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Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
Evaluation of airflow limitation using a new modality of lung sound analysis in asthmatic children
Chizu Habukawa1, Katsumi Murakami2, Mitsuru Endoh3
1Department of Pediatrics, Minami Wakayama Medical Center, Wakayama, Japan.
Insights
A new lung sound analysis technology, the inspiratory sound parameter index (ic700), effectively assesses asthma severity in children. This non-invasive method correlates with lung function, offering a valuable tool for asthma management.
Area of Science:
- Pediatric Pulmonology
- Medical Technology
- Respiratory Medicine
Background:
- Accurate asthma management requires assessing both symptoms and lung function.
- A novel lung sound analysis technology was developed for asthmatic children.
Purpose of the Study:
- To evaluate the clinical utility of a new lung sound analysis technology in asthmatic children.
- To assess the correlation between the novel sound parameter index (ic700) and lung function tests.
Main Methods:
- Lung sounds and airflow were recorded simultaneously in 44 children.
- An inspiratory sound parameter index (ic700) was calculated from lung sound amplitude at 700 Hz.
- ic700 was compared between asthmatic and non-asthmatic children and correlated with spirometric parameters and asthma severity.
Main Results:
- The influence of airflow and body size on ic700 was negligible.
- ic700 showed significant correlations with FEV1%, MMF, and FEF50.
- ic700 differed significantly between asthmatic and non-asthmatic children and correlated with asthma severity classification.
Conclusions:
- Airway dysfunction in asthma can be evaluated using ic700.
- ic700 is a non-invasive parameter derived solely from lung sound analysis.
- This method eliminates the need for body size and airflow measurements.
Background:
Reliable assessment of not only symptoms but also lung function is essential in asthma management. We developed a new technology for analyzing lung sounds and assessed its clinical usefulness in asthmatic children.
Methods:
Forty-four children underwent lung sound recording with simultaneous airflow measurement using a sensor on the upper right anterior chest. We calculated a sound parameter index from the amplitude of inspiratory lung sounds at 700 Hz (ic700). ic700 were compared depending on flow and body size. In addition, 184 asthmatic children and 16 non-asthmatic children underwent lung sound analysis and lung function test in an asymptomatic state. In the asthma group, 135 children received treatment continually. The untreated asthma group included 28 children who had never received treatment continually and 21 children who had not been treated for at least 1 year. The asthmatic children were divided into four classes according to asthma severity. ic700 were compared depending on spirometric parameters and asthma severity classification.
Results:
The influences of flow and body size were negligible for ic700. ic700 correlated with FEV1%, MMF and FEF50 (r = -0.436, -0.339 and -0.302, respectively). There was a significant difference of ic700 between asthmatic and non-asthmatic children (p < 0.001), and ic700 correlated with the classification of asthma severity (p < 0.001). The ic700 scores of the severe group were higher than those of the intermittent group and non-asthmatic children.
Conclusions:
It was possible to evaluate airway dysfunction of asthma using ic700, which was calculated non-invasively by analyzing lung sounds alone, without measuring body size and airflow.
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