Deep learning models for predicting Toxicity and Bioactivity of the chemical exposome: a case study for the Blood Exposome Database
Description
Input datasets and result tables for the publication on predicting toxicity and bioactivity for the compounds in the blood exposome database.
Table 2: GHS classification (make an extra column with training vs test tags also add compound properties to this table). CIDs in this table have been deduplicated.
Table 3: Tox21 input data (see final output table and create a similar matrix just with train and test tags)
Table 4a: Tox21 compound data (properties of compounds)
Table 4b: Tox21 compound bioactivity data
Tables 5: Tox21 assay list with AUC values and calculated optimal threshold for activity classification (44 assays show AUC over 0.80)
Table6a: Tox21 predictions for Blood exposome (raw values)
Table6b: Tox21 predictions for Blood exposome (binary values with optimal thresholds applied Note: Duplicate CIDs were included
Table7a: GHS model predictions for blood exposome compounds (raw values)
Table 7b: GHS model predictions for blood exposome compounds (binary values) Note: Duplicate CIDs were included
Table 8 : Compound frequency by assay
Table 9: Tox21 – Blood exposome-GHS overlap (Table goes to zenodo) (Should be based on CID no need to smiles standardization)
Files
zenodo_table4b.csv
Files
(487.4 MB)
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Additional details
Funding
- National Institutes of Health
- Exposome Correlation and Interpretation Database (ECID) 5U24ES035386-02