An observational study in Allergic Bronchopulmonary Aspergillosis (ABPA), Machine Learning and Multi-omics, sponsored by Qianfoshan Hospital. Recruiting at 1 site in China. Open to participants aged 18 Years to 80 Years. Per ClinicalTrials.gov, last updated 2026-06-01.
Sponsored by Qianfoshan Hospital · Observational
To develop and externally validate a machine learning model for predicting the 1-year risk of relapse in patients with stable ABPA, and to further evaluate its value in risk stratification and clinical decision-making.
This project aims to develop an inflammatory phenotype-based risk prediction model for recurrence of allergic bronchopulmonary aspergillosis (ABPA) to enable stratified patient management. The study integrates multidimensional data sources, including radiomics, mycobiomics, inflammatory biomarkers, pulmonary function parameters, and routine clinical records. Deep machine learning algorithms are employed to extract and select key features from these multi-omics and clinical datasets, define inflammatory phenotypes, and subsequently construct a recurrence risk prediction model. Based on the risk stratification derived from the model, low-risk individuals will receive regular follow-up, whereas high-risk individuals will undergo intensified intervention and management. This approach is expected to optimize individualized treatment strategies for ABPA patients, reduce recurrence rates, and improve clinical outcomes.
42 studies on the registry are indexed under Aspergillosis, Allergic Bronchopulmonary; 13 are open to participants now.
This study's planned enrollment of 300 is above the median of 73 across 14 observational studies indexed under Aspergillosis, Allergic Bronchopulmonary.
Browse Aspergillosis, Allergic Bronchopulmonary studies →Qianfoshan Hospital is the lead sponsor of 144 studies on the registry; 75 are open to participants now.
Counted across the registry records on this site, refreshed daily.
1)Female and Male patients aged 18-75 years inclusively at the time of Visit 1 with a physician diagnosis of Allergic Bronchopulmonary Aspergillosis has met the ISHAM Working Group Diagnostic Criteria for ABPA 2)These patients who were clearly diagnosed with ABPA are currently in stable phase
Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.
Exclusion Criteria:
Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.
The New York Heart Association’s four classes of how much heart failure limits physical activity.
Studies set their own limit — many outside heart failure leave out class III–IV, while heart failure studies may ask for a particular class. Check the class this study names.
A weakened immune system. It can come from an illness, such as HIV or some blood cancers, or from medicines that turn the immune system down, for example after an organ transplant or for an autoimmune disease; steroids at higher doses count.
Read whether the line is about a condition or about medicines, and which medicines and doses it means.
The human immunodeficiency virus, which weakens the immune system.
Many studies now accept people whose HIV is controlled on treatment, judged by the viral load and the CD4 count. Check the limits this study sets.
Anti-inflammatory medicines such as prednisone, prednisolone and dexamethasone — not the anabolic steroids used for muscle.
Studies differ in what they allow: check which steroid medicines, routes (tablets, injections, creams, inhalers, eye drops) and doses this study accepts.
NYHA class (heart failure)
The New York Heart Association’s four classes of how much heart failure limits physical activity.
Studies set their own limit — many outside heart failure leave out class III–IV, while heart failure studies may ask for a particular class. Check the class this study names.
Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.
Immunosuppression
A weakened immune system. It can come from an illness, such as HIV or some blood cancers, or from medicines that turn the immune system down, for example after an organ transplant or for an autoimmune disease; steroids at higher doses count.
Read whether the line is about a condition or about medicines, and which medicines and doses it means.
Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.
HIV
The human immunodeficiency virus, which weakens the immune system.
Many studies now accept people whose HIV is controlled on treatment, judged by the viral load and the CD4 count. Check the limits this study sets.
Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.
Corticosteroids (steroids)
Anti-inflammatory medicines such as prednisone, prednisolone and dexamethasone — not the anabolic steroids used for muscle.
Studies differ in what they allow: check which steroid medicines, routes (tablets, injections, creams, inhalers, eye drops) and doses this study accepts.
Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.
Patients with stable ABPA who visited multicenter hospitals between January 2021 and January 2025 were enrolled and followed up for one year. Based on the definition of ABPA relapse, they were categorized into a relapse group and a non-relapse group. Key features from medical records, inflammatory markers, fungal omics, radiomics, and pulmonary function tests were selected for model development.
Recurrent disease occurs in patients during the remission period.
Observe whether disease recurrence occurs in ABPA patients who have reached stable phase after treatment. Stable Phase: 1. Symptomatic improvement by at least 50% (on a Likert or visual analog scale) after eight weeks; and, 2. Major radiological improvement (\>50% reduction in radiologic opacities) or decline in serum total IgE by at least 20% after eight weeks of treatment. Exacerbation/Recurrence: In a patient with diagnosed ABPA 1. Sustained (\>14 days) clinical worsening, or 2. Radiological worsening, and 3. Increase in serum total IgE by ≥50% from the last recorded IgE value during clinical stability, along with 4. Exclusion of other causes of worsening.
Time frame: 1 year
Plan to share: No
No publications or documents are linked to this record.
Started Jan 2021 (actual). Primary completion is estimated for Dec 2028, 95 months after the start.
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Aspergillosis, Allergic Bronchopulmonary →