Related Experiment Video
Updated: Jun 26, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
Published on: July 22, 2025
[Advocating the diagnostic criteria for early stage of asthma]
Kumiya Sugiyama1, Hironori Sagara, Mitsuru Adachi
1Department of Pulmonary Medicine and Clinical Immunology, Dokkyo Medical University. sugiyama@dokkyomed.ac.jp
Background:
In asthmatic patients, first asthmatic symptoms are not often typical. In those cases, it takes long time before asthma diagnosis, and the severities are progressed in some patients. For early intervention, we tried to make the diagnostic criteria for asthma, which are useful to diagnose as early stage of asthma.
Methods:
Three hundred and eighty eight of asthmatic patients, who were recorded first their symptoms in asthma, were enrolled. Their first symptoms and examinations were analyzed.
Results:
In first asthmatic symptoms, 79% of patients had cough, 68% patients had wheezing, 49% patients had dyspnoea, and 15% of patients did not have typical asthmatic symptoms in the early stage. The percentages of abnormal in first examinations were 99% in airway hypersensitivity, 92% of low %V25, 82% of eosinophila in sputum and 77% of low %V50. Low FEV1% and reversible airway obstruction were not seen in a lot of patients.
Conclusion:
We advocate that the diagnostic criteria for early stage of asthma are the following three elements. First criterion is spasmodic cough, wheezing and dyspnoea. Second criterion is airway hypersensitivity, or over 3% of eosinophils in sputum, or under 70% of %V50, or under 50% of %V25, or effect of bronchodilator. Effect of bronchodilator will be required, when the symptom is cough only. Third criterion is the exclusion of other lung and heart diseases.
Related Concept Videos
Asthma-IV: Diagnostic and Management
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
Asthma III: Clinical Manifestations
Asthma-II: Pathophysiology and Classification
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Asthma I: Introduction
Asthma-IV: Nursing Management
First, in...
Asthma-III: Symptoms and Complications
Classification of Asthma