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:
Dec. 03, 2019

Filed:

Jan. 30, 2018
Applicant:

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

Inventors:

Anant Madabhushi, Shaker Heights, OH (US);

Mehdi Alilou, Cleveland, OH (US);

Vamsidhar Velcheti, Pepper Pike, OH (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A61B 5/00 (2006.01); G16H 30/40 (2018.01); G16H 20/40 (2018.01); G06K 9/62 (2006.01); G06T 7/11 (2017.01); G06T 7/00 (2017.01); G16H 50/20 (2018.01); A61B 6/03 (2006.01); A61B 6/00 (2006.01); A61B 5/02 (2006.01); G16H 50/30 (2018.01); G16H 50/50 (2018.01); A61B 5/055 (2006.01); G06K 9/00 (2006.01);
U.S. Cl.
CPC ...
A61B 5/4839 (2013.01); A61B 5/02007 (2013.01); A61B 5/4848 (2013.01); A61B 6/032 (2013.01); A61B 6/504 (2013.01); A61B 6/5217 (2013.01); G06K 9/6262 (2013.01); G06K 9/6268 (2013.01); G06T 7/0012 (2013.01); G06T 7/0016 (2013.01); G06T 7/11 (2017.01); G16H 20/40 (2018.01); G16H 30/40 (2018.01); G16H 50/20 (2018.01); G16H 50/30 (2018.01); G16H 50/50 (2018.01); A61B 5/055 (2013.01); A61B 5/4842 (2013.01); A61B 5/7264 (2013.01); G06K 2009/00932 (2013.01); G06K 2009/6213 (2013.01); G06K 2209/051 (2013.01); G06K 2209/053 (2013.01); G06T 2207/10081 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/30064 (2013.01); G06T 2207/30101 (2013.01); G06T 2207/30172 (2013.01);
Abstract

Embodiments classify a region of tissue demonstrating non-small cell lung cancer using quantified vessel tortuosity (QVT). One example apparatus includes annotation circuitry configured to segment a lung region from surrounding anatomy in the region of tissue represented in a radiological image and segment a nodule from the lung region by defining a nodule boundary; vascular segmentation circuitry configured to generate a three dimensional (3D) segmented vasculature by segmenting a vessel associated with the nodule, and to identify a center line of the 3D segmented vasculature; QVT feature extraction circuitry configured to extract a set of QVT features from the radiological image; and classification circuitry configured to compute a probability that the region of tissue will respond to immunotherapy and generate a classification that the region of tissue is a responder or a non-responder based, at least in part, on the probability.


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