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. 11, 2025

Filed:

Aug. 25, 2020
Applicant:

Amgen Inc., Thousand Oaks, CA (US);

Inventors:

Cindy Ren, Calabasas, CA (US);

Mohan B. Boggara, Thousand Oaks, CA (US);

Nitin Rathore, Thousand Oaks, CA (US);

Behnam Partopour, Cambridge, MA (US);

Assignee:

AMGEN INC., Thousand Oaks, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16C 20/30 (2019.01); G16C 20/50 (2019.01); G16C 20/70 (2019.01);
U.S. Cl.
CPC ...
G16C 20/30 (2019.02); G16C 20/50 (2019.02); G16C 20/70 (2019.02);
Abstract

In a method for predicting a property of potential protein formulations, a set of formulation descriptors is classified as belonging to a specific one of a plurality of predetermined groups that each correspond to a different value range for a protein formulation property. Classifying the set of descriptors includes applying at least a first portion of the set of descriptors as inputs to a first machine learning model. The method also includes selecting, based on the classification, a second machine learning model from among multiple models corresponding to different groups. The method also includes predicting a value of the protein formulation property that corresponds to the set of descriptors, by applying at least a second portion of the set of formulation descriptors as inputs to the selected model. The method further includes causing the value of the protein formulation property to be displayed to a user and/or stored in a memory.


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Ren, Cindy. (2025). Systems and methods for prediction of protein formulation properties (U.S. Patent No. 12224045). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12224045

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