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Learn Challenge: Filter a Compound Library | Virtual Screening and Compound Ranking
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Python for Chemoinformatics

bookChallenge: Filter a Compound Library

Task

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Your task is to implement a function that filters a list of SMILES strings, returning only those that pass Lipinski's Rule of Five. Use RDKit to calculate molecular properties.

  • Define a function filter_druglike_smiles(smiles_list) that takes a list of SMILES strings.
  • For each valid molecule, check the following criteria:
    • Molecular weight is less than or equal to 500 daltons.
    • LogP (octanol-water partition coefficient) is less than or equal to 5.
    • No more than 5 hydrogen bond donors.
    • No more than 10 hydrogen bond acceptors.
  • Ignore any SMILES strings that cannot be parsed by RDKit.
  • Return a list of SMILES strings that pass all the rules.

Solution

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SectionΒ 3. ChapterΒ 2
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bookChallenge: Filter a Compound Library

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Task

Swipe to start coding

Your task is to implement a function that filters a list of SMILES strings, returning only those that pass Lipinski's Rule of Five. Use RDKit to calculate molecular properties.

  • Define a function filter_druglike_smiles(smiles_list) that takes a list of SMILES strings.
  • For each valid molecule, check the following criteria:
    • Molecular weight is less than or equal to 500 daltons.
    • LogP (octanol-water partition coefficient) is less than or equal to 5.
    • No more than 5 hydrogen bond donors.
    • No more than 10 hydrogen bond acceptors.
  • Ignore any SMILES strings that cannot be parsed by RDKit.
  • Return a list of SMILES strings that pass all the rules.

Solution

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Everything was clear?

How can we improve it?

Thanks for your feedback!

SectionΒ 3. ChapterΒ 2
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