Predicting when heart failure might occur using data from wearables and health records
Prediction of Heart Failure Onset using Multimodal Data Analysis, Deep Learning and Commercial Wearables
This study is looking to help people at risk of heart failure by using smart technology and health records to predict when it might happen, giving doctors a chance to step in and help up to a year in advance.
Quick facts
| Grant type | Career grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | University of Michigan at Ann Arbor NIH-funded |
| Lab location | 1 site (Ann Arbor, United States) |
| Project ID | NIH-10904833 on NIH RePORTER |
What this research studies
This research aims to predict the onset of heart failure by analyzing various data sources, including electronic health records, electrocardiograms, and heart rate variability. By employing advanced deep learning techniques, the study seeks to enhance the accuracy of predictions, potentially identifying patients at risk up to 12 months in advance. Additionally, the research will explore the use of consumer wearables, like smartwatches, to gather relevant health data, making it more accessible for patients. The goal is to enable earlier interventions that could improve patient outcomes and experiences.
Who could benefit from this research
Good fit: Ideal candidates for this research include individuals at risk of developing heart failure, particularly those with existing cardiovascular conditions or risk factors.
Not a fit: Patients who are already diagnosed with advanced heart failure may not benefit from this predictive research.
Why it matters
Potential benefit: If successful, this research could lead to earlier detection of heart failure, allowing for timely interventions that may improve patient health and quality of life.
How similar studies have performed: Other research has shown promise in using wearable technology and data analytics for predicting health outcomes, suggesting that this approach could be effective.
Where this research is happening
Ann Arbor, United States
- University of Michigan at Ann Arbor — Ann Arbor, United States (Active)
Researchers
- Principal investigator: Ansari, Sardar — University of Michigan at Ann Arbor
- Study coordinator: Ansari, Sardar
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.