IEEE J Biomed Health Inform. 2015 Jul;19(4):1347-55. doi: 10.1109/JBHI.2015.2440764. Epub 2015 Jun 3.
The objective evaluation of depressive mood is considered to be useful for the diagnosis and treatment of depressive disorders. Thus, we investigated psychobehavioral correlates, particularly the statistical associations between momentary depressive mood and behavioral dynamics measured objectively, in patients with major depressive disorder (MDD) and healthy subjects. Patients with MDD ( n = 14) and healthy subjects ( n = 43) wore a watch-type computer device and rated their momentary symptoms using ecological momentary assessment. Spontaneous physical activity in daily life, referred to as locomotor activity, was also continuously measured by an activity monitor built into the device. A multilevel modeling approach was used to model the associations between changes in depressive mood scores and the local statistics of locomotor activity simultaneously measured. We further examined the cross validity of such associations across groups. The statistical model established indicated that worsening of the depressive mood was associated with the increased intermittency of locomotor activity, as characterized by a lower mean and higher skewness. The model was cross validated across groups, suggesting that the same psychobehavioral correlates are shared by both healthy subjects and patients, although the latter had significantly higher mean levels of depressive mood scores. Our findings suggest the presence of robust as well as common associations between momentary depressive mood and behavioral dynamics in healthy individuals and patients with depression, which may lead to the continuous monitoring of the pathogenic processes (from healthy states) and pathological states of MDD.
抑郁情绪的客观评估被认为对抑郁障碍的诊断和治疗很有用。因此,我们研究了精神行为相关性,特别是在重度抑郁症(MDD)患者和健康受试者中,将瞬间抑郁情绪与客观测量的行为动态之间的统计学关联。MDD 患者(n=14)和健康受试者(n=43)佩戴了一种手表式计算机设备,并使用生态瞬间评估法对其瞬间症状进行评分。通过设备内置的活动监视器,还连续测量了日常生活中的自发性身体活动,称为运动活动。采用多层建模方法,同时对抑郁情绪评分变化与同时测量的运动活动局部统计数据之间的关联进行建模。我们进一步检查了这种关联在组间的交叉有效性。建立的统计模型表明,抑郁情绪恶化与运动活动间歇性增加有关,其特征是平均水平降低和偏度升高。该模型在组间得到了交叉验证,表明健康个体和抑郁症患者之间存在稳健且共同的瞬间抑郁情绪与行为动态之间的相关性,尽管后者的抑郁情绪评分均值明显更高。我们的研究结果表明,在健康个体和抑郁症患者中,瞬间抑郁情绪与行为动态之间存在着稳健而共同的关联,这可能导致对 MDD 的致病过程(从健康状态)和病理状态的持续监测。