Basner Mathias
Division of Sleep and Chronobiology, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
Sleep Adv. 2022 Oct 20;3(1):zpac038. doi: 10.1093/sleepadvances/zpac038. eCollection 2022.
The Psychomotor Vigilance Test (PVT) is a widely used and sensitive assay of the cognitive deficits associated with sleep loss and circadian misalignment. As even shorter versions of the PVT are often considered too long, I developed and validated an adaptive duration version of the 3 min PVT (PVT-BA).
The PVT-BA algorithm was trained on data from 31 subjects participating in a total sleep deprivation protocol and validated in 43 subjects undergoing 5 days of partial sleep restriction under controlled laboratory conditions. With each subject response, the algorithm updated the odds of the test being high, medium or low performance based on lapses plus false starts on the full 3 min PVT-B.
With a decision threshold of 99.619%, PVT-BA classified 95.1% of training data tests correctly without incorrect classifications across two performance categories (i.e. high as low or low as high) and resulted in an average test duration of 1 min 43 s with a minimum duration of 16.4 s. Agreement corrected for chance between PVT-B and PVT-BA was "almost perfect" for both the training (kappa = 0.92) and validation data (kappa = 0.85). Across the three performance categories and data sets, sensitivity averaged 92.2% (range 74.9-100%) and specificity averaged 96.0% (range 88.3-99.2%).
PVT-BA is an accurate adaptive version of PVT-B and, to my knowledge, the shortest version to date that maintains key properties of the standard 10 min duration PVT. PVT-BA will facilitate the use of the PVT in settings in which it was previously considered impractical.
精神运动警觉性测试(PVT)是一种广泛应用且灵敏的检测方法,用于评估与睡眠缺失和昼夜节律失调相关的认知缺陷。由于即使是更短版本的PVT通常也被认为过长,我开发并验证了一种3分钟PVT的自适应时长版本(PVT-BA)。
PVT-BA算法基于31名参与全睡眠剥夺方案的受试者的数据进行训练,并在43名在受控实验室条件下经历5天部分睡眠限制的受试者中进行验证。根据每个受试者的反应,该算法基于完整3分钟PVT-B上的失误和错误起始更新测试为高、中或低表现的概率。
决策阈值为99.619%时,PVT-BA正确分类了95.1%的训练数据测试结果,在两个表现类别(即高误判为低或低误判为高)中没有错误分类,平均测试时长为1分43秒,最短时长为16.4秒。PVT-B和PVT-BA之间经机遇校正的一致性在训练数据(kappa = 0.92)和验证数据(kappa = 0.85)中均为“几乎完美”。在三个表现类别和数据集中,敏感性平均为92.2%(范围74.9 - 100%),特异性平均为96.0%(范围88.3 - 99.2%)。
PVT-BA是PVT-B的一种准确的自适应版本,据我所知,它是迄今为止保持标准10分钟时长PVT关键特性的最短版本。PVT-BA将便于在以前认为不切实际的环境中使用PVT。