Machine Learning Prediction of Respiratory Muscle Changes and Ventilatory Responses After Incretin-Based Therapy in Obesity
Prediction of Changes in Pulmonary Function, Respiratory Muscle Performance, and Ventilatory Responses Following Incretin-Based Therapy in Individuals With Obesity Using Machine Learning
1 other identifier
observational
48
0 countries
N/A
Brief Summary
This study aims to evaluate changes in respiratory function, respiratory muscle performance, and ventilatory responses following incretin-based therapy in individuals with obesity, and to identify predictors of these changes through the application of machine learning methods.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for all trials
Started Jul 2026
Shorter than P25 for all trials
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
June 17, 2026
CompletedFirst Posted
Study publicly available on registry
June 23, 2026
CompletedStudy Start
First participant enrolled
July 1, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
July 1, 2026
CompletedStudy Completion
Last participant's last visit for all outcomes
July 30, 2026
CompletedJune 23, 2026
June 1, 2026
Same day
June 17, 2026
June 17, 2026
Conditions
Outcome Measures
Primary Outcomes (1)
Maximum Inspiratory Pressure (MIP)
Maximum inspiratory pressure (MIP) assessment will be performed using an intraoral pressure measuring device (MicroRPM, Micro Medical; UK) in accordance with ATS and ERS criteria. Measurements will be taken with a nasal clip in place and in a seated position. To prevent the risk of infection, a disposable mouthpiece and filter will be used for each participant. For maximum inspiratory pressure (MIP) measurement, maximal inspiration will be applied orally for a few seconds and the values will be recorded. Measurements will be repeated three times, and the best value that meets the measurement standard will be recorded in cmH2O. For the measurement to be considered valid, the difference between the two highest measurements must be less than 10%. When evaluating inspiratory muscle strength, age and gender-specific reference ranges will be considered. The reference equations developed by Black and Hyatt will be used in the interpretation of the measurements.
Baseline to 3 months
Secondary Outcomes (19)
Maximum Expiratory Pressure (MEP)
Baseline to 3 months
Forced vital capacity (FVC)
Baseline to 3 months
Forced expiratory volume in the first second (FEV1)
Baseline to 3 months
FEV1/FVC
Baseline to 3 months
Respiratory Muscle Endurance
Baseline to 3 months
- +14 more secondary outcomes
Interventions
This study is a secondary analysis of data obtained from individuals with obesity who received incretin-based therapy in routine clinical practice. No study-specific intervention was assigned by the investigators.
Eligibility Criteria
Individuals with obesity using incretin based therapy
You may qualify if:
- Individuals aged 25-60 years
- Individuals with a body mass index (BMI) ≥ 30 kg/m² according to the World - Health Organization (WHO) classification of obesity
- Individuals who voluntarily agree to participate in the study
You may not qualify if:
- Charlson Comorbidity Index (CCI) score ≥ 3 Uncontrolled arrhythmia, hypertension, heart failure, diabetes mellitus, or unstable angina pectoris Cognitive, orthopedic, or neurological conditions that may interfere with study assessments or treatment procedures History of lower extremity injury or surgery within the previous 6 months Diagnosis of diabetes mellitus with complications such as nephropathy, retinopathy, or neuropathy Presence of chronic respiratory disease Acute infection at the time of assessment Middle ear pathologies (e.g., tympanic membrane rupture or otitis) History of spontaneous or traumatic pneumothorax Current smoking Pregnancy STOP-Bang score ≥ 3 Participation in a structured weight-loss diet program or receipt of medical treatment for weight reduction during the assessment period History of endoscopic weight-loss procedures and/or bariatric surgery within the previous 12 months
Contact the study team to confirm eligibility.
Sponsors & Collaborators
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Target Duration
- 6 Months
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Prof. Dr.
Study Record Dates
First Submitted
June 17, 2026
First Posted
June 23, 2026
Study Start
July 1, 2026
Primary Completion
July 1, 2026
Study Completion
July 30, 2026
Last Updated
June 23, 2026
Record last verified: 2026-06