Shape Therapeutics Unveils Major Advances in AI-Powered Platform for Precision RNA Editing
2024年10月4日 - 2:05AM
Shape Therapeutics, a leader in RNA-based gene therapy, today
released two preprint manuscripts detailing major technological
breakthroughs that underpin the company's therapeutic editing
platform RNAfix®. RNAfix® uses engineered guide RNAs (gRNAs)
delivered by Adeno-Associated Virus (AAV) to recruit the natural
ADAR enzyme and enable editing of target sites in a patient’s RNA.
These new advances overcome longstanding challenges to harnessing
ADAR for therapeutic RNA editing, positioning ShapeTX at the
forefront of programmable RNA medicines.
The first manuscript, "Generative Machine Learning of ADAR
Substrates for Precise and Efficient RNA Editing," introduces
DeepREAD (Deep learning for RNA Editing by ADAR Design), one of
Shape's custom AI models for gRNA design. Trained on data from
high-throughput screens of millions of RNA sequences, DeepREAD
generates gRNAs that form highly engineered structures when bound
to target RNA. These novel structures redirect ADAR's natural
sequence preferences, enabling specific and efficient editing of
virtually any target adenosine. "DeepREAD represents a significant
advancement in RNA editing gRNA design," said Ron Hause, Ph.D., SVP
and Head of AI at Shape Therapeutics. "Our diffusion-based model
generates highly efficient and specific guide RNAs for any
adenosine in the transcriptome over 10,000 times faster than
previous methods, rapidly producing thousands of high quality
designs in minutes that outperform existing heuristic design
approaches. This dramatically accelerates the development of RNA
editing therapeutics for a wide range of genetic disorders."
The second manuscript, "A Novel Engineered U7 Small Nuclear RNA
Scaffold Greatly Increases in vitro and in vivo ADAR-Mediated
Programmable RNA Base Editing," provides a detailed look at Shape's
advanced system for expressing therapeutic gRNAs inside patient
cells. By borrowing principles from natural small RNAs and
performing deep profiling and additional engineering to enhance
efficiency, Shape’s novel scaffold drives high expression of gRNAs
at the precise sites in a cell where ADAR activity occurs, leading
to unprecedented levels of RNA editing in vitro as well as in the
brain of animals given a systemic injection of AAV-delivered gRNA.
"Our enhanced U7 SmOPT expression system represents a huge
advancement for the therapeutic application of RNA editing,
particularly in areas like the central nervous system where AAV
delivery is often constrained to low doses per cell," said Adrian
W. Briggs, Ph.D., Chief Technology Officer at Shape
Therapeutics.
The advances described in the two new manuscripts provide a
blueprint for a breakthrough gene therapy pipeline. “By combining
AI-powered gRNA design with our optimized expression system, we can
now precisely and efficiently edit RNA targets that were previously
out of reach and at an efficiency unmatched by other editing
platforms. This opens up exciting possibilities for treating a wide
range of genetic disorders in the CNS and beyond," said Dr.
Briggs.
About Shape Therapeutics
ShapeTX® is pioneering the field of programmable RNA medicines
to repair the genetic causes of diseases. By merging innovations in
AI and RNA technology to generate and analyze hundreds of billions
of therapeutic possibilities, ShapeTX is developing breakthroughs
in RNA editing, next-generation AAVs, and disruptive gene therapy
manufacturing. The ShapeTX platform enables pharma innovators to
design treatments across a wide range of diseases, including rare
genetic disorders as well as debilitating conditions, such as
Alzheimer's, Parkinson's, and many more. You can find us at
shapetx.com and on LinkedIn and Twitter.
Media Contact:info@shapetx.com