Things I'm building
Mosaic
- Inferring multi-scale molecular features from digital pathology slides. Funded by the ICI and aiTDIF. Featured at AACR AI and ESMO AI. Check out the code here.
Orpheus
- Multimodal AI using clinical text and pathology slides to identify high-risk breast cancer and generate synthetic breast cancer images conditioned on risk. The code is here.
Mussel
- Highly scalable preprocessing for digital pathology, built with Raymond Lim.
About me
I’m a radiation oncology resident at Memorial Sloan Kettering and a postdoc in Computational Oncology, where I work with Nikolaus Schultz, Francisco Sanchez-Vega, and Sohrab Shah and lead the Pathology Data Mining team.
There’s a ton of data generated during routine cancer care — pathology slides, sequencing panels, clinical records. I build AI to find useful patterns in these data. I’m especially interested in multimodal modeling, where there’s a massive opportunity to connect what we see under the microscope with what’s happening at the molecular level and how, taken together, that affects response to therapy.
Perspectives
Harnessing multimodal data integration to advance precision oncology
- Roadmap to develop multimodal AI for oncology.
Simplifying clinical use of TCGA molecular subtypes through machine learning models
- Consistent tumor subtype identification with parsimonious genomic data.
Previous work
Late-fusion multimodal AI to risk stratify ovarian cancer
- Combining histopathology, radiology, and clinicogenomics for ovarian cancer prognosis.
Predicting peptide presentation by major histocompatibility complex class I
- Improved deep learning for MHC class I peptide presentation.
Resonance
- Annual science conference connecting Yale researchers with New Haven high schoolers.
Affiliations
Current
MSK Radiation Oncology Residency
Halvorsen Center for Computational Oncology
MSK Entrepreneurship Initiative
Previous
MSK Transitional Year
Tri-Institutional Computational Biology PhD Program
Tri-Institutional MD-PhD Program
Yale Biomedical Engineering
TJHSST
Interests
Metal sculpture
/ Brooklyn Makerspace
Techno
Green tea
Old-school bodybuilding gyms
Gaming
Hiking
Fantasy novels