Blog Posts | Joshua Berkowitz

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digital pathology ×

GigaTIME and Multimodal AI Are Transforming Tumor Microenvironment Modeling

Understanding the tumor microenvironment (TME) is a challenge in precision immunotherapy. Traditional techniques like multiplex immunofluorescence (mIF) offer spatial proteomics insights, but their hi...

AI in healthcare biomarker discovery digital pathology precision oncology spatial proteomics tumor microenvironment virtual population

Dec 16, 2025

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News

From H&E to 50-plex Proteins: Inside ROSIE for in silico mIF

When a doctor takes a biopsy, that tissue sample is typically stained with a simple, inexpensive method that has been used for over a century called H&E. This gives a basic, "black-and-white" view of ...

ConvNeXt digital pathology H&E in silico staining multiplex immunofluorescence

Sep 9, 2025

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How AI Is Changing Melanoma Immune Cell Assessment

Technological advancements are rapidly transforming cancer diagnostics, and artificial intelligence (AI) is now setting a new standard. A recent Yale-led study reveals that open-source AI tools can o ...

artificial intelligence cancer diagnosis clinical workflow digital pathology immune biomarkers melanoma tumor-infiltrating lymphocytes

Aug 4, 2025

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