Gritstone bio Presents Improvements to EDGE™ Platform at AACR 2024
08 Avril 2024 - 1:00PM
Gritstone bio, Inc. (Nasdaq: GRTS), a clinical-stage biotechnology
company working to develop the world’s most potent vaccines, today
presented an update on its T cell epitope discovery platform, EDGE,
at the 2024 American Association for Cancer Research (AACR) Annual
Meeting in San Diego, CA. The presentation details improvements
Gritstone has made in prediction of peptide presentation by HLA
Class I, associated with CD8+ T cells, since the publication of the
initial results in 2018 (Nature Biotechnology). It also reviews how
Gritstone has expanded EDGE’s application to predict peptide
presentation by HLA Class II.
“Identifying which of the hundreds of tumor mutations are most
likely to serve as neoantigens, key targets of tumor-specific T
cells, is critical to the development of effective
neoantigen-directed vaccines,” said Andrew Allen, M.D., Ph.D.,
Co-founder, President, and Chief Executive Officer of Gritstone
bio. “Since our Nature Biotechnology publication in 2018, we have
further enhanced and expanded the application of EDGE in support of
our cancer and infectious disease vaccines by improving our
already-robust prediction of HLA Class I epitopes, associated with
CD8+ T cell induction, and incorporating HLA Class II epitope
prediction to enable CD4+ T cells to join the fight. Gritstone
remains at the forefront of driving robust and broad T cell
induction post-vaccination, and EDGE is an important asset and
differentiator in that effort.”
“Today, EDGE is able to predict HLA Class I presentation of
epitopes with >80% accuracy, a significant increase since 2018
when we initially published the model,” said Karin Jooss, Ph.D.,
Executive Vice President, and Head of R&D of Gritstone bio.
“EDGE also now includes a comprehensive state-of-the-art model for
predicting peptide presentation by HLA Class II in the context of
active vaccination, which could serve to effectively broaden T cell
response to our novel vaccines. The improvements we are making to
EDGE, leveraging advances in protein large language models and
in-house immunopeptidomics, have positioned EDGE as a leading
HLA/peptide predictive platform in the neoantigen cancer vaccine
field. The superior performance and association with cellular
immunity seen across all our models compared to currently publicly
available models support Gritstone’s potential to develop highly
potent vaccines for both oncology and infectious disease.”
Abstract 904: EDGE™
enables state-of-the-art identification of peptide-HLAs for the
development of T cell inducing vaccines in oncology and infectious
diseases
EDGE for Oncology:
- Class I antigens – predicted using allele-specific and
pan-specific models
- Allele-specific model is an improved
version of published 2018 EDGE model that predicts for 116 HLA
alleles and achieves an Average Precision (AP) of 0.63 and Positive
Predictive Value at 40% Recall (PPV40) of 0.79
- Pan-specific model trains using the
HLA allele sequence and is applicable to any Class I allele with
known sequence, achieving an AP of 0.65 and PPV40 of 0.81
- 2-fold better performance vs
MHCFlurry 2.0 when ranking mutations from 80 cancer patients based
on immunogenicity
- Detectable CD8 responses to over
half of the 20 administered candidate neoantigens per patient (n =
5) after treatment with Gritstone’s personalized cancer
vaccines
- Class II antigens – predicted using
EDGE-II model
- Uses a pretrained protein language
model, a novel learned HLA allele-deconvolution strategy, and
in-house immunopeptidomics training data
- Achieves a test set AP of 0.92 and
outperforms NetMHCIIpan and BERTMHC on an externally curated
validation set with an AP = 0.71
- CD4 immunogenicity in a personalized
cancer vaccine context is better predicted by EDGE-II than
NetMHCIIpan and MARIA
EDGE for Infectious Disease:
- Class I antigens – predicted using EDGE-ID model
- Optimizing EDGE for use on
infectious diseases results in improved performance
- Trained using both human
immunopeptidomics and infectious disease binding affinity datasets
and tested on publicly available infectious disease datasets (HIV,
Influenza A, and SARS-CoV-2)
- Better performance on HIV and Influenza A datasets vs.
MHCFlurry 2.0; comparable SARS-CoV-2 performance
The poster has been added to the ‘Scientific Publications’ page
of the Gritstone bio website.
About EDGE™ (Epitope Discovery for
GEnomes)Gritstone bio believes effective identification of
the mutations that are most likely to serve as neoantigens is
critical to developing effective neoantigen-directed vaccines. For
this reason, we developed EDGE™, a proprietary platform technology
that leverages artificial intelligence to identify which of the
hundreds of mutations within a tumor are most likely to serve as
targets for a patients’ immune system. A key strategic asset,
Gritstone leverages EDGE’s capabilities to identify T cell targets
for oncology and infectious disease.
About Gritstone bioGritstone bio, Inc. (Nasdaq:
GRTS) is a clinical-stage biotechnology company that aims to
develop the world’s most potent vaccines. We leverage our
innovative vectors and payloads to train multiple arms of the
immune system to attack critical disease targets. Independently and
with our collaborators, we are advancing a portfolio of product
candidates to treat and prevent viral diseases and solid tumors in
pursuit of improving patient outcomes and eliminating disease.
www.gritstonebio.com
Gritstone Forward-Looking StatementsThis press
release contains forward-looking statements, including, but not
limited to, statements related to our clinical and regulatory
development plans for our product candidates; our expectations
regarding the data to be derived in our ongoing and planned
clinical trials; the timing of commencement of our future
nonclinical studies, clinical trials and research and development
programs; our ability to discover, develop and advance product
candidates into, and successfully complete, clinical trials; and
our plans and strategy regarding maintaining existing and entering
into new collaborations and/or partnerships. Such forward-looking
statements involve substantial risks and uncertainties that could
cause Gritstone’s research and clinical development programs,
future results, performance or achievements to differ significantly
from those expressed or implied by the forward-looking statements.
Such risks and uncertainties include, among others, the
uncertainties inherent in the drug development process, including
Gritstone’s programs’ clinical stage of development, the process of
designing and conducting preclinical and clinical trials, the
regulatory approval processes, the timing of regulatory filings,
the challenges associated with manufacturing drug products,
Gritstone’s ability to successfully establish, protect and defend
its intellectual property and other matters that could affect the
sufficiency of existing cash to fund operations. Gritstone
undertakes no obligation to update or revise any forward-looking
statements. For a further description of the risks and
uncertainties that could cause actual results to differ from those
expressed in these forward-looking statements, as well as risks
relating to the business of the company in general, see Gritstone’s
most recent Annual Report on Form 10-K filed on March 5, 2024 and
any subsequent current and periodic reports filed with the
Securities and Exchange Commission.
Gritstone ContactsInvestors:George E.
MacDougallGritstone bio, Inc.ir@gritstone.com
Media:Dan Budwick1AB(973) 271-6085dan@1abmedia.com
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