Overview
Current Appointments & Affiliations
Adjunct Professor in the Department of Pathology
·
2015 - Present
Pathology,
Clinical Science Departments
Recent Publications
Patch Based Analysis with Machine Learning to Aid Breast Cancer Recurrence Prediction
Conference Communications in Computer and Information Science · January 1, 2026 Since the introduction of whole slide scanners, machine learning research has become a popular area of interest in digital pathology. Many studies have attempted to use machine learning to aid pathology tasks such as breast cancer diagnosis and metastasis ... Full text CiteComparative study of intra- and inter-observer variability in manual scoring of HER2 immunohistochemical stains on glass slides versus paired digital images with emphasis on the low end of the expression spectrum.
Journal Article Hum Pathol · July 2025 With the advent of new therapeutic agents showing efficacy in human breast cancers with low levels of the HER2 oncoprotein, it has become important for pathologists to accurately categorize HER2 expression at the low end of the spectrum. At the same time, ... Full text Link to item CiteComputational Pathology Detection of Hypoxia-Induced Morphologic Changes in Breast Cancer.
Journal Article Am J Pathol · April 2025 Understanding the tumor hypoxic microenvironment is crucial for grasping tumor biology, clinical progression, and treatment responses. This study presents a novel application of artificial intelligence in computational histopathology to evaluate hypoxia in ... Full text Link to item CiteRecent Grants
Developing a HER3 Vaccine to Prevent Resistance to Endocrine Therapy
ResearchCollaborator · Awarded by Department of Defense · 2012 - 2022Detection and Elimination of Oncogenic Signaling Networks in Pre-malignant and Malignant Cells with Magnetic Resonance Imaging
ResearchCo Investigator · Awarded by Department of Defense · 2012 - 2022A Molecular Framework for Understanding DCIS
ResearchCo Investigator · Awarded by Department of Defense · 2014 - 2022View All Grants
Education, Training & Certifications
The University of Chicago ·
1987
M.D.
University of California, Berkeley ·
1984
M.A.