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抑郁症中的异质食欲模式:营养整体感受,奖励处理和决策的计算建模
Yuuki Uchida1,2, Takatoshi Hikida3, Manabu Honda1
1Department of Information Medicine, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Tokyo, Japan.
Frontiers in human neuroscience
|December 31, 2024
概括
改变的整体感知 (感知身体内部状态) 影响决策和食欲,模仿抑郁症亚型. 计算模型揭示了被破坏的整体感受如何影响奖励系统和抑郁症中的平静调节.
科学领域:
- 计算精神病学是一种计算精神病学.
- 神经科学是一个神经科学.
- 决策方式 决策方式
背景情况:
- 准确的整体感知对于恒温和健康至关重要; 干扰与抑郁症有关.
- 营养物质的恒温失调是抑郁症分类和治疗的重点.
- 抑郁症的食欲变化与改变的半边缘多巴胺和岛屿皮层活动相关.
研究的目的:
- 探索计算精神病学的潜力,以了解整体感受在抑郁症中的作用.
- 为了研究改变的整体感受如何影响恒常态行为和奖励活动,使用恒常态强化学习模型.
主要方法:
- 开发了一种同居强化学习模型.
- 进行模拟实验以建模改变的整体感受.
- 与传统的强化学习参数 (例如逆温度β,延迟折扣γ) 进行对比的整体感知操纵效应.
主要成果:
- 模拟显示改变的整感觉产生了类似于抑郁症亚型的行为,包括食欲失调.
- 减少整体感受减少了奖励活动和增加了惩罚,反映了抑郁症的食欲下降.
- 增加的整感觉导致奖励活动增加,目标导向行为受损,反映出食欲增加.
结论:
- 整体感应和相关强化学习参数的干扰通过影响平稳调节,导致抑郁症状.
- 将整体受体和稳态纳入决策模型对于抑郁症亚型分类和治疗开发至关重要.
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