Reversal Learning

反向学习
  • 文章类型: Journal Article
    以前关于强化学习的研究已经确定了三个突出的现象:(1)与健康受试者相比,焦虑或抑郁的个体表现出学习率降低;(2)在快速变化(即波动)或稳定的反馈条件的环境中,学习率可能会增加或减少。一种称为学习率适应的现象;(3)学习率适应降低与几种精神疾病有关。换句话说,在此灵活学习率(FLR)模型中,需要多个学习率参数来解释参与者人群和波动性环境之间的行为差异。这里,我们提出了另一种解释,这表明参与者人群和不稳定环境之间的行为差异是由于使用混合决策策略而产生的。为了检验这个假设,我们构建了混合策略(MOS)模型,并将其用于分析54名健康对照者和32名焦虑和抑郁患者在挥发性逆转学习任务中的行为.与FLR模型相比,MOS模型可以通过使用一组策略偏好参数来再现这三种经典现象,而不会引入任何学习率差异。此外,MOS模型可以成功地解释几个新的行为模式,不能用FLR模型解释。对不同策略的偏好也可以预测症状严重程度的个体差异。这些发现强调了在人类学习和决策中考虑混合策略使用的重要性,并建议非典型策略偏好作为精神疾病学习缺陷的潜在机制。
    Previous studies on reinforcement learning have identified three prominent phenomena: (1) individuals with anxiety or depression exhibit a reduced learning rate compared to healthy subjects; (2) learning rates may increase or decrease in environments with rapidly changing (i.e. volatile) or stable feedback conditions, a phenomenon termed learning rate adaptation; and (3) reduced learning rate adaptation is associated with several psychiatric disorders. In other words, multiple learning rate parameters are needed to account for behavioral differences across participant populations and volatility contexts in this flexible learning rate (FLR) model. Here, we propose an alternative explanation, suggesting that behavioral variation across participant populations and volatile contexts arises from the use of mixed decision strategies. To test this hypothesis, we constructed a mixture-of-strategies (MOS) model and used it to analyze the behaviors of 54 healthy controls and 32 patients with anxiety and depression in volatile reversal learning tasks. Compared to the FLR model, the MOS model can reproduce the three classic phenomena by using a single set of strategy preference parameters without introducing any learning rate differences. In addition, the MOS model can successfully account for several novel behavioral patterns that cannot be explained by the FLR model. Preferences for different strategies also predict individual variations in symptom severity. These findings underscore the importance of considering mixed strategy use in human learning and decision-making and suggest atypical strategy preference as a potential mechanism for learning deficits in psychiatric disorders.
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  • 文章类型: Journal Article
    本研究主要研究α-突触核蛋白(α-syn)在背体纹状体(DMS)中的聚集,以探讨其在帕金森病(PD)认知灵活性中的作用。这里,我们通过评估MPTP诱导的亚急性PD模型小鼠和腺病毒(AAV-SNCA)诱导的DMS中α-syn聚集的C57BL/6J小鼠的逆转学习能力来研究认知灵活性,然后分析目标蛋白的表达和分布。PD小鼠在逆转学习中表现出障碍,与DMS中磷酸化α-syn的表达呈正相关。此外,AAV-SNCA组的小鼠表现出逆转学习缺陷和乙酰胆碱水平降低,伴随着DMS内的蛋白质改变。值得注意的是,毒蕈碱受体1(M1R)激动剂的给药能够缓解上述现象。这些发现表明,PD的认知灵活性受损可能归因于α-syn聚集引起的乙酰胆碱对M1R的激活减弱。
    This study focused on α-synuclein (α-syn) aggregation in the dorsomedial striatum (DMS) so as to investigate its role in the cognitive flexibility of Parkinson\'s disease (PD). Here, we investigated the cognitive flexibility by assessing reversal learning abilities in MPTP-induced subacute PD model mice and in C57BL/6J mice with α-syn aggregation in the DMS induced by adenovirus (AAV-SNCA) injection, followed by an analysis of the target protein\'s expression and distribution. PD mice exhibited impairments in reversal learning, positively correlated with the expression of phosphorylated α-syn in the DMS. Furthermore, the mice in the AAV-SNCA group exhibited reversal learning deficits and a reduction in acetylcholine levels, accompanied by protein alterations within the DMS. Notably, the administration of a muscarinic receptor 1 (M1R) agonist was able to alleviate the aforementioned phenomenon. These findings suggest that the impaired cognitive flexibility in PD may be attributed to the diminished activation of acetylcholine to M1R caused by α-syn aggregation.
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  • 文章类型: Journal Article
    母体免疫激活(MIA)在啮齿动物模型的后代中诱导各种行为和大脑异常,与神经发育障碍相容,如精神分裂症或自闭症。然而,MIA是否损害反向学习仍然存在争议,认知灵活性的基本表达,似乎在精神分裂症中被改变。在本研究中,MIA是通过在妊娠日(GD)9.5向小鼠妊娠母鼠施用单剂量的聚核糖胞嘧啶-聚核糖胞嘧啶酸(Poly(I:C)(5mg/kgi.p.)或盐水来诱导的。通过体重和温度的变化监测免疫激活。使用基于触摸屏的系统对后代成年(8周)进行评估,以研究Poly(I:C)对歧视和逆转学习表现的影响。经过初步的训练,老鼠被训练来区分两种不同的刺激,其中只有一人获得奖励(收购阶段)。当正确反应连续两天达到80%以上值时,将图像反转(反转阶段)以评估对变化环境的适应能力.与对照盐水动物相比,母体Poly(I:C)治疗不会干扰学习过程,但会导致逆转学习不足。因此,反转阶段的准确性较低,和Poly(I:C)动物需要更多的课程来完成它,提示认知灵活性受损。这项研究推进了MIA如何影响行为的知识,特别是精神分裂症患者受损的认知领域。研究结果支持基于Poly(I:C)的MIA模型作为开发针对与神经发育障碍相关的认知缺陷的药物治疗的工具的有效性。
    Maternal immune activation (MIA) induces a variety of behavioral and brain abnormalities in offspring of rodent models, compatible with neurodevelopmental disorders, such as schizophrenia or autism. However, it remains controversial whether MIA impairs reversal learning, a basic expression of cognitive flexibility that seems to be altered in schizophrenia. In the present study, MIA was induced by administration of a single dose of polyriboinosinic-polyribocytidylic acid (Poly (I:C) (5 mg/kg i.p.)) or saline to mouse pregnant dams in gestational day (GD) 9.5. Immune activation was monitored through changes in weight and temperature. The offspring were evaluated when they reached adulthood (8 weeks) using a touchscreen-based system to investigate the effects of Poly (I:C) on discrimination and reversal learning performance. After an initial pre-training, mice were trained to discriminate between two different stimuli, of which only one was rewarded (acquisition phase). When the correct response reached above 80% values for two consecutive days, the images were reversed (reversal phase) to assess the adaptation capacity to a changing environment. Maternal Poly (I:C) treatment did not interfere with the learning process but induced deficits in reversal learning compared to control saline animals. Thus, the accuracy in the reversal phase was lower, and Poly (I:C) animals required more sessions to complete it, suggesting impairments in cognitive flexibility. This study advances the knowledge of how MIA affects behavior, especially cognitive domains that are impaired in schizophrenia. The findings support the validity of the Poly (I:C)-based MIA model as a tool to develop pharmacological treatments targeting cognitive deficits associated with neurodevelopmental disorders.
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  • 文章类型: Journal Article
    最近的研究表明,诸如饮食专业化和社会复杂性之类的社会生态因素可能是灵长类动物中高级认知技能的驱动因素。因此,我们评估了12只黑手蜘蛛猴(Atelesgeoffroyi)的能力,一种高度节俭的铂金灵长类动物,具有强大的裂变融合动力学,成功完成一系列视觉反转学习任务。使用两种替代选择范式,我们首先训练动物可靠地选择有奖励的视觉刺激而不是无奖励的视觉刺激。在达到预设的学习标准后,我们切换了两种刺激的奖励值,并评估了动物是否学会了逆转选择的速度和速度。再次达到预先设定的学习标准。然后继续该刺激逆转程序总共80个疗程,每个10个试验。我们发现蜘蛛猴很快学会了可靠地区分两个同时呈现的视觉刺激,他们成功地完成了视觉逆转学习任务,他们在连续的逆转中表现出学习速度的提高,这表明它们能够通过视觉线索形成串行反转学习集。学习最快的人在80个课程中完成了五次逆转。到目前为止,在这种认知任务中,蜘蛛猴的表现优于大多数其他灵长类动物和非灵长类哺乳动物,包括黑猩猩,关于他们在初始学习任务和第一次逆转任务中的学习速度,表明了高度的行为灵活性和抑制控制。我们的发现支持这样一种观点,即诸如饮食专业化和社会复杂性之类的社会生态因素可以促进灵长类动物的高级认知技能。
    Recent research suggests that socio-ecological factors such as dietary specialization and social complexity may be drivers of advanced cognitive skills among primates. Therefore, we assessed the ability of 12 black-handed spider monkeys (Ateles geoffroyi), a highly frugivorous platyrrhine primate with strong fission-fusion dynamics, to succeed in a serial visual reversal learning task. Using a two-alternative choice paradigm we first trained the animals to reliably choose a rewarded visual stimulus over a non-rewarded one. Upon reaching a pre-set learning criterion we then switched the reward values of the two stimuli and assessed if and how quickly the animals learned to reverse their choices, again to a pre-set learning criterion. This stimulus reversal procedure was then continued for a total of 80 sessions of 10 trials each. We found that the spider monkeys quickly learned to reliably discriminate between two simultaneously presented visual stimuli, that they succeeded in a visual reversal learning task, and that they displayed an increase in learning speed across consecutive reversals, suggesting that they are capable of serial reversal learning-set formation with visual cues. The fastest-learning individual completed five reversals within the 80 sessions. The spider monkeys outperformed most other primate and nonprimate mammal species tested so far on this type of cognitive task, including chimpanzees, with regard to their learning speed in both the initial learning task and in the first reversal task, suggesting a high degree of behavioral flexibility and inhibitory control. Our findings support the notion that socio-ecological factors such as dietary specialization and social complexity foster advanced cognitive skills in primates.
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  • 文章类型: Journal Article
    社会学习是从他人如何与环境互动的观察中学习。然而,在自然界中,个人通常需要处理连续的社会信息,并且可能倾向于最新的信息(最近的偏见),不断更新知识以适应环境,或系列中首先出现的信息(首要偏见),这可能会减缓对环境变化的调整。在与伴侣选择相符有关的伴侣选择背景下,伴侣复制是一种广泛的社会学习形式,并且一个天真的个体对特定物种选择的给定配偶(或配偶表型)产生偏好。在大多数脊椎动物分类群和果蝇果蝇中都有配对复制记录。这里,我们通过展示雌性果蝇与两种颜色对比的雄性表型之一交配的图片,通过实验测试了雌性果蝇是否表现出首要性或近因性偏见。我们发现在连续两次相互矛盾的演示之后,雌性表现出倾向于偏爱在第一次演示中首选的表型的雄性,这表明黑腹D.melanogaster中的交配复制不是基于最近观察到的交配,并且可能受到某种形式的首要偏见的影响。
    Social learning is learning from the observation of how others interact with the environment. However, in nature, individuals often need to process serial social information and may favour either the most recent information (recency bias), constantly updating knowledge to match the environment, or the information that appeared first in the series (primacy bias), which may slow down adjustment to environmental change. Mate-copying is a widespread form of social learning in a mate choice context related to conformity in mate choice, and where a naive individual develops a preference for a given mate (or mate phenotype) seen being chosen by conspecifics. Mate-copying is documented in most vertebrate taxa and in the fruit fly Drosophila melanogaster. Here, we tested experimentally whether female fruit flies show a primacy or a recency bias by presenting pictures of a female copulating with one of two contrastingly coloured male phenotypes. We found that after two sequential contradictory demonstrations, females show a tendency to prefer males of the phenotype preferred in the first demonstration, suggesting that mate-copying in D. melanogaster is not based on the most recently observed mating and may be influenced by a form of primacy bias.
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  • 文章类型: Journal Article
    我们使用概率反转学习任务来检查三个有精神病或精神病样症状的临床组中预测错误驱动的信念更新。研究1将具有危险精神状态和首发精神病(FEP)的人与匹配的对照进行了比较。研究2比较了被诊断患有难治性精神分裂症(TRS)的人与匹配的对照组。该设计复制了我们以前的工作,显示了与氯胺酮相关的扰动在元水平信心如何维持行为政策方面。我们在这里应用了相同的计算建模分析,以比较三组精神病不同阶段的药理模型。FEP的准确性降低了,反映了概率错误后转变策略的趋势增加。尽管准确性水平没有显着降低,但TRS组也显示出更大的改变选择策略的趋势。应用以前使用的计算建模方法,我们观察到,只有TRS组显示出基于置信度的反应调节改变,以前在氯胺酮给药下观察到的。总的来说,我们的行为研究结果表明,临床组(FEP和TRS)与氯胺酮在嘈杂环境中反应稳定性降低方面具有相似性.计算分析表明,TRS,但不是FEP,重复氯胺酮的影响,但我们认为计算发现初步考虑到模型性能的局限性。
    We used a probabilistic reversal learning task to examine prediction error-driven belief updating in three clinical groups with psychosis or psychosis-like symptoms. Study 1 compared people with at-risk mental state and first episode psychosis (FEP) to matched controls. Study 2 compared people diagnosed with treatment-resistant schizophrenia (TRS) to matched controls. The design replicated our previous work showing ketamine-related perturbations in how meta-level confidence maintained behavioural policy. We applied the same computational modelling analysis here, in order to compare the pharmacological model to three groups at different stages of psychosis. Accuracy was reduced in FEP, reflecting increased tendencies to shift strategy following probabilistic errors. The TRS group also showed a greater tendency to shift choice strategies though accuracy levels were not significantly reduced. Applying the previously-used computational modelling approach, we observed that only the TRS group showed altered confidence-based modulation of responding, previously observed under ketamine administration. Overall, our behavioural findings demonstrated resemblance between clinical groups (FEP and TRS) and ketamine in terms of a reduction in stabilisation of responding in a noisy environment. The computational analysis suggested that TRS, but not FEP, replicates ketamine effects but we consider the computational findings preliminary given limitations in performance of the model.
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  • 文章类型: Journal Article
    野生动物暴露于人为噪声与破坏性影响有关。对这一主题的研究集中在动物对噪声的行为和生理反应,研究与认知功能的联系的工作很少。维持认知表现的神经过程可能会受到压力和睡眠障碍的影响。虽然睡眠不足会损害澳大利亚喜pies的认知表现,目前还不清楚城市噪音,扰乱睡眠,也会影响认知。为了填补这个空白,我们探索了与环境相关的城市噪声如何影响野生捕获的性能,城市生活的澳大利亚喜pies(Gymnorhinatibicentyrannica)在认知任务电池上,包括联想和反转学习,抑制控制,和空间记忆。鸟类在实验室环境中饲养和测试;样本大小因任务而异(n=7-9只鸟类)。测试进行了四个星期,在此期间,所有喜pies都暴露在城市噪音回放和安静的控制之下。向鸟类展示了整个测试电池两次:暴露于,在没有的情况下,人为噪声回放;然而,测试总是在没有噪声的情况下进行(在测试期间播放静音)。喜pies在所有四个任务的两种治疗中表现相似。我们还发现,联想学习任务的先前经验对绩效有很大影响,鸟类在第二轮试验中表现更好。就像以前对澳大利亚喜pies在嘈杂条件下在野外进行相同任务测试的发现一样,在受控的实验实验室环境中,我们没有发现对认知表现的任何破坏性影响.
    Exposure of wildlife to anthropogenic noise is associated with disruptive effects. Research on this topic has focused on behavioural and physiological responses of animals to noise, with little work investigating links to cognitive function. Neurological processes that maintain cognitive performance can be impacted by stress and sleep disturbances. While sleep loss impairs cognitive performance in Australian magpies, it is unclear whether urban noise, which disrupts sleep, can impact cognition as well. To fill this gap, we explored how environmentally relevant urban noise affected the performance of wild-caught, city-living Australian magpies (Gymnorhina tibicen tyrannica) on a cognitive task battery including associative and reversal learning, inhibitory control, and spatial memory. Birds were housed and tested in a laboratory environment; sample sizes varied across tasks (n=7-9 birds). Tests were conducted over 4 weeks, during which all magpies were exposed to both an urban noise playback and a quiet control. Birds were presented with the entire test battery twice: following exposure to, and in the absence of, an anthropogenic noise playback; however, tests were always performed without noise (playback muted during testing). Magpies performed similarly in both treatments on all four tasks. We also found that prior experience with the associative learning task had a strong effect on performance, with birds performing better on their second round of trials. Like previous findings on Australian magpies tested on the same tasks in the wild under noisy conditions, we could not find any disruptive effects on cognitive performance in a controlled experimental laboratory setting.
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  • 文章类型: Journal Article
    星形胶质细胞在突触强度的调节中起关键作用,并且被认为协调突触可塑性和记忆。然而,星形胶质细胞及其神经活性递质如何控制学习和记忆是目前一个悬而未决的问题。最近的实验发现了CA1锥体神经元中星形胶质细胞介导的反馈回路,该回路由活跃神经元释放内源性大麻素开始,并由星形胶质细胞调节树突上的D-丝氨酸水平封闭。D-丝氨酸是调节突触可塑性的强度和方向的NMDA受体的共激动剂。因此,由星形胶质细胞介导的活性依赖性D-丝氨酸释放是在学习过程中介导长期突触抑制(LTD)和增强(LTP)的候选者。这里,我们证明了这种机制的数学描述导致了与称为BCM模型的现象学模型一致的突触可塑性的生物物理模型。所得的数学框架可以解释在D-丝氨酸调节机制破坏后在小鼠中观察到的学习缺陷。它表明D-丝氨酸在反转学习过程中增强可塑性,确保对外部环境变化的快速反应。该模型提供了关于学习过程的新的可测试预测,推动我们对神经元-神经胶质相互作用在学习中的功能作用的理解。
    Astrocytes play a key role in the regulation of synaptic strength and are thought to orchestrate synaptic plasticity and memory. Yet, how specifically astrocytes and their neuroactive transmitters control learning and memory is currently an open question. Recent experiments have uncovered an astrocyte-mediated feedback loop in CA1 pyramidal neurons which is started by the release of endocannabinoids by active neurons and closed by astrocytic regulation of the D-serine levels at the dendrites. D-serine is a co-agonist for the NMDA receptor regulating the strength and direction of synaptic plasticity. Activity-dependent D-serine release mediated by astrocytes is therefore a candidate for mediating between long-term synaptic depression (LTD) and potentiation (LTP) during learning. Here, we show that the mathematical description of this mechanism leads to a biophysical model of synaptic plasticity consistent with the phenomenological model known as the BCM model. The resulting mathematical framework can explain the learning deficit observed in mice upon disruption of the D-serine regulatory mechanism. It shows that D-serine enhances plasticity during reversal learning, ensuring fast responses to changes in the external environment. The model provides new testable predictions about the learning process, driving our understanding of the functional role of neuron-glia interaction in learning.
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  • 文章类型: Journal Article
    目的:神经性厌食症(AN)患者常焦虑,显示不灵活的行为和中断的奖励处理。新的证据表明,患者的肠道菌群失调有助于疾病的表型和进展。
    方法:在一项临床前研究中,我们探索了AN衍生的微生物群是否会影响认知灵活性,焦虑,酪氨酸羟化酶-cre大鼠粪便微生物移植(FMT)和多巴胺信号传导。我们在基线时执行了概率反转学习任务(PRLT),抗生素治疗后,以及来自AN患者和对照组的FMT。我们评估了灵活的行为,任务参与,和腹侧被盖区(VTA)多巴胺信号在奖励期间和没有奖励的情况下。此外,焦虑样行为通过开放视野(OF)和高架迷宫(EPM)测试进行评估。
    结果:在PRLT中,抗生素诱导的菌群失调和ANFMT均未导致强化或非强化杠杆按压(获胜和失败)后逆转或杠杆按压策略的数量发生显着变化。然而,抗生素治疗后开始的试验数量减少,而FMT后保持不变.在VTA多巴胺活性中没有观察到显著差异,OF和EPM测试中的焦虑测量。微生物组分析显示供体和受体的微生物群之间有限的重叠。
    结论:没有证据表明患者的微生物群与对照组相比,微生物组耗尽也不会影响认知灵活性。尽管如此,抗生素诱导的菌群失调导致PRLT期间任务参与度降低。FMT的效率相对较低是我们研究的局限性,并强调需要改进的方案以在未来的研究中得出可靠的结论。
    虽然我们的研究没有揭示与AN相关的肠道微生物群对我们的临床前模型中的认知灵活性或焦虑行为的直接影响,我们观察到抗生素诱导的菌群失调后任务参与度下降,强调肠道微生物组的存在很重要。我们的发现强调需要进一步完善FMT方案,以更好地阐明肠道微生物群与神经性厌食症行为特征之间的复杂相互作用。
    OBJECTIVE: Patients with anorexia nervosa (AN) are often anxious, display inflexible behavior and disrupted reward processing. Emerging evidence suggests that gut dysbiosis in patients contributes to the disease phenotype and progression.
    METHODS: In a preclinical study, we explored whether AN-derived microbiota impacts cognitive flexibility, anxiety, and dopamine signaling using fecal microbiota transplantation (FMT) in tyrosine hydroxylase-cre rats. We performed probabilistic reversal learning task (PRLT) at the baseline, after antibiotic treatment, and following FMT from patients with AN and controls. We assessed flexible behavior, task engagement, and ventral tegmental area (VTA) dopamine signaling during and in the absence of reward. Furthermore, anxiety-like behavior was evaluated with open field (OF) and elevated plus maze (EPM) tests.
    RESULTS: Neither antibiotic-induced dysbiosis nor AN FMT led to significant alterations in the number of reversals or lever press strategies after reinforced or nonreinforced lever presses (win and lose-stay) in the PRLT. However, the number of initiated trials decreased after antibiotic treatment while remaining unchanged after FMT. No significant differences were observed in VTA dopamine activity, anxiety measures in the OF and EPM tests. Microbiome analysis revealed limited overlap between the microbiota of the donors and recipients.
    CONCLUSIONS: No evidence was found that the microbiota of patients compared to controls, nor a depleted microbiome impacts cognitive flexibility. Nonetheless, antibiotic-induced dysbiosis resulted in reduced task engagement during the PRLT. The relatively low efficiency of the FMT is a limitation of our study and highlights the need for improved protocols to draw robust conclusions in future studies.
    UNASSIGNED: While our study did not reveal direct impacts of AN-associated gut microbiota on cognitive flexibility or anxiety behaviors in our preclinical model, we observed a decrease in task engagement after antibiotic-induced dysbiosis, underscoring that the presence of a gut microbiome matters. Our findings underscore the need for further refinement in FMT protocols to better elucidate the complex interplay between gut microbiota and behaviors characteristic of anorexia nervosa.
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  • 文章类型: Journal Article
    病毒感染可能不利于西方蜜蜂Apismellifera的觅食能力。畸形翼病毒(DWV)是最常见的蜜蜂病毒,已被认为是学习和记忆障碍的可能原因。然而,到目前为止,这种现象的证据来自人工感染的蜜蜂,而对病毒自然感染的影响知之甚少。使用长鼻扩展反射(PER),我们发现简单的联想学习任务和自然DWV负荷之间没有显著关联.然而,当通过反向联想学习试验进行评估时,DWV负载较高的蜜蜂在反转学习阶段表现更好。DWV能够在蜜蜂蘑菇体内复制,其中GABA能信号通路对联想学习有拮抗作用,但对逆转学习至关重要。因此,我们评估了具有不同学习反应的蜜蜂中几种GABA相关基因的表达模式。有趣的是,选定基因的蘑菇体表达与DWV负荷呈正相关,但只适用于具有良好逆转学习表现的蜜蜂。我们假设DWV可以通过增强GABA能抑制对未奖励刺激的反应来改善嗅觉学习表现,这与我们观察到的行为模式是一致的。然而,在更高的疾病负担下,这可能是由人工感染或严重的,瓦螨属自然侵染,正如其他研究先前报道的,这种DWV相关的GABA信号增加可能会损害联想学习.
    Viral infections can be detrimental to the foraging ability of the western honey bee, Apis mellifera. The deformed wing virus (DWV) is the most common honey bee virus and has been proposed as a possible cause of learning and memory impairment. However, evidence for this phenomenon so far has come from artificially infected bees, while less is known about the implications of natural infections with the virus. Using the proboscis extension reflex (PER), we uncovered no significant association between a simple associative learning task and natural DWV load. However, when assessed through a reversal associative learning assay, bees with higher DWV load performed better in the reversal learning phase. DWV is able to replicate in the honey bee mushroom bodies, where the GABAergic signalling pathway has an antagonistic effect on associative learning but is crucial for reversal learning. Hence, we assessed the pattern of expression of several GABA-related genes in bees with different learning responses. Intriguingly, mushroom body expression of selected genes was positively correlated with DWV load, but only for bees with good reversal learning performance. We hypothesise that DWV might improve olfactory learning performance by enhancing the GABAergic inhibition of responses to unrewarded stimuli, which is consistent with the behavioural patterns that we observed. However, at higher disease burdens, which might be induced by an artificial infection or by a severe, natural Varroa infestation, this DWV-associated increase in GABA signalling could impair associative learning as previously reported by other studies.
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