Predicate |
Object |
assignee |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentassignee/MD5_cf2a3a767ae32dfcda1f4e6642aeadc9 |
classificationCPCInventive |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16B20-30 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16B40-20 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16B20-20 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06N5-022 |
classificationIPCInventive |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G16B20-30 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G16B20-20 |
filingDate |
2020-04-08-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
inventor |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_383c78365bf983ecb2db777f7775bca1 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_fdfc17eb4ae879780633684481701517 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_8623b5e55b36ae393f5516e37bd69944 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_2fd8cc838ae05f85b3d747c5b1b1bbe9 |
publicationDate |
2020-10-15-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
publicationNumber |
WO-2020208555-A1 |
titleOfInvention |
Systems and methods to classify antibodies |
abstract |
The present disclosure describes systems and methods to make predictions classifying one or more properties of a binding protein such as an antibody, for example, antibody affinity or specificity for an antigen. The system can include one or more machine learning models that can extrapolate complex relationships between amino acid sequence and function. The system can be trained on high-quality training data generated through a two-step single-site and combinatorial deep mutational scanning approach. The trained models can then make predictions on novel variant sequences generated in silico. The present disclosure describes amino acid sequences generated by the systems and methods provided, and uses of the generated sequences to produce proteins for therapeutic and diagnostic use. |
isCitedBy |
http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2023076390-A1 http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2022245737-A1 http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2023133462-A1 http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2023036849-A1 http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2022271636-A1 http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2023049466-A3 |
priorityDate |
2019-04-09-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
type |
http://data.epo.org/linked-data/def/patent/Publication |