Invention Grant
- Patent Title: Predicting prostate cancer biochemical recurrence and metastasis with computer extracted features from tumor nuclei and benign regions
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Application No.: US15983397Application Date: 2018-05-18
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Publication No.: US10776607B2Publication Date: 2020-09-15
- Inventor: Anant Madabhushi , Anna Gawlik , George Lee
- 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: G06K9/00
- IPC: G06K9/00 ; G06T7/00 ; G06T7/60 ; G06T7/11 ; G16H30/40 ; G06K9/62 ; G16H50/30 ; G16H50/50 ; G01N15/14 ; G01N33/574

Abstract:
Embodiments predict biochemical recurrence (BCR) or metastasis by accessing a set of images of a region of tissue demonstrating cancerous pathology, including a tumor region and a tumor adjacent benign (TAB) region, the set of images including a first stain type image, and a second stain type image; segmenting cellular nuclei represented in the first and second image; generating a combined feature set by extracting at least one feature from each of a tumor region and TAB region represented in the first image, and a tumor region and TAB region represented in the second image, providing the combined feature set to a machine learning classifier; receiving, from the classifier, a probability that the region of tissue will experience BCR or metastasis; and generating a classification of the region of tissue as likely to experience BCR or metastasis, or unlikely to experience BCR or metastasis.
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