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The ToxCast pipeline: updates to curve-fitting approaches and database structure
M Feshuk1, L Kolaczkowski1,2, K Dunham1,2
1Center for Computational Toxicology and Exposure, Office of Research and Development, U.S. Environmental Protection Agency, Research Triangle Park, Durham, NC, United States.
The US Environmental Protection Agency Toxicity Forecaster (ToxCast) program updated its R package (tcpl) and database (invitrodb) with new curve-fitting models to improve chemical hazard characterization and data comparability.
Area of Science:
- Toxicology and Cheminformatics
- Computational Biology and Bioinformatics
- Environmental Health Sciences
Background:
- The US Environmental Protection Agency Toxicity Forecaster (ToxCast) program generates extensive in vitro screening data for chemical hazard assessment.
- The ToxCast data pipeline (tcpl) R package and invitrodb MySQL database manage and analyze this high-throughput screening data.
- Existing curve-fitting models in tcpl were limited for comprehensive toxicological profiling.
Purpose of the Study:
- To describe major updates to the tcpl R package and invitrodb database.
- To incorporate a broader range of curve-fitting models for enhanced analysis of ToxCast data.
- To improve the consistency, reproducibility, and utility of in vitro toxicology data.
Main Methods:
- Expanded tcpl curve-fitting capabilities to include Polynomial, Power, and Exponential models, leveraging the tcplfit2 R package.
- Modified invitrodb (beta version v4.0) to support new modeling parameters and updated model selection logic.
- Implemented continuous hit calling logic and removed redundant endpoints through bidirectional fitting.
Main Results:
- The updated tcpl and invitrodb (v4.0) accommodate a wider array of curve-fitting models.
- Hit call and potency estimates remained largely consistent between invitrodb versions 3.5 and 4.0.
- The enhancements facilitate standardized, reproducible curve-fitting and data management for in vitro toxicology data.
Conclusions:
- Tcpl and invitrodb provide a robust standard for managing and analyzing diverse in vitro assay data.
- These updates enhance data comparability across different tiers within the US Environmental Protection Agency CompTox Blueprint.
- The improved software and database support broader applications of ToxCast data in toxicology and chemical risk assessment.
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