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Deep Learning-Driven Prediction of Acute Asthma Exacerbations Using Bronchial Epithelial Cell Functional Biomarkers

Deep Learning-Driven Prediction of Acute Asthma Exacerbations Using Bronchial Epithelial Cell Functional Biomarkers

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2500105377
Enrollment
Unknown
Registered
2025-07-02
Start date
2024-01-20
Completion date
Unknown
Last updated
2025-07-07

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Asthma

Interventions

Sponsors

The First Affiliated Hospital with Nanjing Medical University (Jiangsu Province Hospital)
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to No maximum

Inclusion criteria

Inclusion criteria: 1. Age>=18 years old, both male and female. 2. Clear diagnosis of asthma: The diagnosis is based on the "GINA 2023" and China's "Guidelines for the Prevention and Treatment of Bronchial Asthma (2020 Edition)": 1. Clinical symptoms and signs of typical asthma: (1) Recurrent episodes of wheezing and shortness of breath, with or without chest tightness or cough, frequent at night and in the morning, often related to exposure to allergens, cold air, physical and chemical stimuli, upper respiratory tract infection, exercise, etc.; (2) Chronic persistent asthma at the time of attack and partially uncontrolled, scattered or diffuse wheezing can be heard in both lungs, and the expiratory phase is prolonged; (3) The above symptoms and signs can be relieved by treatment or spontaneously. 2. Objective examination of variable airflow limitation: (1) positive bronchodilator test (after inhalation of bronchodilator, FEV1 increased by >12%, and the absolute value of FEV1 increased by >200 ml); or an increase of >12% in FEV1 compared with baseline after 4 weeks of anti-inflammatory therapy, and an increase of >200 ml in absolute FEV1 (excluding respiratory tract infections). (2) Positive bronchial provocation test: the inhalation stimulant is generally methacholine or histamine, usually FEV1 decreases by =20% after inhalation stimulant, and the result is judged to be positive, indicating the presence of airway hyperresponsiveness. (3) The average daily diurnal variability rate of peak expiratory flow (PEF) (the sum of daily PEF diurnal variability rates for at least 7 consecutive days/total number of days 7) >10%, or the weekly PEF variability rate {(highest PEF value in 2 weeks - lowest PEF value)/[(highest PEF value in 2 weeks, lowest PEF)×1/2]×100%}>20%. Asthma is diagnosed if the above symptoms and signs are present, and one of the objective tests for airflow limitation is present, and wheezing, shortness of breath, chest tightness, and cough due to other disorders are excluded. 3. The patient has good compliance and has signed the informed consent form. 4. At least 1 acute exacerbation in the past 1 year

Exclusion criteria

Exclusion criteria: 1. Life-threatening asthma, asthma attacks requiring intubation; 2. Accompanied by severe primary lung diseases: pulmonary embolism, pulmonary hypertension, interstitial lung disease, emphysema, bronchiectasis and lung cancer, etc.; 3. History of severe cardiac, blood, digestive, kidney, liver, psychiatric, tumor, immune system diseases; 4. Diabetic subjects with hypokalemia and poor glycemic control; 5. Subject has a history of drug abuse, drug abuse, and alcohol abuse in the past 2 years; 6. Diagnosed with occupational asthma; 7. Pregnant women; 8. Predict patients with poor compliance.

Design outcomes

Primary

MeasureTime frame
Acute attack rate;Fractional exhaled nitricoxide;

Secondary

MeasureTime frame
spirometry;Total IgE;

Countries

China

Contacts

Public ContactXin Yao

The First Affiliated Hospital with Nanjing Medical University (Jiangsu Province Hospital)

yaoxin@njmu.com+86 25 6830 6254

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026