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Markov chain analysis indicates that positive and negative emotions have abnormal temporal interactions during daily life in schizophrenia.马尔可夫链分析表明,精神分裂症患者在日常生活中积极情绪和消极情绪的时间交互存在异常。
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Daily Ecological Momentary Assessments of happy and sad moods in people with schizophrenia and bipolar disorders: What do participants who are never sad think about their activities and abilities?对精神分裂症和双相情感障碍患者的快乐和悲伤情绪进行日常生态瞬时评估:从不悲伤的参与者如何看待他们的活动和能力?
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精神分裂症中快感缺失的数学建模:一种随机动力系统方法。

Mathematically Modeling Anhedonia in Schizophrenia: A Stochastic Dynamical Systems Approach.

作者信息

Strauss Gregory P, Esfahlani Farnaz Zamani, Granholm Eric, Holden Jason, Visser Katherine Frost, Bartolomeo Lisa A, Sayama Hiroki

机构信息

Department of Psychology, University of Georgia, Athens, GA.

Department of Systems Science and Industrial Engineering, Binghamton University Binghamton, NY.

出版信息

Schizophr Bull. 2020 Sep 21;46(5):1191-1201. doi: 10.1093/schbul/sbaa014.

DOI:10.1093/schbul/sbaa014
PMID:32103266
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7505187/
Abstract

OBJECTIVE

Anhedonia, traditionally defined as a diminished capacity for pleasure, is a core symptom of schizophrenia (SZ). However, modern empirical evidence indicates that hedonic capacity may be intact in SZ and anhedonia may be better conceptualized as an abnormality in the temporal dynamics of emotion.

METHOD

To test this theory, the current study used ecological momentary assessment (EMA) to examine whether abnormalities in one aspect of the temporal dynamics of emotion, sustained reward responsiveness, were associated with anhedonia. Two experiments were conducted in outpatients diagnosed with SZ (n = 28; n = 102) and healthy controls (n = 28; n = 71) who completed EMA reports of emotional experience at multiple time points in the day over the course of several days. Markov chain analyses were applied to the EMA data to evaluate stochastic dynamic changes in emotional states to determine processes underlying failures in sustained reward responsiveness.

RESULTS

In both studies, Markov models indicated that SZ had deficits in the ability to sustain positive emotion over time, which resulted from failures in augmentation (ie, the ability to maintain or increase the intensity of positive emotion from time t to t+1) and diminution (ie, when emotions at time t+1 are opposite in valence from emotions at time t, resulting in a decrease in the intensity of positive emotion over time). Furthermore, in both studies, augmentation deficits were associated with anhedonia.

CONCLUSIONS

These computational findings clarify how abnormalities in the temporal dynamics of emotion contribute to anhedonia.

摘要

目的

快感缺失传统上被定义为愉悦能力下降,是精神分裂症(SZ)的核心症状。然而,现代实证证据表明,SZ患者的享乐能力可能完好无损,快感缺失或许可更好地被概念化为情绪时间动态方面的异常。

方法

为验证这一理论,本研究采用生态瞬时评估(EMA)来检验情绪时间动态的一个方面,即持续奖励反应性异常是否与快感缺失相关。对诊断为SZ的门诊患者(n = 28;n = 102)和健康对照者(n = 28;n = 71)进行了两项实验,他们在数天内的多个时间点完成了情绪体验的EMA报告。将马尔可夫链分析应用于EMA数据,以评估情绪状态的随机动态变化,从而确定持续奖励反应性失败背后的过程。

结果

在两项研究中,马尔可夫模型均表明,SZ患者在随着时间维持积极情绪的能力方面存在缺陷,这是由增强失败(即从时间t到t + 1维持或增加积极情绪强度的能力)和减弱失败(即当时间t + 1的情绪在效价上与时间t的情绪相反,导致积极情绪强度随时间下降)导致的。此外,在两项研究中,增强缺陷均与快感缺失相关。

结论

这些计算结果阐明了情绪时间动态异常如何导致快感缺失。