Using AI to classify cancer cells based on their organelle structure
Artificial intelligence enhanced cancer cell classification based organelle morphology and topology
This study is looking at how the shapes and arrangements of tiny parts inside breast cancer cells can help us better understand the different types of cancer cells, which could lead to better treatment options for patients.
Quick facts
| Grant type | R21 grant |
|---|---|
| Study type | NIH-funded research |
| Funding institution | Albany Medical College NIH-funded |
| Lab location | 1 site (Albany, United States) |
| Project ID | NIH-10695218 on NIH RePORTER |
What this research studies
This research focuses on improving the classification of breast cancer cells by analyzing the morphology and spatial arrangement of organelles within the cells. By utilizing advanced machine learning and deep learning techniques, the study aims to develop a novel pipeline that quantifies the relationships between organelles to identify distinct subpopulations of cancer cells. This approach seeks to enhance our understanding of tumor heterogeneity and potentially improve treatment strategies for breast cancer patients.
Who could benefit from this research
Good fit: Ideal candidates for this research are patients diagnosed with breast cancer, particularly those with heterogeneous tumor characteristics.
Not a fit: Patients with non-breast cancers or those whose tumors do not exhibit significant heterogeneity may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate classifications of breast cancer, enabling personalized treatment plans that target specific cancer cell subpopulations.
How similar studies have performed: Other research has shown promise in using machine learning for cancer classification, suggesting that this approach could yield significant advancements in the field.
Where this research is happening
Albany, United States
- Albany Medical College — Albany, United States (Active)
Researchers
- Principal investigator: Barroso, Margarida — Albany Medical College
- Study coordinator: Barroso, Margarida
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.