Assessing Severity of Pulmonary Obstruction from Respiration Phase-Based Wheeze-Sensing Using Mobile Sensors

要旨

Obstructive pulmonary diseases cause limited airflow from the lung and severely affect patients' quality of life. Wheeze is one of the most prominent symptoms for them. High requirements imposed by traditional diagnosis methods make regular monitoring of pulmonary obstruction challenging, which hinders the opportunity of early intervention and prevention of significant exacerbation. In this work, we explore the feasibility of developing a mobile sensor-based system as a convenient means of assessing the severity of pulmonary obstruction via respiration phase-based symptomatic wheeze sensing. We conduct a 131 subjects' (91 patients and 40 healthy) study for the detection (F1: 87.96%) and characterization (F1: 79.47%) of wheeze. Subsequently, we develop novel wheeze metrics, which show a significant correlation (Pearson's correlation: -0.22, p-value: 0.024) with standard spirometry measure of pulmonary obstruction severity. This work takes a principal step towards the unobtrusive assessment of pulmonary condition from mobile sensor interactions.

キーワード
Mobile Health (mHealth)
Pulmonary Monitoring
Mobile Application
Wheezing
著者
Soujanya Chatterjee
University of Memphis, Memphis, TN, USA
Md Mahbubur Rahman
Samsung Research America, Mountain View, CA, USA
Tousif Ahmed
Samsung Research America, Mountain View, CA, USA
Nazir Saleheen
University of Memphis, Memphis, TN, USA
Ebrahim Nemati
Samsung Research America, Mountain View, CA, USA
Viswam Nathan
Samsung Research America, Mountain View, CA, USA
Korosh Vatanparvar
Samsung Research America, Mountain View, CA, USA
Jilong Kuang
Samsung Research America, Mountain View, CA, USA
DOI

10.1145/3313831.3376444

論文URL

https://doi.org/10.1145/3313831.3376444

会議: CHI 2020

The ACM CHI Conference on Human Factors in Computing Systems (https://chi2020.acm.org/)

セッション: Assessing signs and symptoms

Paper session
314 LANA'I
5 件の発表
2020-04-28 18:00:00
2020-04-28 19:15:00
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