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@@ -82,6 +82,14 @@ This dataset captures transcriptional responses of **A549**, a human lung adenoc
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  Each compound was applied for **24 hours** across **seven doses**, in **triplicate**, resulting in **84 compound–dose–replicate conditions**, along with additional vehicle controls. Single-cell transcriptional profiles were generated using **sci-RNA-seq**.
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  ## Citation
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  > Srivatsan, S. R., McFaline-Figueroa, J. L., Ramani, V. *et al.*
 
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  Each compound was applied for **24 hours** across **seven doses**, in **triplicate**, resulting in **84 compound–dose–replicate conditions**, along with additional vehicle controls. Single-cell transcriptional profiles were generated using **sci-RNA-seq**.
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+ ## Additional Information
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+ - **Normalized counts** were scaled so that the total expression per cell sums to `1e4`.
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+ - **Control counts** represent the average expression of each gene across all control cells.
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+ - **Delta values** are computed as the difference between each sample's expression and the corresponding control mean.
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+ - **SMILES** strings and **mechanism of action (MoA)** annotations were retrieved from the [ChEMBL](https://www.ebi.ac.uk/chembl/) database and enhanced with additional sources.
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  ## Citation
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  > Srivatsan, S. R., McFaline-Figueroa, J. L., Ramani, V. *et al.*