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RADIOGRAPHIC-DEFORMATION AND TEXTURAL HETEROGENEITY (R-DEPTH): AN INTEGRATED DESCRIPTOR FOR BRAIN TUMOR PROGNOSIS
专利权人:
Case Western Reserve University
发明人:
Pallavi Tiwari,Anant Madabhushi,Prateek Prasanna
申请号:
US16402494
公开号:
US20200011950A1
申请日:
2019.05.03
申请国别(地区):
US
年份:
2020
代理人:
摘要:
Embodiments facilitate generation of a prediction of long-term survival (LTS) or short-term survival (STS) of Glioblastoma (GBM) patients. A first set of embodiments discussed herein relates to training of a machine learning classifier to determine a prediction for LTS or STS based on a radiographic-deformation and textural heterogeneity (r-DepTH) descriptor generated based on radiographic images of tissue demonstrating GBM. A second set of embodiments discussed herein relates to determination of a prediction of disease outcome for a GBM patient of LTS or STS based on an r-DepTH descriptor generated based on radiographic imagery of the patient.
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