Understanding different types of knee osteoarthritis and their progression
Data-driven approaches in defining knee osteoarthritis phenotypes and factorsassociated with fast progression
This study is looking at knee osteoarthritis to find out how it affects different people in unique ways, using smart computer techniques to help doctors create better, personalized treatment plans for those living with the condition.
Quick facts
| Grant type | Career grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Brigham and Women's Hospital NIH-funded |
| Lab location | 1 site (Boston, United States) |
| Project ID | NIH-10623199 on NIH RePORTER |
What this research studies
This research investigates knee osteoarthritis (OA), a condition affecting millions, by using advanced machine learning techniques to identify distinct disease phenotypes and factors that contribute to rapid progression. By analyzing data from a large cohort of patients, the study aims to uncover patterns in joint structure and disease severity, which could help tailor treatments to individual patients. The approach focuses on using existing data to improve our understanding of how OA varies among patients, ultimately leading to more effective management strategies.
Who could benefit from this research
Good fit: Ideal candidates for this research are adults diagnosed with knee osteoarthritis who are experiencing joint pain and functional limitations.
Not a fit: Patients with knee osteoarthritis who are not experiencing significant symptoms or those with other unrelated joint conditions may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more personalized and effective treatments for knee osteoarthritis, improving patient outcomes and quality of life.
How similar studies have performed: Other research has shown promise in using machine learning to analyze complex medical data, indicating that this approach could yield valuable insights into knee osteoarthritis.
Where this research is happening
Boston, United States
- Brigham and Women's Hospital — Boston, United States (Active)
Researchers
- Principal investigator: Collins, Jamie E. — Brigham and Women's Hospital
- Study coordinator: Collins, Jamie E.
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.