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AI in Drug Discovery - A Highly Opinionated Literature Review (Part II)

Practical Cheminformatics

Picking up where we left off in Part I , this post covers several other ML in drug discovery topics that interested me in 2023. Most of the LLM activity in the drug discovery space in 2023 was reported as preprints from academic groups. Most of the drug discovery examples were underwhelming. Here’s the structure of Part II.

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Takeda Manufacturing Facilities in Japan and Ireland Recognized With Category Awards for 2021 Facilities of the Year I Takeda

The Pharma Data

Takeda’s new solid pharmaceutical packaging building in Hikari, Japan, was recognized with the 2021 “Process Intelligence and Innovation” category award. Additionally, the end-to-end high potent drug facility in Grange Castle, Ireland, was selected as “Facility Integration” category winner. “I

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Scaling Phage Therapy

Codon

doi: 10.2210/rcsb_pdb/goodsell-gallery-048 The Virus that Cures It’s been over 25 years since the science magazine Discover first ran an extraordinary article about how a long-forgotten medical treatment, used in the former Soviet country of Georgia, could save us from the growing threat of untreatable, drug-resistant infections.

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Article FDA Thank You Congress prepares to markup pandemic legislation, all but confirming FDA-related provisions won’t advance

Agency IQ

That law built upon several other previous laws, including the Public Health Threats and Emergencies Act of 2000, the Public Health Security and Bioterrorism Preparedness and Response Act of 2002 and the Project BioShield Act of 2004 ( see a Congressional Research Service report on its legislative history here ).

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Article EMA Thank You The vote is in: The European Parliament has adopted the compromise pharmaceutical legislation

Agency IQ

Directive 2001/83/EC and Regulation (EC) No 726/2004. Additionally, reform package included revisions of the regulations for pediatric medicines and orphan drugs. For the regulation , this centered on market exclusivity for orphan drugs and whether there should be a separate category for medicinal products addressing unmet need.

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Article EMA Thank You New MHRA Windsor Framework documents guide post-Brexit flow of medicines for U.K., Great Britain, and the E.U.

Agency IQ

Articles 3(1) and 3(2) of the current European pharmaceutical regulation (EC) No 726/2004 set out requirements for medicinal products that must use the centralized procedure, rather than national approval pathways. These features should not be included on outer packaging or immediate packaging, if there is no outer packaging.

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Article FDA Thank You In a new final rule, FDA carves out a regulatory niche for medical gases

Agency IQ

In a new final rule, FDA carves out a regulatory niche for medical gases Industry has been lobbying FDA and Congress to regulate medical gases different from other types of drug products since the 1970s. It also proposed several packaging changes to safeguard against misidentification. The Medical Gas Safety Act , introduced by Rep.

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