Achilles Therapeutics’ New Immunogenicity Prediction Application of its AI-Powered PELEUS™ Platform Uniquely Identifies the Most Potent T Cell Antigens
May 10 2023 - 7:00AM
Achilles Therapeutics plc (NASDAQ: ACHL), a clinical-stage
biopharmaceutical company developing AI-powered precision T cell
therapies targeting clonal neoantigens to treat solid tumors, today
announced that the Company’s new AI application, trained with
proprietary real-world data, outperformed current AI and non-AI
state-of-the-art methods for neoantigen immunogenicity prediction
in a recent analysis, enabling the identification of the most
potent clonal neoantigens for personalized cancer therapies.
Further details of this new capability of the Company’s AI-powered
PELEUS™ bioinformatics platform are expected to be presented at an
upcoming scientific meeting.
Of the large numbers of neoantigens that are
initially identified in a patient’s tumor, only a fraction will
yield T cell responses that can deliver clinical benefit. Achilles
has developed an AI tool to enable the prospective identification
of the most potent neoantigens. The new PELEUS™ neoantigen
immunogenicity ranking module was trained and validated with data
from over 10,000 neoantigens from in-silico identification through
expansion and characterization of actual T cell clones. With this
new tool, the PELEUS™ platform can accurately predict which
neoantigens are most likely to generate a potent T cell response,
supporting the potential implementation of the platform into the
Company’s ongoing TIL-based clinical programs in advanced non-small
cell lung cancer (NSCLC) and melanoma, and into other modalities
including clonal neoantigen cancer vaccines.
“We believe our ‘Target-to-T Cell’ approach will
be fundamental to unlocking the potential of precision therapies
from our own T cell approach with TIL-based clonal
neoantigen-reactive T cells (cNeT) to personalized neoantigen
approaches. We believe the key to accurate predictions, and thus
the best neoantigens and related products, is training your AI
system on the highest quality data sets,” said Dr Sergio
Quezada, Chief Scientific Officer of Achilles
Therapeutics. “The superiority of our patent-protected
PELEUS™ platform in predicting clinically relevant clonal
neoantigens with this new AI module has transformational potential,
as a focus on the most potent antigens should drive long term
durable responses with a wide range of precision treatment
modalities.”
The analysis conducted by the Bioinformatics
& Data Science Team at Achilles demonstrated that the
PELEUS™ platform delivered significantly improved ranking
performance when compared to currently used state-of-the-art
methods as measured by “Receiver Operating Characteristic Area
Under the Curve” (ROC AUC). ROC AUC evaluates the performance of a
machine learning model to predict neoantigens that are confirmed in
vivo. The PELEUS™ AI immunogenicity ranking tool was developed and
trained using proprietary real-world data from patient material
from Achilles’ Material Acquisition Program (MAP), the ongoing
CHIRON trial in patients with advanced NSCLC, and the THETIS trial
in patients with recurrent or metastatic melanoma. Current AI
methods are trained on publicly available data from sources such as
the Immune Epitope Database (IEDB), a freely available resource
funded by the National Institute of Allergy and Infection
Disease (NIAID).
About Achilles Therapeutics
Achilles is a clinical-stage biopharmaceutical
company developing AI-Powered precision T cell therapies targeting
clonal neoantigens: protein markers unique to the individual that
are expressed on the surface of every cancer cell. The Company has
two ongoing Phase I/IIa trials, the CHIRON trial in patients with
advanced non-small cell lung cancer (NSCLC) and the THETIS trial in
patients with recurrent or metastatic melanoma. Achilles uses DNA
sequencing data from each patient, together with its proprietary
PELEUS™ bioinformatics platform, to identify clonal neoantigens
specific to that patient, and then develop precision T cell-based
product candidates specifically targeting those clonal
neoantigens.
About PELEUS
PELEUS is a proprietary, AI-powered
bioinformatics platform built and validated through exclusive
access to TRACERx knowhow and genomics data. PELEUS uses
sophisticated Bayesian statistical algorithms to distinguish which
mutations, or neoantigens, in a patient’s tumor are clonal or
subclonal by analyzing DNA sequencing information from multiple
tumor regions. Clonal neoantigens are protein markers that are
present on all of an individual’s cancer cells but are absent from
healthy tissue, making them ideal cancer targets. The information
from PELEUS provides the foundation for Achilles’ VELOS
manufacturing process to produce clonal neoantigen-reactive T
cells, or cNeT.
About TRACERx
TRACERx (TRAcking Cancer Evolution through
therapy (Rx)), led by Professor Charles
Swanton at UCL, is one of the largest tumor evolution
studies to generate deep sequencing multi-region and multi-time
point genetic data from over 3,200 tumor samples from nearly 800
lung cancer patients. TRACERx has transformed the understanding of
tumor evolution and has convincingly shown that tumors originate
from a single cell that evolves in a Darwinian manner and the early
(clonal) mutations are preserved in all subsequent primary and
metastatic tumor cells. The study, which has generated numerous
publications, uncovered important mechanisms of cancer evolution
and immune evasion by analyzing genetic signatures in lung tumors
and tracking how they evolve over time from diagnosis through to
relapse. These findings provide the ability to identify a novel
class of tumor markers called clonal neoantigens that are present
on all tumor cells yet absent from healthy tissue, making them
ideal cancer targets. TRACERx represents the largest investment in
lung cancer research by Cancer Research UK and Achilles has
exclusive commercial rights to the TRACERx study data for
development of neoantigen-targeting cell therapies and
vaccines.
Forward Looking Statements
This press release contains express or implied
forward-looking statements that are based on our management's
belief and assumptions and on information currently available to
our management. Although we believe that the expectations reflected
in these forward-looking statements are reasonable, these
statements relate to future events or our future operational or
financial performance, and involve known and unknown risks,
uncertainties and other factors that may cause our actual results,
performance, or achievements to be materially different from any
future results, performance or achievements expressed or implied by
these forward-looking statements. The forward-looking statements in
this press release represent our views as of the date of this press
release. We anticipate that subsequent events and developments will
cause our views to change. However, while we may elect to update
these forward-looking statements at some point in the future, we
have no current intention of doing so except to the extent required
by applicable law. You should therefore not rely on these
forward-looking statements as representing our views as of any date
subsequent to the date of this press release.
Investors:Meru AdvisorsLee M.
Sternir@achillestx.com
Media:Consilium Strategic
CommunicationsMary-Jane Elliott, Sukaina Virji, Melissa Gardiner+44
(0) 203 709 5000achillestx@consilium-comms.com
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