Gritstone Bio has patented a method for designing a cassette sequence for a neoantigen vaccine. By utilizing a machine-learned presentation model, the method identifies therapeutic epitopes with high presentation likelihoods, minimizing the risk of junction epitopes being presented. This innovation aims to enhance the effectiveness of neoantigen vaccines. GlobalData’s report on Gritstone Bio gives a 360-degree view of the company including its patenting strategy. Buy the report here.
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According to GlobalData’s company profile on Gritstone Bio, Personalized cancer vaccines was a key innovation area identified from patents. Gritstone Bio's grant share as of February 2024 was 8%. Grant share is based on the ratio of number of grants to total number of patents.
Method of identifying cassette sequence for neoantigen vaccine
A recently granted patent (Publication Number: US11885815B2) outlines a method for identifying a cassette sequence for a neoantigen vaccine. The process involves obtaining data representing peptide sequences of neoantigens for a subject, which differ from wild-type sequences found in normal cells. This data is then input into a machine-learned presentation model to generate numerical presentation likelihoods for each neoantigen, indicating the likelihood of presentation by MHC alleles on tumor cells. A treatment subset of neoantigens is identified based on predetermined criteria, and a cassette sequence is determined by concatenating therapeutic epitopes from the treatment subset. The ordering of therapeutic epitopes in the cassette sequence is selected based on the presentation likelihoods of junction epitopes spanning adjacent pairs of therapeutic epitopes.
Furthermore, the patent details additional aspects of the method, such as the inclusion of junction epitopes overlapping with therapeutic epitopes and the use of linker sequences between therapeutic epitopes. The process involves determining distance metrics for ordered pairs of therapeutic epitopes, combining presentation likelihoods of junction epitopes, and calculating presentation scores for each ordered pair. These scores are then used to determine the overall presentation likelihood of the cassette sequence. The method also encompasses the manufacturing of a tumor vaccine containing the identified cassette sequence, highlighting the practical application of the innovative approach outlined in the patent.
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