Glenn Tasha, Whybrow Peter C, Rasgon Natalie, Grof Paul, Alda Martin, Baethge Christopher, Bauer Michael
ChronoRecord Association, Inc., Fullerton, CA 92834, USA.
Bipolar Disord. 2006 Oct;8(5 Pt 1):424-9. doi: 10.1111/j.1399-5618.2006.00373.x.
Approximate entropy (ApEn) measures regularity in time series data, while traditional linear statistics measure variability. Using self-reported mood data from patients with bipolar disorder, this preliminary study addressed whether ApEn could distinguish (i) the 60 days prior to the start of a manic or depressed episode from the 60 days prior to a month of euthymia, and (ii) the 60 days prior to a manic episode from the 60 days prior to a depressed episode.
Self-reported mood data from 49 outpatients with bipolar disorder receiving standard treatment were analysed. The data contained 27 episodes (12 manic and 15 depressed), and 43 periods of 1 month of euthymia. For the 60 days prior to episode or euthymia, the ApEn, linear statistics and the correlation between linear and non-linear measures were calculated.
ApEn was significantly greater in the 60 days prior to a manic or depressive episode than the 60 days prior to a month of euthymia. The onset of an episode was associated with greater irregularity in mood. Variability was also significantly larger and correlated with ApEn. ApEn was significantly greater in the 60 days prior to a manic episode than in the 60 days prior to a depressed episode, whereas measures of variability were not significantly different. Mood in the 60 days prior to mania was more irregular than prior to depression.
Non-linear measures may complement traditional linear measures in the analysis of longitudinal data in bipolar disorder. A larger study is indicated.
近似熵(ApEn)用于衡量时间序列数据的规律性,而传统线性统计方法则用于衡量变异性。本初步研究利用双相情感障碍患者的自我报告情绪数据,探讨ApEn是否能够区分:(i)躁狂或抑郁发作开始前60天与心境正常1个月前的60天;(ii)躁狂发作前60天与抑郁发作前60天。
分析了49例接受标准治疗的双相情感障碍门诊患者的自我报告情绪数据。数据包含27次发作(12次躁狂发作和15次抑郁发作)以及43个心境正常1个月的时间段。计算发作或心境正常前60天的ApEn、线性统计量以及线性和非线性测量之间的相关性。
躁狂或抑郁发作前60天的ApEn显著高于心境正常1个月前的60天。发作的开始与情绪更大的不规则性相关。变异性也显著更大且与ApEn相关。躁狂发作前60天的ApEn显著高于抑郁发作前60天,而变异性测量无显著差异。躁狂前60天的情绪比抑郁前更不规则。
在双相情感障碍纵向数据的分析中,非线性测量可能补充传统线性测量。需要进行更大规模的研究。