Foley Brad R, Marjoram Paul, Nuzhdin Sergey V
Department of Molecular and Computational Biology, University of Southern California, Los Angeles, California, United States of America.
Department of Preventative Medicine, Keck School of Medicine of USC, Los Angeles, California, United States of America.
PLoS One. 2017 Aug 16;12(8):e0181749. doi: 10.1371/journal.pone.0181749. eCollection 2017.
The most basic models of learning are reinforcement learning models (for instance, classical and operant conditioning) that posit a constant learning rate; however many animals change their learning rates with experience. This process is sometimes studied by reversing an existing association between cues and rewards, and measuring the rate of relearning. Augmented reversal-learning, where learning rates increase with practice, can be an important component of behavioral flexibility; and may provide insight into higher cognition. Previous studies of reversal-learning in Drosophila have not measured learning rates, but have tended to focus on measuring gross deficits in reversal-learning, as the ratio of two timepoints. These studies have uncovered a diversity of mechanisms underlying reversal-learning, but natural genetic variation in this trait has yet to be assessed. We conducted a reversal-learning regime on a diverse panel of Drosophila melanogaster genotypes. We found highly significant genetic variation in their baseline ability to learn. We also found that they have a consistent, and strong (1.3×), increase in their learning speed with reversal. We found no evidence, however, that there was genetic variation in their ability to increase their learning rates with experience. This may suggest that Drosophila have a hitherto unrecognized ability to integrate acquired information, and improve their decision making; but that their mechanisms for doing so are under strong constraints.
最基本的学习模型是强化学习模型(例如经典条件反射和操作性条件反射),这些模型假定学习率恒定;然而,许多动物会根据经验改变它们的学习率。这个过程有时通过颠倒线索与奖励之间现有的关联,并测量重新学习的速率来进行研究。增强的逆向学习,即学习率随着练习而增加,可能是行为灵活性的一个重要组成部分;并且可能为深入了解高级认知提供线索。以前对果蝇逆向学习的研究没有测量学习率,而是倾向于关注测量逆向学习中的总体缺陷,作为两个时间点的比率。这些研究揭示了逆向学习背后的多种机制,但该性状的自然遗传变异尚未得到评估。我们对一组多样化的黑腹果蝇基因型进行了逆向学习实验。我们发现它们在学习的基线能力上存在高度显著的遗传变异。我们还发现,它们在逆向学习时学习速度一致且大幅提高(1.3倍)。然而,我们没有发现证据表明它们随着经验增加学习率的能力存在遗传变异。这可能表明果蝇有一种迄今为止未被认识到的整合获得信息并改善其决策的能力;但它们这样做的机制受到很强的限制。