Using machine learning to find and improve natural products for therapy
Machine learning approaches for the discovery, repurposing, and optimization of natural products with therapeutic potential
This study is exploring how to use computer technology to find and improve natural substances from bacteria, fungi, and plants that could help create new medicines, making the process of discovering new drugs faster and more effective.
Quick facts
| Grant type | NIH-funded research |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Vanderbilt University NIH-funded |
| Lab location | 1 site (Nashville, UNITED STATES) |
| Project ID | NIH-10910888 on NIH RePORTER |
What this research studies
This research focuses on harnessing machine learning techniques to analyze and optimize natural products derived from bacteria, fungi, and plants. By modeling the relationships between the structure and activity of these complex molecules, the project aims to identify promising candidates for therapeutic use. The approach involves developing computational tools that can prioritize natural products for further testing and aid in designing new biosynthetic pathways for their production. This innovative methodology could significantly enhance the efficiency of drug discovery processes.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals with conditions that could potentially be treated with new natural product-based therapies.
Not a fit: Patients who are not seeking treatment options involving natural products or who have conditions not addressed by the therapeutic targets of this research may not benefit.
Why it matters
Potential benefit: If successful, this research could lead to the discovery of new and effective therapeutic agents derived from natural products.
How similar studies have performed: Previous research has shown that machine learning approaches can successfully enhance drug discovery, indicating a promising potential for this novel application.
Where this research is happening
Nashville, UNITED STATES
- Vanderbilt University — Nashville, United States (Active)
Researchers
- Principal investigator: Walker, Allison Sara — Vanderbilt University
- Study coordinator: Walker, Allison Sara
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.