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Automatic Detection of Respiration Rate From Ambulatory Single-Lead ECG

机译:动态非铅心电图自动检测呼吸频率

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Ambulatory electrocardiography is increasingly being used in clinical practice to detect abnormal electrical behavior of the heart during ordinary daily activities. The utility of this monitoring can be improved by deriving respiration, which previously has been based on overnight apnea studies where patients are stationary, or the use of multilead ECG systems for stress testing. We compared six respiratory measures derived from a single-lead portable ECG monitor with simultaneously measured respiration air flow obtained from an ambulatory nasal cannula respiratory monitor. Ten controlled 1-h recordings were performed covering activities of daily living (lying, sitting, standing, walking, jogging, running, and stair climbing) and six overnight studies. The best method was an average of a 0.2–0.8 Hz bandpass filter and RR technique based on lengthening and shortening of the RR interval. Mean error rates with the reference gold standard were $pm$4 breaths per minute (bpm) (all activities), $pm$2 bpm (lying and sitting), and $pm$1 breath per minute (overnight studies). Statistically similar results were obtained using heart rate information alone (RR technique) compared to the best technique derived from the full ECG waveform that simplifies data collection procedures. The study shows that respiration can be derived under dynamic activities from a single-lead ECG without significant differences from traditional methods.
机译:动态心电图在临床实践中越来越多地用于检测日常日常活动中心脏的异常电行为。这种监测的实用性可以通过派生呼吸来提高,而呼吸以前是基于患者处于静止状态的通宵呼吸暂停研究,或者是使用多导联心电图系统进行压力测试。我们比较了从单导联便携式心电图监护仪得出的六种呼吸测量结果与从门诊鼻插管呼吸监护仪获得的同时测量的呼吸气流的比较。进行了十次受控的1小时录音,涵盖了日常生活(躺着,坐着,站立,站立,行走,慢跑,奔跑和爬楼梯)的活动和六个过夜学习。最好的方法是根据RR间隔的延长和缩短平均使用0.2–0.8 Hz带通滤波器和RR技术。使用参考金标准的平均错误率是每分钟$ pm $ 4呼吸(bpm)(所有活动),$ pm $ 2 bpm(躺着和坐着)和$ pm $ 1呼吸每分钟(过夜学习)。与仅使用心率信息(RR技术)相比,与从简化了数据收集程序的完整ECG波形中得出的最佳技术相比,统计上的结果相似。研究表明,呼吸活动可在单铅心电图的动态活动下产生,与传统方法无显着差异。

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