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:
May. 24, 2022

Filed:

Jun. 06, 2019
Applicant:

Codexis, Inc., Redwood City, CA (US);

Inventors:

Russell Javiniar Sarmiento, Redwood City, CA (US);

Donald Scott Baskerville, Burlingame, CA (US);

Xiyun Zhang, Fremont, CA (US);

Assignee:

Codexis, Inc., Redwood City, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16B 15/00 (2019.01); G16B 40/00 (2019.01); G16B 5/00 (2019.01); G16C 10/00 (2019.01); G16B 35/20 (2019.01); G16B 15/30 (2019.01); C12N 15/10 (2006.01); G16B 15/20 (2019.01); G16C 20/50 (2019.01);
U.S. Cl.
CPC ...
G16B 15/00 (2019.02); C12N 15/1058 (2013.01); G16B 5/00 (2019.02); G16B 15/20 (2019.02); G16B 15/30 (2019.02); G16B 35/20 (2019.02); G16B 40/00 (2019.02); G16C 10/00 (2019.02); G16C 20/50 (2019.02);
Abstract

Disclosed are methods for building a sequence activity model with reference to structural data, which model can be used to guide directed evolution of proteins having beneficial properties. Some embodiments use genetic algorithms and structural data to filter out uninformative data. Some embodiments use a support vector machine to train the sequence activity model. The filtering and training methods can generate a sequence activity model having higher predictive power than conventional modeling methods. Systems and computer program products implementing the methods are also provided.


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