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自适应时长版 PVT 能准确追踪到睡眠限制引起的精神运动警觉性变化。

An adaptive-duration version of the PVT accurately tracks changes in psychomotor vigilance induced by sleep restriction.

机构信息

Division of Sleep and Chronobiology, Department of Psychiatry, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104-6021, USA.

出版信息

Sleep. 2012 Feb 1;35(2):193-202. doi: 10.5665/sleep.1620.

Abstract

STUDY OBJECTIVES

The Psychomotor Vigilance Test (PVT) is a widely used assay of behavioral alertness sensitive to the effects of sleep loss and circadian misalignment. The standard 10-minute duration of the PVT is often considered impractical for operational or clinical environments. Therefore, we developed and validated an adaptive-duration version of the PVT (PVT-A) that stops sampling once it has gathered enough information to correctly classify PVT performance.

DESIGN

Repeated-measures experiments involving 10-minute PVT assessments every 2 hours across both acute total sleep deprivation (TSD) and 5 days of chronic partial sleep deprivation (PSD).

SETTING

Controlled laboratory environment.

PARTICIPANTS

Seventy-four healthy subjects (34 women), aged 22 to 45 years.

INTERVENTIONS

A TSD experiment involving 33 hours awake (n = 31 subjects), and a PSD experiment involving 5 nights of 4 hours time in bed (n = 43 subjects).

MEASUREMENTS AND RESULTS

The PVT-A algorithm was trained with 527 TSD test bouts and validated with 880 PSD test bouts. Based on our primary outcome measure "number of lapses (response times ≥ 500 ms) plus false starts (premature responses or response times < 100 ms)," 10-minute PVT performance was classified into high (≤ 5 lapses and false starts), medium (> 5 and ≤ 16 lapses and false starts), or low (> 16 lapses and false starts). The decision threshold for PVT-A termination was set so that at least 95% of training data-set tests were classified correctly and no test was classified incorrectly across 2 performance categories (i.e., high as low or low as high), resulting in an average test duration of 6.0 minutes (SD 2.4 min). In the validation data set, 95.7% of test bouts were correctly classified, and there were no incorrect classifications across 2 categories. Agreement corrected for chance was excellent (κ = 0.92). Across the 3 performance categories, sensitivity averaged 93.7% (range 87.2%-100%), and specificity averaged 96.8% (range 91.6%-99.9%). Test duration averaged 6.4 minutes (SD 1.7 min), with a minimum of 27 seconds.

CONCLUSIONS

We developed and validated a highly accurate, sensitive, and specific adaptive-duration version of the 10-minute PVT. Test duration of the adaptive PVT averaged less than 6.5 minutes, with 60 tests (4.3%) terminating after less than 2 minutes, increasing the practicability of the test in operational and clinical settings. The adaptive-duration strategy may be superior to a simple reduction of PVT duration in which the fixed test duration may be too short to identify subjects with moderate impairment (showing deficits only later during the test) but unnecessarily long for those who are either fully alert or severely impaired.

摘要

研究目的

精神运动警觉测验(PVT)是一种广泛用于评估行为警觉性的检测方法,对睡眠剥夺和昼夜节律紊乱的影响较为敏感。PVT 的标准测试时长为 10 分钟,但在实际操作或临床环境中往往不太可行。因此,我们开发并验证了一种自适应时长的 PVT 版本(PVT-A),它在收集到足够的信息以正确分类 PVT 表现后就会停止采样。

设计

在急性完全睡眠剥夺(TSD)和 5 天慢性部分睡眠剥夺(PSD)期间,每 2 小时进行 10 分钟的 PVT 评估,重复测量实验。

设置

在受控的实验室环境中。

参与者

74 名健康受试者(34 名女性),年龄 22 至 45 岁。

干预

涉及 33 小时清醒的 TSD 实验(n = 31 名受试者),以及涉及 5 晚 4 小时卧床时间的 PSD 实验(n = 43 名受试者)。

测量和结果

使用 527 次 TSD 测试回合训练 PVT-A 算法,并使用 880 次 PSD 测试回合进行验证。基于我们的主要测量指标“漏检次数(反应时间≥500ms)加假启动(过早反应或反应时间<100ms)”,10 分钟 PVT 表现被分为高(≤5 次漏检和假启动)、中(>5 至≤16 次漏检和假启动)或低(>16 次漏检和假启动)。PVT-A 终止的决策阈值设定为,在至少 95%的训练数据集测试中正确分类,并且在两个性能类别(即高作为低或低作为高)中没有错误分类,从而导致平均测试持续时间为 6.0 分钟(SD 2.4 分钟)。在验证数据集中,95.7%的测试回合被正确分类,并且没有跨两个类别进行错误分类。纠正机会的一致性非常好(κ=0.92)。在三个性能类别中,敏感性平均为 93.7%(范围 87.2%-100%),特异性平均为 96.8%(范围 91.6%-99.9%)。测试持续时间平均为 6.4 分钟(SD 1.7 分钟),最短 27 秒。

结论

我们开发并验证了一种高度准确、敏感和特异的 10 分钟自适应时长 PVT 版本。自适应 PVT 的测试持续时间平均不到 6.5 分钟,有 60 次测试(4.3%)在不到 2 分钟后结束,这提高了该测试在实际操作和临床环境中的可行性。自适应时长策略可能优于简单地缩短 PVT 时长,因为固定的测试时长可能太短,无法识别出中度受损的受试者(仅在测试后期才表现出缺陷),但对于那些完全警觉或严重受损的受试者来说,测试时长又不必要地延长。

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