Using ultrasound and machine learning to monitor gum inflammation
Multiparametric characterization of periodontal tissues for inflammation monitoring using quantitative ultrasound, texture analysis and machine learning
['FUNDING_FELLOWSHIP'] · UNIVERSITY OF MICHIGAN AT ANN ARBOR · NIH-11163911
This study is looking at how a special type of ultrasound can help doctors see inflammation in your gums without any surgery, making it easier to spot and track gum diseases like gingivitis and periodontitis, so you can get better care for your dental health.
Quick facts
| Phase | ['FUNDING_FELLOWSHIP'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | UNIVERSITY OF MICHIGAN AT ANN ARBOR (nih funded) |
| Locations | 1 site (ANN ARBOR, UNITED STATES) |
| Trial ID | NIH-11163911 on ClinicalTrials.gov |
What this research studies
This research investigates how high-frequency ultrasound can be used to noninvasively assess inflammation in periodontal tissues, which are critical for dental health. By analyzing ultrasound images and applying machine learning techniques, the study aims to develop new biomarkers that can provide a more accurate diagnosis of periodontal diseases compared to traditional methods. The goal is to improve the early detection and monitoring of conditions like gingivitis and periodontitis, ultimately enhancing patient care and outcomes.
Who could benefit from this research
Good fit: Ideal candidates for this research are adults experiencing symptoms of periodontal disease, such as gum inflammation or bleeding.
Not a fit: Patients without any signs of periodontal disease or those who are not adults may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate and less invasive methods for diagnosing and monitoring periodontal diseases, improving patient quality of life.
How similar studies have performed: Other research has shown promise in using ultrasound for tissue characterization, but this specific application in periodontology is relatively novel.
Where this research is happening
ANN ARBOR, UNITED STATES
- UNIVERSITY OF MICHIGAN AT ANN ARBOR — ANN ARBOR, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: POUL, DARIA — UNIVERSITY OF MICHIGAN AT ANN ARBOR
- Study coordinator: POUL, DARIA
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.