research

Creyon Bio, Inc, a drug development company focused on transforming nucleic-acid medicine drug discovery to drug engineering, published new research greatly increasing their ability to engineer Oligonucleotide-Based Medicines (OBMs) with minimal off-target effects, which will help us evaluate molecules with a higher standard of precision and live up to the full potential of the “super-modality” of oligonucleotide-based medicines.  While Oligonucleotide-Based Medicines (OBMs), like ASOs and siRNAs, have the ability to target precisely the genetic basis of disease by controlling gene expression, there is still a need to understand and minimize off-target effects that would be deleterious. The lack of robust methods that can work genome-wide have presented challenges for the industry.  Creyon’s latest research focuses on making OBMs more precise using a method called DoReSeq that can quantify off-target effects across the entire transcriptome with high accuracy, including confidence scores. The paper, titled “A Dose-Response Model for Accurate Detection and Quantification of Transcriptome-Wide Gene Knockdown for Oligonucleotide-Based Medicines”, is available in BioRxiv.

This research allows us to extend beyond current approaches that limit the scope and sensitivity in which we can understand potential off-target liabilities, helping ensure we are making best-in-class OBMs and ultimately moving beyond using slow and failure prone trial-and-error processes for optimizing for safety and activity.  

David Pekker, Ph.D., Director of Theory at Creyon Bio, is lead author of the paper. Additional authors are Steven Kuntz, Ph.D., Sr Director of Bioengineering and In Vitro Pharmacology, Monica McArthur, Ph.D., Chief Technology Officer, Tim Nicholson-Shaw, Ph.D., Senior Scientist, Sara Yanke, Research Associate, and Swagatam Mukhopadhyay, Ph.D, Co-founder and Chief Scientific Officer.

RESEARCH HIGHLIGHT
January 2024

In the latest installment of The Bioverge PodcastKiersten Stead from DCVC Bio highlighted Creyon Bio as a prime example of DCVC’s investment philosophy, which centers on deep tech. During the discussion, Kiersten emphasized the crucial role of our purpose-built datasets, computational models, and diverse team of experts.  
 
“It was one of those companies where the founders had an idea, and right away, we realized they had the expertise to execute on that idea,” said Kiersten. 
  
Tune in to the podcast to learn more about Creyon Bio and how we are working to develop oligonucleotide-based medicines for both rare and common diseases and deploy our technology across partnerships.

RESEARCH HIGHLIGHT
July 2023

Creyon Bio is excited to be part of the inaugural Decoding Bio Snapshot, sharing our view at the intersection of computation and biology as Creyon, along with the other companies profiled, push the pharma and biotech industry forward. Led by Pablo Lubroth at Hummingbird Ventures and Amee Kapadia at Cantos Ventures, this research project highlights the next generation of bio companies.

At Creyon Bio, we develop better precision medicines faster and at lower cost through molecular engineering of Oligonucleotide-Based Medicines (OBMs) – this includes ASOs, siRNAs, guide RNAs, RNA editing guides, mRNAs, aptamers. Creyon is leveraging the driving forces discussed throughout this report – accessibility of data, AI/ML tools, scale and automation, and a culture shift of multidisciplinary teams – to change how OBM drug development is done.

Creyon has built the most informative dataset that connects biophysical properties of OBMs at a quantum chemistry level with purpose-built datasets of 1000’s of IND-like in vivo studies and hundreds of 1000’s of in vitro and ex vivo experiments, and we have combined this with best-in-class tools for OBM engineering, including AI/ML, data science ops, chemistry, and bioassays.

Our un-siloed team includes biologists, chemists, and physicists with both deep quantitative and data science expertise and management experience in driving inter- and multidisciplinary science and engineering teams; legal, business and financial strategists; and clinical, genomics, and advocacy leaders.

With our data, tools, technologies, and team, Creyon is driving non-clinical costs toward zero and improving the probability of early clinical success by replacing trial-and-error screening with engineering and validation to identify safe and efficacious OBMs.

Creyon is changing the economics, scale and timelines at which new medicines are made to address unmet medical needs for diseases that affect millions, thousands, or even just a few.

RESEARCH HIGHLIGHT
July 2023

DCVC has released their inaugural Deep Tech Opportunities Report. It highlights their “organizing passion and principle” of investing in companies dedicated to disrupting and transforming industries like drug development. Creyon Bio is honored to be included among so many other amazing DCVC portfolio companies and to share about our efforts to quickly develop precision medicines for rare and common diseases, whether for millions of patients or for just one.

This recognition that deep tech has the potential to transform industries was, in part, what helped get Creyon Bio off the ground. Creyon was founded with the goal of solving the fundamental problem in drug development – it takes too long and costs too much to develop too few drugs.  DCVC Bio, one of our lead investors, aligned with our vision that the convergence of advances across many technologies presents an opportunity to disrupt drug development of Oligonucleotide-Based Medicines (OBMs) like antisense oligonucleotides (ASOs), small interfering RNAs (siRNAs), guide RNAs (gRNAs), RNA-editing guides, and aptamers.  Creyon Bio’s deep tech solution required the creation of purpose-built pharmacology datasets, a quantum-level understanding of OBM biophysics and the creation of ML/AI tools that tie these pieces together. With this deep tech solution, we can engineer for drug safety, something never before possible – ultimately radically lowering the cost and time required to rapidly develop new Oligonucleotide-Based Medicines. This transformative approach opens up drug development opportunities for any patient population size. And in a way that will make novel therapies accessible and available to people in need within the health care systems of the world today.

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