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Clay Kosonocky Profile
Clay Kosonocky

@kosonocky

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ML + Biochemistry PhD Candidate @ UT Austin; BioML Society Founder. All problems are solvable, so let's solve some

Austin, TX
Joined December 2021
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@kosonocky
Clay Kosonocky
7 months
Announcing the BioML Challenge 2024: Bits to Binders! In this 5-week competition, teams will use AI methods to design protein binders that bind to a target antigen and activate an immune response from its associated CAR-T cell. Real-world scenario. With wet lab validation.
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@kosonocky
Clay Kosonocky
4 days
@leocastorina @DdelAlamo Ability to retrain it (imo). ProteinMPNN has training code but LigandMPNM does not (last I checked)
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@kosonocky
Clay Kosonocky
6 days
@gama_search Unless of course your model learns a perfect interconversion between any arbitrary SMILES representation. Then it would cause no variance. But from my experience this is unlikely given the number of small molecules that would be seen during training
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@kosonocky
Clay Kosonocky
7 days
And don't forget: When in doubt, canonicalize SMILES!
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@kosonocky
Clay Kosonocky
8 days
We need bioinformatics evals for LLMs. A lot of these problems have minimal & dated documentation yet are incredibly useful & should be simple Eg: Given a docked protein-ligand .cif file, split into two separate .pdbqt files Somehow none of the @OpenAI models can figure it out
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@kosonocky
Clay Kosonocky
12 days
You can learn more about the Bits to Binders protein design competition here:
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@kosonocky
Clay Kosonocky
20 days
RT @ClausWilke: Now published: We trained a chemical language model that works with both small molecules and peptides. Ideal for making preā€¦
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@kosonocky
Clay Kosonocky
20 days
@NikoMcCarty CFPS is the way
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@kosonocky
Clay Kosonocky
24 days
@leecronin How ?
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@kosonocky
Clay Kosonocky
25 days
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