cocaine exposure and upregulated exclusively due to stress in Sub mice. This increase in CRH agrees well with reports published by other authors with regards to drug exposure46,47 and stress, even chronic mild stress45,48. Drug- or stress-evoked CRH increase also parallels its memory encoding function in other brain regions, such as the shell of nucleus accumbens where the peptide has been demonstrated to act as an enhancer of cued reward responses such as return to drug use49, however these evoked behavioral responses are heavily dopamine release-pattern- and contextually-dependent50. Hippocampal CRH secretion is known to contribute to stress-induced substance abuse and increased activation of pyramidal target neurons via CRHR1, which tend to produce anxiogenic effects51. Upregulated CRH expression in socially-submissive, stress-prone mice (Sub) denotes a distinct difference in hippocampal regulation in this strain, which was also reflected in their reversal from slight aversion to cocaine to strong attraction to cocaine following CMS. This further suggests that GABA interneurons of hippocampus may impose an important stress vulnerability effect in socially submissive individuals, not only through direct action at CRH receptors, but also though downregulation of hippocampal dopamine receptor expression.
We report an inverse relationship between hippocampal CRH and DRD1 expression, a relationship which is further exaggerated in Sub mice under stress or drug exposure, but this stress response does not appear to exist in Dom mice. Hippocampus functions in reinforcement of attraction and aversion to novel and salient stimuli, driven by DRD1/DRD5-dependent mechanisms19,40–43,52. Dopamine receptor downregulation as a result of stress would tend to increase salient memory encoding as a result of receptor saturation and following drug exposure would tend to reinforce drug attraction, thus aiding mesolimbic circuits driving drug use reinstatement53–56. Kasahara and colleagues observed this effect as well in CRH-overexpressing mice, but attributed downregulation to a system-wide compensation23. This may indeed be the case, since elevated CRH in Dom mice did not affect dopamine receptor expression. CRH strongly influences aversion and fear-conditioning (context-dependent in CA1 region of hippocampus)57 and produces significant regulatory effects on dopamine receptor expression exclusively in hippocampus compared against other tegmental targets such as prefrontal cortex and amygdala23. In socially-dominant, stress-resilient mice examined here, no change in basal hippocampal CRH secretion was observed, which we interpret as contributing to stress resilience.
CRHR1 is known to be strongly linked to substance addiction24,58 and is a mediator of stress-induced drug attraction when activated59,60. It is known that CRHR1 antagonists are effective in treating addictive behaviors61–63. Previous studies have demonstrated activation of CRHR1 leading to addictive behaviors occurs in mesolimbocortical targets, however hippocampal CRHR1 is downregulated under stress64, as we also report here. Increased CRH expression under stress coupled with CRHR1 downregulation would lead to receptor saturation, yet no increase in drug attraction was seen in Dom mice under stress conditions, which suggests the existence of compensatory mechanisms regulating stress response in this strain. Results from Sub mice suggest that observed increases in CRH expression and reduced CRHR1 expression as a result of stress and accompanying reductions in dopamine receptor expression would lead to enhanced hippocampal pyramidal cell activation and enhanced encoding of stress-associated memories, respectively, and potentially sensitize stress-prone individuals under stress to addictive behaviors. This latter point is evidenced by marked increase in drug attraction for Sub mice under stress.
Our emerging model of selective and mouse strain-specific changes in hippocampus, albeit currently speculative, is presented below (Fig. 5). In Sub mice, stress increases CRH secretion which initially assists learning but through chronic application gradually results in CRHR1 downregulation45,65,66. This latter effect was also observed in stress-resistant Dom mice after chronic stress, however without an accompanying increase in CRH, which would reduce pyramidal neuron excitability and have some effect on memory consolidation. This result suggests downregulation of CRHR1 gene expression in Dom mice is mediated through a separate mechanism from receptor binding saturation.
Chronic stress induces a shift in LC neurons from phasic to tonic firing, also through a CRH-dependent mechanism67–69, which would increase norepinephrine and dopamine (DA) release in target areas such as hippocampus30. Increased DA release in Sub mice appears to downregulate hippocampal D1 (and presumably D5) and D2, the overall effect of which, taken in conjunction with changes in CRH stimulation, would reduce generation of long-term potentiation (LTP) in hippocampal pyramidal neurons, reduce memory consolidation, and work against drug use reinstatement. Following treatment with cocaine, Sub and Dom mice respond by increased hippocampal CRH and increased DA secretion. Cocaine is a known DA transporter antagonist70 and also evokes DA release through presynaptic mobilization of secondary dopamine storage pools71, the overall outcome of which results in increased LTP and learning relating to the stimulus, thus increasing the possibility of drug use reinstatement and drug craving.
Following application of chronic stress and treatment with cocaine, however, Sub mice show marked place preference in the CPP test, thus indicating learning and addictive-like behavior. The changes in CRH and CRHR1/DA receptor expression induced by chronic stress, which would result in reduced learning, must be compensated in some manner through increased dopamine secretion resulting from cocaine treatment, thereby preserving generation of LTP, memory consolidation, and recall of the situation in which the animal experienced the drug stimulus. In Dom mice, changes in downregulation of CRHR1 would reduce overall pyramidal cell excitability, however DA receptor expression levels are maintained, therefore stressed Dom mice given cocaine should display improved learning, yet do not increase their attraction to drug. We surmise that differences between the Dom and Sub mouse strains are mainly driven by differences in limbic function and is the subject of upcoming research. Studies to examine the cognitive effects of these neurological changes are currently underway in our laboratory.
In summary, we have demonstrated that distinct differences exist in stress susceptibility and drug attraction in mouse models exhibiting marked differences in social behavior. Previously, we reported notable differences in display of depressive-like and anxiety-like measures between Dom and Sub mice. Sub mice are socially submissive, susceptible to stress, exhibit depressive- and anxiety-like behaviors, and show a marked attraction to addictive substances when under stress. In contrast, Dom mice are socially dominant, resilient to stress, do not typically exhibit any depressive- or anxiety-like traits in behavioral tests, display a higher level of drug attraction under stress-naïve conditions and show a lack of stress-mediated increase in drug attraction. Complementing these patterns of behavior, we have observed distinct differences in hippocampal regulation of CRH and dopamine receptor expression paralleling response (Sub) or lack of response (Dom) to stress. Collectively, these data suggest that an underlying neurological feature of individuals that tend toward addictive behaviors may reside in personality traits and in enhanced influence of hippocampal-mediated stimulus memory neurocircuitry as a result of chronic stress.
Methods
Animals
Mice selectively-bred over 32 generations from a parent Sabra outbred mouse strain (Harlan Laboratories, Jerusalem, Israel) using the dominant-submissive relationship (DSR) paradigm20,21 has produced two animal strains distinct in several measures of social interaction and resource competition20,21: the dominant (Dom) and submissive (Sub) mouse strains. Wild type (WT) Sabra mice were used as a reference group. Male mice were housed in groups of five per cage except when a stress protocol dictated otherwise. Animals were given standard laboratory chow and water ad libitum in a colony room maintained on a 12:12 L:D cycle (lights on 07:00–19:00 hrs.). The present study conformed with NIH/USDA guidelines, and received approval from the Ariel University Institutional Animal Care and Use Committee (Permission number B7901-14-019).
Treatment Paradigm
For all methods, see detailed descriptions below (Fig. 6): All mice underwent dominant-submissive relationship (DSR) testing for two weeks to establish behavioral phenotype typical for each strain (Dom and Sub). In the following 4 weeks, mice were exposed either to no stressors or to a random series of stressors (chronic mild stress protocol; CMS). Next, mice underwent conditioned place preference (CPP) training and testing with either saline/saline or saline/cocaine injections within two, 2-hour windows (9:00–11:00 for saline injections and preferred-side placement, 15:00–17:00 for saline/cocaine injections and non-preferred-side placement). Following place preference testing, mice were sacrificed within 12 hours.
Dominant-Submissive Relationship (DSR) Test
The DSR test was performed as previously20,21. This test was used to verify dominant (Dom strain) and submissive (Sub strain) behaviors as part of selection and colony breeding maintenance. Briefly, the DSR arena comprises two identical chambers (l × w × h; 12 × 8.5 × 7 cm) joined by a central, connecting tunnel (27 × 2.5 × 2.5 cm). The food target (aqueous solution of 3% milk fat, 10% sugar) is presented in the tunnel center from a subtending self-refilling well with a small access point allowing feeding by only one animal at a time. The well is bordered by removable panels to restrict access until beginning of test. DSR was conducted for 2 weeks (5 consecutive days/week). Fixed pairs of Dom and Sub mice (8-week-old, same gender, each strain) were arranged with individuals of similar weight and placed to the arena for 5 min. Milk drinking time of each animal was manually recorded.
Chronic Mild Stress (CMS) Protocol
CMS regimen was employed based upon established protocols shown to induce anhedonia in mice72. Social isolation of mice is a mild stressor when the animals can still hear and smell each other from within the same room. Control mice remained in their original social housing groups (5 mice per cage), whereas stressed animals were placed in solitary housing. In a separate room, CMS mice were exposed to a randomly selected daily stressor, six days per week for four weeks: mild hunger (8 day cycle hrs., no food, water ad libitum), night illumination (200 lux light during the 12-hour colony dark cycle), cage tilt (8 day cycle hrs., cage angle of 30°), tail pinch (plastic clothespin was attached to the base of tail for 15 min.), forced swim (5 min., 20 cm deep, 25 °C water), cage crowding (8 day cycle hrs.: eight CMS mice were placed together in a standard cage), wet cage (250 ml water added to bedding for 8 day cycle hrs., then bedding was changed), empty cage (8 day cycle hrs, no bedding).
Drug Injection
Cocaine (15 mg/kg i.p. in 0.9% saline) in 0.1 ml bolus.
Conditioned Place Preference (CPP) Protocol
The CPP paradigm was used to measure addictive-like behavior73 by employing an apparatus, which consisted of a plastic box divided into two compartments (l × w × h, 17 × 15 × 37 cm; one with black and white vertical striped walls, one with black walls) with a central grey separation section (9 × 15 × 37 cm). Compartments were separated by removable dividers. Briefly, on day one mice were assessed for 20 min. without chamber dividers to determine their naïve preference to chamber. On days 2–5 (training), mice were treated twice by: a) injection with 0.9% saline and placement in the closed preferred outer compartment for 20 minutes (morning session), followed by b) injection with cocaine (15 mg/kg i.p.) and placement in the closed non-preferred outer compartment for 20 minutes (afternoon session). Time between sessions was 4 hours. On day 6 (testing), mice were placed in the closed central compartment, dividers were removed, and time spent in each chamber was recorded. All recordings were performed using EthoVision 3.1 (Noldus, Holland).
Tissue Preparation and QT-PCR
Twelve hours after end of CPP testing, mice were sacrificed by CO2 asphyxiation followed by decapitation. Hippocampi were dissected, flash frozen immediately in liquid nitrogen, and stored at −80 °C until use. Quantitative PCR was performed as established previously74,75. Briefly, total RNA was extracted using a 5 Prime Perfect Pure RNA Tissue kit (5 Prime, USA, Cat. 2302410) and reverse transcribed to cDNAs with random primers (Promega, USA, A3500). Levels of mRNA were analyzed using a SYBR FAST Universal Readymix Kit (KAPA Biosystems, Wilmington, MA, USA) and performed in an MxPro3000 apparatus (Stratagene, Santa Clara, CA, USA). Mouse primers for target genes were designed by Integrated DNA technologies (Coralville, IA, USA) as follows: glucocorticoid receptor (GR), (F: 5′ ttctgttcatggcgtgagtacc 3′, R: 5′ cccttggcacctattccagtt 3′); corticotropin releasing hormone (CRH), (F: 5′ atctctctggatctcaccttcca 3′, R: 5′ atctccatcagtttcctgttgct 3′); corticotropin releasing hormone receptor type 1 (CRHR1), (F: 5′ ggtgtgcctttccccatcatt 3′, R: 5′ caacatgtaggtgatgcccag 3′); brain-derived neurotrophic factor (BDNF), (F: 5′ ttgttttgtgccgtttacca 3′, R: 5′ ggtaagagagccagccactg 3′); dopamine receptor 1 (DRD1), (F: 5′ cagaagaagaggcagcatcc 3′, R: 5′ agcaatccaagccataccag 3′); dopamine receptor 2 (DRD2), (F: 5′ gagaaggctttgcagaccac 3′, R: 5′ gatggcacacaggttcaaga 3′). Hypoxanthine phosphoribosyltransferase (HPRT), (F: 5′ tgttgttggatatgcccttg 3′; R: 5′ ttgcgctcatcttaggcttt 3′), gene was used as an internal control.
Statistics
All data are expressed as mean ± SEM. Multiple comparisons were performed by one-way or two-way ANOVA, depending on experiment design, followed by a Bonferroni means separation test. Bonferroni corrections (α/m) were applied to all multiple comparisons to control for error inflation, with a threshold for significance prior to correction of α of 0.05.
Acknowledgements
We thank the Israel Anti-Drug and Alcohol Authority of the Israel Ministry of Health for funding and support of this work.
Author Contributions
Chen Yanovich performed all experiments and provided some initial data analysis; Michael L. Kirby performed all data analysis, figure construction and writing of the manuscript; Izhak Michaelevski, Gal Yadid, and Albert Pinhasov made scholarly contributions to the final form of the manuscript. All authors reviewed the manuscript in its final form.
Competing Interests
The authors declare that they have no competing interests.
Footnotes
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Gal Yadid, Email: yadidg@mail.biu.ac.il.
Albert Pinhasov, Email: albertpi@ariel.ac.il.
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