Improving radiation therapy accuracy using machine learning and MRI
Machine learning accelerated on-line adaptive replanning
This study is testing a new way to make radiation therapy better and faster for patients by using advanced MRI technology to adjust treatment plans on the spot, helping to target tumors more accurately as they change during treatment.
Quick facts
| Grant type | R01 grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Medical College of Wisconsin NIH-funded |
| Lab location | 1 site (Milwaukee, United States) |
| Project ID | NIH-10836979 on NIH RePORTER |
What this research studies
This research aims to enhance the precision of radiation therapy by developing a machine learning-based system that adapts treatment plans in real-time using MRI technology. As tumors and surrounding organs can change shape and position during treatment, the study focuses on creating a solution that quickly and accurately adjusts radiation plans to account for these variations. By utilizing MRI instead of traditional imaging methods, the researchers hope to improve the accuracy of tumor targeting and reduce treatment times. This innovative approach could lead to more effective and personalized radiation therapy for patients.
Who could benefit from this research
Good fit: Ideal candidates for this research are patients undergoing radiation therapy for tumors that may change in size or position during treatment.
Not a fit: Patients with stable tumors that do not require adaptive radiation therapy may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate and efficient radiation therapy, improving treatment outcomes and quality of life for patients with cancer.
How similar studies have performed: Previous research has shown promise in using MRI for radiation therapy, but this specific machine learning approach is novel and has not been extensively tested.
Where this research is happening
Milwaukee, United States
- Medical College of Wisconsin — Milwaukee, United States (Active)
Researchers
- Principal investigator: Paulson, Eric S — Medical College of Wisconsin
- Study coordinator: Paulson, Eric S
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.