Advanced Search Strategies in Tox21Chem Browser for High-Throughput Screening
Overview
- Use the Browser to combine assay, chemical, and activity filters to rapidly prioritize hits from the Tox21/ToxCast qHTS dataset.
Key strategies
- Start with assay selection
- Pick relevant assay(s) by biological target, pathway, or endpoint (e.g., nuclear receptor binding, cytotoxicity, reporter assays).
- Use activity metrics, not just binary calls
- Filter by EC50/AC50 ranges, potency (logAC50), and efficacy to prioritize biologically meaningful responses.
- Filter by curve-fitting quality
- Exclude low-confidence curves by requiring high curve class or R-squared and sufficient concentration-response points.
- Combine orthogonal assays
- Require activity across multiple related assays (consensus across target assay + downstream pathway readout) to reduce false positives.
- Control for cytotoxicity and assay interference
- Cross-filter with cytotoxicity assays and known interference/readout artifacts (fluorescence, luciferase) to remove nonspecific actives.
- Use chemical properties for triage
- Apply molecular weight, logP, PAINS or promiscuity filters and remove flagged substances (e.g., reactive electrophiles) to focus on tractable chemistries.
- Leverage structure-based grouping
- Search by scaffold or substructure to find series-level SAR; use similarity clustering to prioritize chemotypes with multiple actives.
- Prioritize with exposure and annotation data
- Integrate external metadata (use categories, production volume, known uses) when available to focus on high-priority human-relevant chemicals.
- Export and overlay results
- Overlay concentration-response curves from multiple assays to compare potency/efficacy; export flat files for downstream modeling or detailed QC.
- Iterative refinement
- Start broad, inspect top hits visually, then tighten
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