POSTDOCTORAL SCHOLAR, Department of Radiology
Laboratory for Integrative Personalized Medicine (link)
Email: sosal@stanford.edu
Bioinformatics, Medical imaging (Pathology, Radiology)
Artificial Intelligence, Data Science, Deep Learning
02/2014 - 02/2023
03/2009 - 02/2014
Seoul National University. Ph.D. in Biomedical informatics Adviser: Prof. Ju Han Kim, (http://snubi.org)
Inha University, Bachelor, Department of Computer Engineering Adviser: Prof. Kyungsook, Han (http://biocomputing.inha.ac.kr/)
Stanford Medicine, Radiology, Lab for Integrative Personalized Medicine, Palo Alto, CA Postdoctoral researcher / May, 2023 - Present
Developed Multi-modal AI and foundation models for Cancer, integrating 3D radiology image and Pathology and clinical data • Developed AI models for drug response prediction from giga-pixel pathology image and LLM-based pathology report analysis. • Developed foundation models for better feature extraction in prostate cancer imaging with self-supervised learning • Improved prostate cancer detection performance by 3% using MRI and outperformed 3-commercial products in gland segmentation at UCSD
Harvard Medical School, Department of BioMedical Informatics (DBMI), Boston, MA Visiting Scholar / Dec, 2021 - April, 2023
• Developed an AI model to identify the cause of DNA mutations using LLM-based nucleotide encoders and transformers. • Built a Clinical Genome Analysis Platform, a pipeline to identify structural variations in genomic data.
Ajou Medical Center, Department of Radiology, Suwon, Republic of Korea Research scientist / Nov, 2021 - Aug, 2022