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:
Feb. 04, 2014

Filed:

Aug. 13, 2007
Applicants:

Timothy J. Yeatman, Thonotosassa, FL (US);

Jeff Xiwu Zhou, Potomac, MD (US);

Gregory C. Bloom, Tampa, FL (US);

Steven A. Eschrich, Lakeland, FL (US);

Inventors:

Timothy J. Yeatman, Thonotosassa, FL (US);

Jeff Xiwu Zhou, Potomac, MD (US);

Gregory C. Bloom, Tampa, FL (US);

Steven A. Eschrich, Lakeland, FL (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G01N 33/00 (2006.01);
U.S. Cl.
CPC ...
Abstract

Here the inventors describe a tumor classifier based on protein expression. Also disclosed is the use of proteomics to construct a highly accurate artificial neural network (ANN)-based classifier for the detection of an individual tumor type, as well as distinguishing between six common tumor types in an unknown primary diagnosis setting. Discriminating sets of proteins are also identified and are used as biomarkers for six carcinomas. A leave-one-out cross validation (LOOCV) method was used to test the ability of the constructed network to predict the single held out sample from each iteration with a maximum predictive accuracy of 87% and an average predictive accuracy of 82% over the range of proteins chosen for its construction.


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