High Throughput Read-Across for Screening a Large Inventory of Related Structures by Balancing Artificial Intelligence/Machine Learning and Human Knowledge

Author:

Yang Chihae1ORCID,Rathman James F.23ORCID,Mostrag Aleksandra2,Ribeiro João Vinícius2,Hobocienski Bryan2,Magdziarz Tomasz1,Kulkarni Sunil4,Barton-Maclaren Tara4

Affiliation:

1. MN-AM, 90411 Nürnberg, Germany

2. MN-AM, Columbus, Ohio 43215, United States

3. Department of Chemical and Biomolecular Engineering, The Ohio State University, Columbus, Ohio 43210, United States

4. Existing Substances Risk Assessment Bureau, Health Canada, Ottawa, ON K1A 0K9, Canada

Publisher

American Chemical Society (ACS)

Subject

Toxicology,General Medicine

Reference88 articles.

1. Use of analogues and read-across in risk assessment. Fact sheet series: Topics in risk assessment of substances under the Canadian Environmental Protection Act, 1999. https://www.canada.ca/en/health-canada/services/chemical-substances/fact-sheets/analogues-read-across-risk-assessment.html (last accessed Feb 2023).

2. Evaluation of the applicability of existing (Q)SAR models for predicting the genotoxicity of pesticides and similarity analysis related with genotoxicity of pesticides for facilitating of grouping and read across: An EFSA funded project

3. European Chemical Agency (ECHA) Read-Across Assessment Framework (RAAF). ECHA-17-R-01-EN. 2017, https://echa.europa.eu/documents/10162/13628/raaf_en.pdf/614e5d61-891d-4154-8a47-87efebd1851a (last accessed Jan 2023).

4. Paving the way for application of next generation risk assessment to safety decision-making for cosmetic ingredients

5. New Approach Methodologies in Regulatory Science. April 2016. https://echa.europa.eu/documents/10162/22816069/scientific_ws_proceedings_en.pdf (last accessed Jan 2023).

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