Despite being crucial to health and quality of life, sleep -- especially pediatric sleep -- is not yet well understood. This is exacerbated by lack of access to sufficient pediatric sleep data with clinical annotation. In order to accelerate research on pediatric sleep and its connection to health, we create the Nationwide Children's Hospital (NCH) Sleep DataBank and publish it at Physionet and the National Sleep Research Resource (NSRR), which is a large sleep data common with physiological data, clinical data, and tools for analyses. The NCH Sleep DataBank consists of 3,984 polysomnography studies and over 5.6 million clinical observations on 3,673 unique patients between 2017 and 2019 at NCH. The novelties of this dataset include: 1) large-scale sleep dataset suitable for discovering new insights via data mining, 2) explicit focus on pediatric patients, 3) gathered in a real-world clinical setting, and 4) the accompanying rich set of clinical data. The NCH Sleep DataBank is a valuable resource for advancing automatic sleep scoring and real-time sleep disorder prediction, among many other potential scientific discoveries.
翻译:尽管睡眠 -- -- 特别是儿科睡眠 -- -- 对健康和生活质量至关重要,但睡眠 -- -- 特别是儿科睡眠 -- -- 尚未被很好地理解。由于缺乏足够的儿科睡眠数据和临床笔记本,这更加严重。为了加速儿科睡眠研究及其与健康的联系,我们创建了全国儿童医院(NCH)睡眠数据银行,并在Physionet和国家睡眠研究资源(NSRR)上公布,这是一个与生理数据、临床数据和分析工具共同的大量睡眠数据。NCH睡眠数据银行包括3,984项综合抽样研究,以及2017至2019年期间对NCH3个独特病人的560多万次临床观察。这一数据集的新颖之处包括:(1) 适合于通过数据挖掘发现新洞察力的大规模睡眠数据集,(2) 明确关注儿科病人,(3) 收集在现实世界的临床环境中,(4) 伴随的丰富临床数据组合。NCH睡眠数据银行是推进自动睡眠评分和实时睡眠失调预测的宝贵资源,以及其他许多潜在的科学发现。