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@@ -30,7 +30,7 @@ Epub 2019 Feb 6. PMID: [30728502](https://pubmed.ncbi.nlm.nih.gov/30728502/); PM
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  ## Dataset Details
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- The compounds are represented as SMILES strings, and are annotated with ZINC IDs, heavy atom count (HAC), and DOCKscore. For convenience we have added molecuar weight,
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  Crippen cLogP, and topological surface area as calculated by RDKit (using [schemist](https://github.com/scbirlab/schemist)).
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@@ -38,8 +38,8 @@ Crippen cLogP, and topological surface area as calculated by RDKit (using [schem
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  <!-- Provide a longer summary of what this dataset is. -->
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- The authors of doi: [10.1038/s41586-019-0917-9](https://doi.org/10.1038/s41586-019-0917-9) carried out a massive dockign campaign to
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- see if increasing the numerb of compounds in virtual libraries would increase the number of docking hits that represent new active
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  chemical scaffolds that validate in the wet lab.
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  They docked libraries of ~100 million molecules to AmpC, a $\beta$-lactamase, and the D$_4$ dopamine receptor. **This dataset contains the
 
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  ## Dataset Details
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+ The compounds are represented as SMILES strings, and are annotated with ZINC IDs, heavy atom count (HAC), and DOCKscore. For convenience we have added molecular weight,
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  Crippen cLogP, and topological surface area as calculated by RDKit (using [schemist](https://github.com/scbirlab/schemist)).
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  <!-- Provide a longer summary of what this dataset is. -->
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+ The authors of doi: [10.1038/s41586-019-0917-9](https://doi.org/10.1038/s41586-019-0917-9) carried out a massive docking campaign to
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+ see if increasing the number of compounds in virtual libraries would increase the number of docking hits that represent new active
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  chemical scaffolds that validate in the wet lab.
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  They docked libraries of ~100 million molecules to AmpC, a $\beta$-lactamase, and the D$_4$ dopamine receptor. **This dataset contains the