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奖励觅食任务和基于模型的分析揭示了果蝇如何学习可用选项的价值。

Reward foraging task and model-based analysis reveal how fruit flies learn value of available options.

机构信息

Danish Research Institute of Translational Neuroscience - DANDRITE, Nordic-EMBL Partnership for Molecular Medicine, Aarhus, Denmark.

Department of Molecular Biology and Genetics, Aarhus University, Aarhus, Denmark.

出版信息

PLoS One. 2020 Oct 2;15(10):e0239616. doi: 10.1371/journal.pone.0239616. eCollection 2020.

Abstract

Foraging animals have to evaluate, compare and select food patches in order to increase their fitness. Understanding what drives foraging decisions requires careful manipulation of the value of alternative options while monitoring animals choices. Value-based decision-making tasks in combination with formal learning models have provided both an experimental and theoretical framework to study foraging decisions in lab settings. While these approaches were successfully used in the past to understand what drives choices in mammals, very little work has been done on fruit flies. This is despite the fact that fruit flies have served as model organism for many complex behavioural paradigms. To fill this gap we developed a single-animal, trial-based decision making task, where freely walking flies experienced optogenetic sugar-receptor neuron stimulation. We controlled the value of available options by manipulating the probabilities of optogenetic stimulation. We show that flies integrate reward history of chosen options and forget value of unchosen options. We further discover that flies assign higher values to rewards experienced early in the behavioural session, consistent with formal reinforcement learning models. Finally, we also show that the probabilistic rewards affect walking trajectories of flies, suggesting that accumulated value is controlling the navigation vector of flies in a graded fashion. These findings establish the fruit fly as a model organism to explore the genetic and circuit basis of reward foraging decisions.

摘要

觅食动物必须评估、比较和选择食物斑块,以提高其适应性。了解是什么驱动觅食决策需要仔细操纵替代选项的价值,同时监测动物的选择。基于价值的决策任务与正式的学习模型相结合,为在实验室环境中研究觅食决策提供了实验和理论框架。虽然这些方法过去曾成功地用于了解是什么驱动哺乳动物的选择,但在果蝇身上的研究却很少。尽管果蝇已被用作许多复杂行为范式的模式生物。为了填补这一空白,我们开发了一种单只动物、基于试验的决策任务,其中自由行走的果蝇经历光遗传学糖受体神经元刺激。我们通过操纵光遗传学刺激的概率来控制可用选项的价值。我们表明,果蝇整合了所选选项的奖励历史,并忘记了未选选项的价值。我们进一步发现,果蝇会赋予行为会话早期经历的奖励更高的价值,这与正式的强化学习模型一致。最后,我们还表明,概率奖励会影响果蝇的行走轨迹,这表明累积价值以分级的方式控制着果蝇的导航向量。这些发现确立了果蝇作为一种模式生物,用于探索奖励觅食决策的遗传和电路基础。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5d3/7531776/1a2e7855ad3c/pone.0239616.g001.jpg

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