Passive longitudinal weight and cardiopulmonary monitoring in the home bed.
Nicholas HarringtonQuan M BuiZhe WeiBrandon Hernandez-PachecoPamela N DeYoungAndrew WassellBayan DuwaikAkshay S DesaiDeepak L BhattParag AgnihotriRobert L OwensTodd P ColemanKevin R KingPublished in: Scientific reports (2021)
Home health monitoring has the potential to improve outpatient management of chronic cardiopulmonary diseases such as heart failure. However, it is often limited by the need for adherence to self-measurement, charging and self-application of wearables, or usage of apps. Here, we describe a non-contact, adherence-independent sensor, that when placed beneath the legs of a patient's home bed, longitudinally monitors total body weight, detailed respiratory signals, and ballistocardiograms for months, without requiring any active patient participation. Accompanying algorithms separate weight and respiratory signals when the bed is shared by a partner or a pet. Validation studies demonstrate quantitative equivalence to commercial sensors during overnight sleep studies. The feasibility of detecting obstructive and central apneas, cardiopulmonary coupling, and the hemodynamic consequences of non-sustained ventricular tachycardia is also established. Real-world durability is demonstrated by 3 months of in-home monitoring in an example patient with heart failure and ischemic cardiomyopathy as he recovers from coronary artery bypass grafting surgery. BedScales is the first sensor to measure adherence-independent total body weight as well as longitudinal cardiopulmonary physiology. As such, it has the potential to create a multidimensional picture of chronic disease, learn signatures of impending hospitalization, and enable optimization of care in the home.
Keyphrases
- body weight
- healthcare
- heart failure
- coronary artery bypass grafting
- physical activity
- case report
- body mass index
- machine learning
- public health
- coronary artery disease
- percutaneous coronary intervention
- cross sectional
- left ventricular
- weight loss
- palliative care
- human health
- weight gain
- risk assessment
- glycemic control
- quality improvement
- case control
- metabolic syndrome
- mental health
- skeletal muscle
- chronic pain
- insulin resistance
- oxidative stress
- climate change
- health information
- adipose tissue
- cardiac resynchronization therapy
- pet imaging
- hiv infected
- room temperature
- dna methylation
- cerebral ischemia
- brain injury