WHO WE ARE
Innovators in Machine Learning and ADME/Tox
Collaborations Pharmaceuticals, Inc.® is a privately owned company that performs research and development on innovative therapeutics for multiple rare and neglected infectious diseases. We develop and apply our artificial intelligence (AI) software to aid in drug discovery and toxicology assessment as well as to identify and translate early preclinical to clinical stage assets. Our software can also be used to design new molecules with desired properties. This software can be used by pharmaceutical, consumer product, as well as other companies that require chemistry.
HOW WE’RE DIFFERENT
Scientists Focused On Doing Science
Collaborations Pharmaceuticals, Inc.® is a privately owned company that performs research and development. We can apply our artificial intelligence (AI) software to aid your company in solving challenges you may encounter. Our software can be used by pharmaceutical, agrochemical, consumer product companies and anyone interested in chemistry.
CONTACT USMachine Learning & Generative Design Tools
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A platform for the generative design of molecules to create new intellectual property
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A suite of tools to curate structure activity data, then build and validate machine learning models
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Thousands of machine learning models to help prioritize new uses and off target effects of molecules
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A suite of ADME and toxicology machine learning models with optional read across module
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Human uptake and efflux transporter machine learning models
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Molecule preparation, autocuration and data visualization tools
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Acetylcholinesterase machine learning models for multiple species
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A comprehensive database of macrolactones and associated biological data
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Prediction of the UV-VIS spectra for a molecule from structure alone
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A robust chemical inventory tracking software with fine-grained location tracking, advanced querying options, and cross-platform support.
SEE DETAILSFEATURED PUBLICATION
Enzyme replacement therapy for CLN1 batten disease that crosses the blood-brain-barrier
Renuka Raman, Ben Horst, Zahra Shahrohk, Nader Hatambeygi, Marayam Zare, Magdalena Leszczynieka, Joshua S Harris, William A Banks, Kim M Hansen, Michelle A Erickson, Sean Ekins. 2026 Mar; DOI: 10.1016/j.ymgme.2026.109733
CLN1 Batten disease is caused by mutations in the CLN1 gene which codes for the lysosomal enzyme palmitoyl-protein thioesterase-1 (PPT1). Disease progression is marked by intellectual and motor deterioration, seizures, vision loss, and early mortality. There are no approved treatments for this severe pediatric condition. We describe the development and characterization of recombinant human PPT1 (rhPPT1) suitable for use as a clinical enzyme replacement therapy in CLN1 Batten patients. rhPPT1 displays similar mannose-6-phosphate receptor (M6PR)-dependent uptake kinetics in neuronal cell lines from human, rat and non-human primate but not in mouse cells. [...]
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WHAT WE DO
No Disease Is Too Small
We apply our machine learning and drug discovery expertise to a wide array of projects both internally and with collaborators. Our toxicology models and read across software could assist your companies sustainable chemistry goals and help you in regulatory filings. We have developed new approaches which can be used to rapidly predict molecular properties for massive DNA-encoded libraries or predict properties for PROTACS. In the process of our work we have raised awareness of the potential for dual use of these AI technologies and therefore have expertise for such evaluations which has caught the attention of government agencies.