Accelerating drug discovery through compound purposing

At DeepScript, we’re helping biopharma accelerate drug discovery by merging high-throughput transcriptomic profiling with deep learning algorithms to efficiently purpose idle molecules.

Our DeepMatch platform generates encrypted biological fingerprints of molecules and assays, enabling rapid and secure hit discovery. By expanding our clients chemical space and connecting them to untapped libraries, we’re unlocking new therapeutic opportunities and streamlining strategic partnerships for drug development.

The challenges in drug discovery

Failure rate of clinical drug candidates

Time to develop an approved drug

R&D costs per drug

Unique targets per drug

With traditional approaches, 90% of drug candidates end up failing in clinical trials due to unforeseen issues such as toxicity and suboptimal efficacy. Emerging research shows that each compound typically interacts with approximatley 10 protein targets. Therefore, compounds can be purposed by leveraging their off-target interactions, unlocking new therapeutic opportunities from idle assets.

The DeepMatch platform

Strategic partnerships made simple.

20X the hits

vs traditional high-throughput screening methods

Highlights

Encrypted Molecule Fingerprints

Unlike traditional structure-based prediction models, we leverage compound-associated transcriptomic profiles to create encrypted biological fingerprints that enable highly accurate assay activity predictions.

No Data-Sharing

Our platform fosters inter-organizational collaboration through encrypted molecule and assay fingerprints. We don’t collect any molecule or assay-specific information, ensuring your asset’s privacy while unlocking new therapeutic opportunities through strategic partnerships.

Expanded Chemical Space

We help clients maximize the value of their compound libraries by identifying new applications for existing idle molecules, reducing wasted assets and accelerating development timelines.

Growing Database

We’re continuously onboarding new molecules and assays onto our platform. Every fingerprint is systematically screened for potential new matches, ensuring your assets are never idle.

Contact Us

Meet with our team to discuss how we can find the right match for you.

info@deepscript.bio