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 computer technology can help find new medicines made from natural substances like those from bacteria, fungi, and plants, making it easier to discover effective treatments for various health conditions.
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-11168247 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 which natural products could be effective as therapeutics. The approach involves developing computational tools that can prioritize promising candidates for further testing and assist in designing new biosynthetic pathways to create analogs of these natural products. 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 interested in novel therapies derived from natural products, particularly those with conditions that may benefit from such treatments.
Not a fit: Patients who are not interested in or do not have conditions that could be treated with natural product therapies may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to the discovery of new therapeutic agents derived from natural products, improving treatment options for various conditions.
How similar studies have performed: Other research has shown success in using machine learning for drug discovery, indicating that this approach has the potential to yield significant results.
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.