论文标题

对共同呼吸困难的评估,对劳累诱导的呼吸困难分数学习

Objective dyspnea evaluation on COVID-19 patients learning from exertion-induced dyspnea scores

论文作者

Zhang, Zijing, Zhou, Jianlin, Conroy, Thomas B., Chung, Samuel, Choi, Justin, Chau, Patrick, Green, Daniel B., Krieger, Ana C., Kan, Edwin C.

论文摘要

目的:呼吸困难是许多肺部疾病在内的最常见症状之一。呼吸困难的临床评估主要由主观自我报告进行,该报告的准确性有限,并且在连续监测方面具有挑战性。这项研究的目的是确定是否可以使用非侵入性可穿戴传感器评估Covid患者的呼吸困难,以及发现与健康受试者的生理诱发呼吸困难的学习模型相媲美。方法:使用用户舒适性和便利性来检索连续的呼吸特征。在12名Covid-19患者上收集了过夜(〜16H)的呼吸波形,并对13名健康受试者进行了基准,并进行了劳累诱导的呼吸困难的基准,以进行盲目比较。该学习模型是由呼吸特征构建的,其中有关于32名健康受试者在劳累和气道阻塞下的自我报告。结果:建立了呼吸困难患者的呼吸困难与健康受试者的生理诱发呼吸困难的高度相似性。与健康受试者的正常呼吸相比,COVID患者的客观呼吸困难评分始终高。我们还对患者表现出12-16小时的连续呼吸困难得分能力。结论:本文验证了使用我们的客观呼吸困难评分对COVID患者进行临床呼吸困难评估的生存能力。意义:拟议的系统可以帮助识别诸如COVID等条件下的呼吸困难加剧,从而导致早期干预并可能改善其结果。这种方法可以潜在地应用于其他肺部疾病,例如哮喘,肺气肿和肺炎。

Objective: Dyspnea is one of the most common symptoms for many pulmonary diseases including COVID-19. Clinical assessment of dyspnea is mainly performed by subjective self-report, which has limited accuracy and is challenging for continuous monitoring. The objective of this research study is to determine if dyspnea progression in COVID patients can be assessed using a non-invasive wearable sensor and if the findings are comparable to a learning model of physiologically induced dyspnea on healthy subjects. Methods: Non-invasive wearable respiratory sensors were employed to retrieve continuous respiratory characteristics with user comfort and convenience. Overnight (~16h) respiratory waveforms were collected on 12 COVID-19 patients, and a benchmark on 13 healthy subjects with exertion-induced dyspnea were also performed for blind comparison. The learning model was built from the respiratory features with self report on 32 healthy subjects under exertion and airway blockage. Results: High similarity between dyspnea on COVID patients and physiologically induced dyspnea on healthy subjects was established. COVID patients have consistently high objective dyspnea scores in comparison with normal breathing of healthy subjects. We also exhibited continuous dyspnea scoring capability for 12-16 hours on patients. Conclusion: This paper validates the viability to use our objective dyspnea scoring for clinical dyspnea assessment on COVID patients. Significance: The proposed system can help the identification of dyspneic exacerbation in conditions such as COVID, leading to early intervention and possibly improving their outcome. This approach can be potentially applied to other pulmonary disorders such as asthma, emphysema, and pneumonia.

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