KITE, Toronto Rehabilitation Institute-University Health Network, Toronto, ON, Canada.
Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, ON, Canada.
J Sleep Res. 2021 Aug;30(4):e13279. doi: 10.1111/jsr.13279. Epub 2021 Feb 3.
Airflow is the reference signal to assess sleep respiratory disorders, such as sleep apnea. Previous studies estimated airflow using tracheal sounds in short segments with specific airflow rates, while requiring calibration or a few breaths for tuning the relationship between sound energy and airflow. Airflow-sound relationship can change by posture, sleep stage and airflow rate or tidal volume. We investigated the possibility of estimating surrogates of tidal volume without calibration in the adult sleep apnea population using tracheal sounds and movements. Two surrogates of tidal volume: thoracoabdominal range of sum movement and airflow level were estimated. Linear regression was used to estimate thoracoabdominal range of sum movement from sound energy and the range of movements. The sound energy lower envelope was found to correlate with airflow level. The agreement between reference and estimated signals was assessed by repeated-measure correlation analysis. The estimated tidal volumes were used to estimate the airflow signal. Sixty-one participants (30 females, age: 51 ± 16 years, body mass index: 29.5 ± 6.4 kg m , and apnoea-hypopnea index: 20.2 ± 21.2) were included. Reference and estimated thoracoabdominal range of sum movement of whole night data were significantly correlated with the reference signal extracted from polysomnography (r = 0.5 ± 0.06). Similarly, significant correlations (r = 0.3 ± 0.05) were found for airflow level. Significant differences in estimated surrogates of tidal volume were found between normal breathing and apnea/hypopnea. Surrogate of airflow can be extracted from tracheal sounds and movements, which can be used for assessing the severity of sleep apnea and even phenotyping sleep apnea patients based on the estimated airflow shape.
气流是评估睡眠呼吸障碍(如睡眠呼吸暂停)的参考信号。先前的研究使用特定气流率的短段气管音估计气流,同时需要校准或几次呼吸来调整声音能量与气流之间的关系。气流-声音关系会因姿势、睡眠阶段和气流率或潮气量而改变。我们研究了在成人睡眠呼吸暂停人群中,使用气管音和运动来估计无需校准的潮气量替代指标的可能性。估计了两个潮气量替代指标:胸腹部总和运动范围和气流水平。使用线性回归从声音能量和运动范围估计胸腹部总和运动范围。发现声音能量下包络与气流水平相关。通过重复测量相关分析评估参考信号和估计信号之间的一致性。使用估计的潮气量来估计气流信号。纳入了 61 名参与者(30 名女性,年龄:51±16 岁,体重指数:29.5±6.4 kg/m 2 ,呼吸暂停-低通气指数:20.2±21.2)。整夜参考和估计的胸腹部总和运动范围与多导睡眠图提取的参考信号显著相关(r=0.5±0.06)。类似地,气流水平也存在显著相关性(r=0.3±0.05)。在正常呼吸和呼吸暂停/低通气之间发现了估计的潮气量替代指标的显著差异。可以从气管音和运动中提取气流替代指标,这可用于评估睡眠呼吸暂停的严重程度,甚至根据估计的气流形状对睡眠呼吸暂停患者进行表型分析。