The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 06, 2021

Filed:

May. 17, 2019
Applicants:

Case Western Reserve University, Cleveland, OH (US);

The Cleveland Clinic Foundation, Cleveland, OH (US);

Inventors:

Anant Madabhushi, Shaker Heights, OH (US);

Prateek Prasanna, Cleveland, OH (US);

Justis Ehlers, Cleveland, OH (US);

Sunil Srivastava, Cleveland, OH (US);

Assignees:

Case Western Reserve University, Cleveland, OH (US);

The Cleveland Clinic Foundation, Cleveland, OH (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06T 7/00 (2017.01); G06T 5/50 (2006.01); G16H 30/20 (2018.01); G16H 30/40 (2018.01); G16H 50/30 (2018.01); G06K 9/00 (2006.01); G16B 50/30 (2019.01);
U.S. Cl.
CPC ...
G06T 7/0012 (2013.01); G06K 9/00147 (2013.01); G06T 5/50 (2013.01); G16H 30/20 (2018.01); G16H 30/40 (2018.01); G16H 50/30 (2018.01); G01N 2800/2871 (2013.01); G01N 2800/324 (2013.01); G01N 2800/347 (2013.01); G06T 2207/20061 (2013.01); G06T 2207/30104 (2013.01); G16B 50/30 (2019.02);
Abstract

Embodiments facilitate prediction of anti-vascular endothelial growth (anti-VEGF) therapy response in DME or RVO patients. A first set of embodiments discussed herein relates to training of a machine learning classifier to determine a prediction for response to anti-VEGF therapy based on a vascular network organization via Hough transform (VaNgOGH) descriptor generated based on FA images of tissue demonstrating DME or RVO. A second set of embodiments discussed herein relates to determination of a prediction of response to anti-VEGF therapy for a DME or RVO patient (e.g., non-rebounder vs. rebounder, response vs. non-response) based on a VaNgOGH descriptor generated based on FA imagery of the patient.


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