Using machine learning to understand how proteins interact in the immune system
Machine Learning Models for Studying Protein Interactions in the Context of Immune Receptors
This study is exploring how proteins work together in our bodies, which is important for understanding diseases like cancer and infections, and it aims to create better treatments and tests for patients by using smart computer techniques to predict these interactions.
Quick facts
| Grant type | NIH-funded research |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Arizona State University-Tempe Campus NIH-funded |
| Lab location | 1 site (Tempe, United States) |
| Project ID | NIH-11131015 on NIH RePORTER |
What this research studies
This research focuses on how proteins interact with each other, which is crucial for many cellular functions and can impact diseases like cancer and infections. By utilizing advanced algorithms and machine learning techniques, the project aims to predict protein interactions and develop new therapeutic molecules and diagnostic tools. Patients may benefit from improved treatments and diagnostics that arise from a better understanding of these interactions. The research combines biological sequence analysis and structural biology to enhance our knowledge of cellular processes.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals affected by cancers or infectious diseases where protein interactions play a significant role.
Not a fit: Patients with conditions unrelated to protein interactions or those not affected by cancers or infectious diseases may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to the development of new therapies and diagnostic tools for various diseases.
How similar studies have performed: Other research has shown success in using computational methods and machine learning to predict protein interactions, indicating a promising approach.
Where this research is happening
Tempe, United States
- Arizona State University-Tempe Campus — Tempe, United States (Active)
Researchers
- Principal investigator: Lee, Heewook — Arizona State University-Tempe Campus
- Study coordinator: Lee, Heewook
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.