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Back to 🔬 Lab-in-the-Loop at Compute Speed — Ian Quigley, Leash Bio, with Ian Quigley & RJ Honicky.

How Does Breaking a Protein Pocket Prove Binding?

Ian Quigley says breaking one pocket with a mutation shows which chemicals were binding there. Chemicals a competitor had already kicked out also disappear once the pocket is broken, while chemicals binding everywhere else on the protein stay intact, so the mutation did not simply destroy the whole protein.

On big weeks the lab screens 100 protein constructs. The libraries are combinatorial, so five different chemical series can come to hundreds of molecules combined, and another group can be the same hundreds of molecules with a single change in one building block. One small side group can shift how a large population behaves, and five independent examples of that shift make a clear case that the side group is interacting with one amino acid residue. Changing the pocket can also let new molecules bind, and that new binding is useful information.

Variation in both proteins and molecules is there so a model can learn medicinal chemistry, including hydrogen bond contacts between part of a small molecule and part of a protein. When a pocket is broken only on a computer, current models have a hard time with the physics and shove the molecule back in anyway, a pattern that suggests memorizing. The lab instead changes the DNA of a wild-type protein already screened, uses microbiology to swap one or more amino acids in the binding region, and runs the screen again.

Transcript

🔬 Lab-in-the-Loop at Compute Speed — Ian Quigley, Leash Bio ·

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  6. What Is a Small Molecule Drug?Ian Quigley calls a small molecule a tiny chemical that can sit in a pill, go inside a cell, and affect how a protein behaves.
  7. Did Anyone Beat Chance on the Hardest Leash Bio Binding Test?Ian Quigley says that on the hardest split of Leash Bio's public binding contest, nobody did better than chance, and three of the top five entries were a…
  8. Why Do Binding Models Learn the Chemist Instead of the Chemistry?Ian Quigley says a model can predict ChEMBL activity from who probably made a molecule about as well as it can from the chemical formula, so it is learning…
  9. Did Hermes Match Boltz on Binding Prediction?Ian Quigley says Hermes did about as well as Boltz, then the state of the art structural model, on public data sets for binding prediction.
  10. What Is a Magic Methyl in Drug Design?Ian Quigley says a magic methyl is the medicinal-chemistry story that one tiny thorn on a molecule can make it work or make it fail, and he calls that story…
  11. Why Do Structure Models Put a Drug Back Into a Filled Pocket?Ian Quigley says current co-folding models still place a small molecule where a pocket used to be after that pocket has been filled in, removed, or broken.
  12. Why Does the Hermes Binding Model Nickname a Protein?Ian Quigley says the Hermes binding model nicknames a protein by memorizing a short variable stretch of amino acids, instead of looking at the binding pocket…
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  15. How Many Proteins Has Leash Bio Screened?Ian Quigley says Leash Bio has developed and screened about 2,000 different protein constructs and about 5,000 screens in the history of the company, each…
  16. Why Does Copying Leash Bio Still Take Time?Ian Quigley says a better funded lab still needs time to outscale Leash, because the advantage is a long trail of laboratory mistakes, metadata discipline…
  17. What Small-molecule Cleanup Does Ian Quigley Want?Ian Quigley wants small-molecule cleanup that can run at massive scale. The gizmos that purify well, including HPLC, are not highly parallel.

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