Utilizing CT Based Imaging Parameters of Body Composition to Understand Heterogeneity of Response to Biologic Therapies in Severe Asthma Cohorts
- Conditions
- Asthma
- Registration Number
- NCT06922760
- Lead Sponsor
- University of Michigan
- Brief Summary
This study will utilize University of Michigan EMR data to form a retrospective cohort of severe asthma patients on biologic therapies for asthma with computed tomography (CT) imaging and known outcomes on therapy. These images will then be analyzed using morphomics, a combination of high-throughput image analysis and deep learning techniques, to derive imaging biomarkers that will be able to predict therapeutic response to biologics. These biomarkers will then be tested in a second cohort from the National Jewish Health to assess for validity.
- Detailed Description
The two arms for this study represent the two cohorts: the University of Michigan cohort, and the National Jewish Health cohort. The cohorts were split into arms, as the National Jewish Health cohort was intended to act as a validator group for results derived from participants in the University of Michigan cohort.
Recruitment & Eligibility
- Status
- COMPLETED
- Sex
- All
- Target Recruitment
- 233
- Asthma diagnosis defined as a positive methacholine test, supportive PFTs, or clinician diagnosis with appropriate supporting clinical context
- Prescribed and taking an FDA-approved biologic medication for severe asthma (mepolizumab, benralizumab, reslizumab, omalizumab, or dupilumab)
- Chest computerized tomography (CT) images taken for any clinical purpose
- 10-year history of smoking
- Evidence of emphysema on CT imaging
- Severe bronchiectasis secondary to other causes (subjects with scattered bronchiectasis secondary to severe asthma will not excluded)
- Lack of accessible adequate follow-up information (4 or more months from drug initiation with clear documentation of response) will be excluded from final analysis due to inability to assess response but will be included in the initial cluster identification
Study & Design
- Study Type
- OBSERVATIONAL
- Study Design
- Not specified
- Primary Outcome Measures
Name Time Method Chest wall muscle quality 18 months Muscle quality was measured as the muscle density in Hounsfield Units (HU) to determine the cutoff value in chest wall muscle quality that optimally classified patients that had and did not have any reduction in pre-treatment baseline exacerbation frequency (binary).
Linear relationship 18 months determine the strength of the linear relationship between continuous chest wall muscle size/quality and continuous change in exacerbation frequency
non-linear relationship 18 months determine the strength of the non-linear relationship between continuous chest wall muscle size/quality and continuous change in exacerbation frequency
Exacerbations 18 months The average number of exacerbations were compared to baseline exacerbations.
Chest wall muscle size 18 months Muscle size was measured as the skeletal muscle cross-sectional area in centimeters squared (cm2) measured at the level of the T10 vertebra to determine the cutoff value in chest wall muscle size that optimally classified patients that had and did not have any reduction in pre-treatment baseline exacerbation frequency (binary).
- Secondary Outcome Measures
Name Time Method Phenotypes 18 months Phenotype categories were used to check if any were associated with improvement in forced expiratory volume in one second (FEV1) when compared to baseline FEV1. FEV1 is a measurement of how much air a person can exhale in one second. 5 phenotype categories were created based on body mass index (BMI), age, participant identifying as female, skeletal muscle area, and skeletal muscle density.
Oral Corticosteroids (OCS) Use 18 months Phenotype categories were used to determine if any were associated with any reduction in maintenance OCS use when compared to baseline OCS use. 5 phenotype categories were created based on body mass index (BMI), age, participant identifying as female, skeletal muscle area, and skeletal muscle density.
Related Research Topics
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Trial Locations
- Locations (2)
National Jewish Health
🇺🇸Denver, Colorado, United States
University of Michigan
🇺🇸Ann Arbor, Michigan, United States