Using advanced machine learning to understand Alzheimer's Disease better
Advanced machine learning algorithms that integrate multi-modal neuroimaging to quantify the heterogeneity in Alzheimer's Disease
This study is looking at how smart computer programs can help us understand the differences in brain scans of people with Alzheimer's, so we can spot early signs of the disease and create better, personalized treatments, and we’d love for patients to share their brain imaging data to help with this important research.
Quick facts
| Grant type | R01 grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Washington University NIH-funded |
| Lab location | 1 site (Saint Louis, United States) |
| Project ID | NIH-11003701 on NIH RePORTER |
What this research studies
This research investigates how advanced machine learning algorithms can analyze various types of brain imaging to better understand the differences in Alzheimer's Disease among patients. By integrating data from multiple imaging techniques, the study aims to identify patterns that distinguish healthy aging from the early signs of Alzheimer's. The approach includes developing new tools that can process and interpret complex neuroimaging data, which may lead to more accurate diagnoses and personalized treatment strategies. Patients may be involved in providing imaging data that helps researchers characterize the disease's progression.
Who could benefit from this research
Good fit: Ideal candidates for this research include individuals experiencing early symptoms of Alzheimer's Disease or those at risk due to age-related factors.
Not a fit: Patients with advanced Alzheimer's Disease or those without any cognitive impairment may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to improved diagnostic methods and tailored treatment plans for individuals with Alzheimer's Disease.
How similar studies have performed: Previous research has shown promise in using machine learning for neuroimaging analysis, indicating that this approach could yield significant insights into Alzheimer's Disease.
Where this research is happening
Saint Louis, United States
- Washington University — Saint Louis, United States (Active)
Researchers
- Principal investigator: Sotiras, Aristeidis — Washington University
- Study coordinator: Sotiras, Aristeidis
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.