Invention Grant
- Patent Title: Predicting prostate cancer biochemical recurrence using combined nuclear NF-KB/P65 localization and gland morphology
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Application No.: US16217274Application Date: 2018-12-12
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Publication No.: US10769783B2Publication Date: 2020-09-08
- Inventor: Anant Madabhushi , Patrick Leo , Andrew Janowczyk , Sanjay Gupta
- Applicant: Case Western Reserve University
- Applicant Address: US OH Cleveland
- Assignee: Case Western Reserve University
- Current Assignee: Case Western Reserve University
- Current Assignee Address: US OH Cleveland
- Agency: Eschweiler & Potashnik, LLC
- Main IPC: G06T7/00
- IPC: G06T7/00 ; G06K9/62 ; G06K9/00

Abstract:
Embodiments include controlling a processor to perform operations for predicting biochemical recurrence (BCR) in prostate cancer (PCa), including accessing a first digitized pathology slide having a first stain channel of a region of tissue demonstrating PCa; accessing a second digitized pathology slide having a second, different stain channel of the region of tissue; extracting morphology features from the first stain channel; extracting stain intensity features from the second stain channel, where a stain intensity feature quantifies an amount of a molecular biomarker present in a cellular nucleus; controlling a first machine learning classifier to generate a first probability of BCR based on the morphology features; controlling a second machine learning classifier to generate a second, different probability of BCR based on the stain intensity features; computing an aggregate probability of BCR based on the first probability and the second probability; and displaying the aggregate probability.
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