
BiotechTV - News Flagship Pioneering announced its newest company to emerge out of stealth mode today: Expedition Medicines. It is leveraging generative design for small molecule covalent chemistry
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Oct 22, 2025 Molly Gibson, Co-founder and CEO of Expedition Medicines, dives into the innovative world of generative covalent small-molecule chemistry. She explains how her company is revolutionizing drug development with a $50 million backing and a partnership with Pfizer to tackle challenging targets like prostate cancer. Listeners will learn about the technology behind covalent chemistry, real-world applications, and the use of AI to generate new drug candidates. Molly also highlights Expedition's unique approach compared to other biotech firms, emphasizing their focus on previously undrugged targets.
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Generative Covalent Design
- Expedition Medicines uses small molecules that form permanent covalent bonds with target proteins.
- Generative algorithms learn rules of covalent bond formation to design molecules with high probability of success.
Platform Integration For Hard Targets
- Expedition's platform combines a novel chemical library, chemoproteomics, generative AI, and quantum chemistry tailored to covalent problems.
- The integration is designed to generalize to targets without prior data and produce first-in medicines.
Proteome-Scale Data Powers Models
- Expedition pairs a chemoproteomics high-throughput engine with AI to generate quantitative, proteome-wide covalent binding data.
- That ground-truth dataset trains foundation models and accelerates scalable drug discovery.
