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filingDate 2018-10-10-04:00^^<http://www.w3.org/2001/XMLSchema#date>
inventor http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_5428abfc3b40a1ed91a7e68e46347805
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publicationDate 2020-08-19-04:00^^<http://www.w3.org/2001/XMLSchema#date>
publicationNumber EP-3694532-A1
titleOfInvention Neoantigen identification using hotspots
abstract The invention relates to a method for identifying neo-antigens that can be presented on a surface of tumor cells in an individual. Peptide sequences of tumor neo-antigens are obtained by sequencing the tumor cells of the individual. The peptide sequence of each of the neo-antigens is associated with at least one k-mer block of a plurality of k-mer blocks of the individual's nucleotide sequencing data; peptide sequences and associated k-mer blocks are entered into a machine-learned presentation model to generate presentation probabilities for tumor neo-antigens, with each presentation probability representing the probability that a neo-antigen is presented by a MHC allele on the surfaces of tumor cells of the individual. A subset of the neo-antigens is selected based on the presentation probabilities.
priorityDate 2017-10-10-04:00^^<http://www.w3.org/2001/XMLSchema#date>
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