Ventana Medical Systems, Inc.

Satarupa Mukherjee

Jim F Martin

Yao Nie

Xiangxue Wang

Qinle Ba

Mohammadhassan Izady Yazdanabadi

Methods and systems can include: accessing a digital pathology image; generating, using a first machine-learning model, a segmented image that identifies at least: a predicted diseased region and a background region in the digital pathology image; detecting depictions of a set of cells in the digital pathology image; generating, using a second machine-learning model, a cell classification for each cell of the set of cells, wherein the cell classification is selected from a set of potential classifications that indicate which, if any, of a set of biomarkers are expressed in the cell; detecting that a subset of the set of cells are within the background region; and updating the cell classification for each cell of at least some cells in the subset to be a background classification that was not included in the set of potential classifications.

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Fremont, CA, United States of America

Satarupa Mukherjee