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Actigraphy informs distinct patient-centered outcomes in Pre-COPD.

Jianhong Chen1, Lemlem Weldemichael1, Siyang Zeng2

  • 1Division of Pulmonary, Critical Care, Allergy and Immunology, and Sleep Medicine, Department of Medicine, University of California, San Francisco, CA, USA; Division of Occupational and Environmental Medicine, Department of Medicine, University of California, San Francisco, CA, USA; San Francisco Veterans Affairs Medical Center, San Francisco, California, USA.

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Summary

Actigraphy captures real-world physical activity and sedentary behaviors in pre-COPD patients. These actigraphy domains offer distinct insights not found in standard lung function or exercise tests.

Keywords:
ActigraphyAir trappingCOPDCardiopulmonary exerciseMachine learningPre-COPDPulmonary function testingSecondhand tobacco smoke

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Area of Science:

  • Pulmonary Medicine
  • Biomedical Engineering
  • Wearable Technology

Background:

  • Actigraphy offers patient-centered quantification of physical activity in real-world settings.
  • Pre-COPD is characterized by air trapping but no spirometric obstruction.

Purpose of the Study:

  • To characterize the relationship between actigraphy outputs and in-laboratory measures of cardiopulmonary function and respiratory symptoms in pre-COPD.
  • To identify relevant actigraphy predictors using machine learning and examine their associations with symptoms, lung function, and exercise outcomes.

Main Methods:

  • Actigraphy data collected for 8 hours/day for 5 consecutive days.
  • In-laboratory assessment included respiratory questionnaires, pulmonary function tests (PFT), and cardiopulmonary exercise testing (CPET).
  • Machine learning approaches (hierarchical cluster analysis, regression modeling) were used to analyze data from 61 pre-COPD subjects.

Main Results:

  • Actigraphy activity, distance, and energy domains correlated with each other but were loosely associated with spirometric and peak exercise measures.
  • The sedentary domain clustered with respiratory symptoms, air trapping, airflow indices, and ventilatory efficiency.
  • Sedentary behavior was inversely associated with baseline lung volumes and peak exercise tidal breathing; activity domains were associated with anaerobic threshold (VO2AT).

Conclusions:

  • Outpatient actigraphy provides real-world patient-centered outcomes beyond standardized respiratory assessments.
  • Actigraphy's distinct activity and sedentary domains offer unique insights into pre-COPD patient status.