Mapping human cell structures to improve AI understanding
Bridge2AI: Cell Maps for AI (CM4AI) Data Generation Project
['FUNDING_OTHER'] · UNIVERSITY OF CALIFORNIA, SAN DIEGO · NIH-11211616
This study is all about making detailed maps of human cells to help us understand how our genes shape our bodies, using cool technology and tools, and it’s designed to improve personalized medicine for everyone.
Quick facts
| Phase | ['FUNDING_OTHER'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | UNIVERSITY OF CALIFORNIA, SAN DIEGO (nih funded) |
| Locations | 1 site (LA JOLLA, UNITED STATES) |
| Trial ID | NIH-11211616 on ClinicalTrials.gov |
What this research studies
This project aims to create detailed maps of human cell architecture to enhance the understanding of how genetic information translates into physical traits. By employing advanced techniques such as proteomic mass spectrometry, cellular imaging, and CRISPR/Cas9 genetic perturbation, researchers will generate a comprehensive library of cellular structures and functions. This initiative will also focus on developing transparent machine learning systems that can interpret these cellular maps, ultimately benefiting precision medicine and genomics. Additionally, the project will address ethical considerations in AI applications within genomic medicine.
Who could benefit from this research
Good fit: Ideal candidates for this research include individuals with genetic conditions or those interested in the intersection of genomics and artificial intelligence.
Not a fit: Patients with conditions unrelated to genetic factors or those not engaged in genomic medicine may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more interpretable AI models that improve patient outcomes in precision medicine.
How similar studies have performed: Other research has shown promise in using advanced mapping techniques to enhance AI interpretability, suggesting a strong potential for success in this novel approach.
Where this research is happening
LA JOLLA, UNITED STATES
- UNIVERSITY OF CALIFORNIA, SAN DIEGO — LA JOLLA, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: IDEKER, TREY — UNIVERSITY OF CALIFORNIA, SAN DIEGO
- Study coordinator: IDEKER, TREY
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.