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A cross-industry collaboration to assess if acute oral toxicity (Q)SAR models are fit-for-purpose for GHS classification and labelling.
Bercu, Joel; Masuda-Herrera, Melisa J; Trejo-Martin, Alejandra; Hasselgren, Catrin; Lord, Jean; Graham, Jessica; Schmitz, Matthew; Milchak, Lawrence; Owens, Colin; Lal, Surya Hari; Robinson, Richard Marchese; Whalley, Sarah; Bellion, Phillip; Vuorinen, Anna; Gromek, Kamila; Hawkins, William A; van de Gevel, Iris; Vriens, Kathleen; Kemper, Raymond; Naven, Russell; Ferrer, Pierre; Myatt, Glenn J.
Afiliación
  • Bercu J; Gilead Sciences, 333 Lakeside Drive, Foster City, CA, USA.
  • Masuda-Herrera MJ; Gilead Sciences, 333 Lakeside Drive, Foster City, CA, USA.
  • Trejo-Martin A; Gilead Sciences, 333 Lakeside Drive, Foster City, CA, USA.
  • Hasselgren C; Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA.
  • Lord J; Ultragenyx, 60 Leveroni Court, Novato, CA, 94949, USA.
  • Graham J; Bristol Myers Squibb, 1 Squibb Dr, New Brunswick, NJ, 08903, USA.
  • Schmitz M; AbbVie Inc., North Chicago, IL, USA.
  • Milchak L; 3M Company, 3M Center, St. Paul, MN, 55144-1000, USA.
  • Owens C; 3M Company, 3M Center, St. Paul, MN, 55144-1000, USA.
  • Lal SH; Syngenta Crop Protection, Product Safety Department, Jealott's Hill International Research Centre, Bracknell, Berkshire, RG42 6EY, UK(1).
  • Robinson RM; Syngenta Crop Protection, Product Safety Department, Jealott's Hill International Research Centre, Bracknell, Berkshire, RG42 6EY, UK(1).
  • Whalley S; Syngenta Crop Protection, Product Safety Department, Jealott's Hill International Research Centre, Bracknell, Berkshire, RG42 6EY, UK(1).
  • Bellion P; DSM Nutritional Products, Kaiseraugst, Switzerland.
  • Vuorinen A; DSM Nutritional Products, Kaiseraugst, Switzerland.
  • Gromek K; Galapagos SASU, 102 Avenue Gaston Roussel, 93230, Romainville, France.
  • Hawkins WA; GlaxoSmithKline, Park Road, Ware, Hertfordshire, SG12 0DP, United Kingdom.
  • van de Gevel I; Janssen Pharmaceutical Companies of Johnson & Johnson, 2340, Beerse, Belgium.
  • Vriens K; Janssen Pharmaceutical Companies of Johnson & Johnson, 2340, Beerse, Belgium.
  • Kemper R; Vertex Pharmaceuticals Inc., Discovery and Investigative Toxicology, 50 Northern Ave, Boston, MA, USA.
  • Naven R; Vertex Pharmaceuticals Inc., Discovery and Investigative Toxicology, 50 Northern Ave, Boston, MA, USA.
  • Ferrer P; Department of Veterinary Physiology and Pharmacology, Interdisciplinary Faculty of Toxicology Program, Texas A&M University, 4466 TAMU, College Station, TX, 77843-4466, USA.
  • Myatt GJ; Leadscope (an Instem company), 1393 Dublin Rd, Columbus, OH, 43215, USA. Electronic address: gmyatt@leadscope.com.
Regul Toxicol Pharmacol ; 120: 104843, 2021 Mar.
Article en En | MEDLINE | ID: mdl-33340644
ABSTRACT
This study assesses whether currently available acute oral toxicity (AOT) in silico models, provided by the widely employed Leadscope software, are fit-for-purpose for categorization and labelling of chemicals. As part of this study, a large data set of proprietary and marketed compounds from multiple companies (pharmaceutical, plant protection products, and other chemical industries) was assembled to assess the models' performance. The absolute percentage of correct or more conservative predictions, based on a comparison of experimental and predicted GHS categories, was approximately 95%, after excluding a small percentage of inconclusive (indeterminate or out of domain) predictions. Since the frequency distribution across the experimental categories is skewed towards low toxicity chemicals, a balanced assessment was also performed. Across all compounds which could be assigned to a well-defined experimental category, the average percentage of correct or more conservative predictions was around 80%. These results indicate the potential for reliable and broad application of these models across different industrial sectors. This manuscript describes the evaluation of these models, highlights the importance of an expert review, and provides guidance on the use of AOT models to fulfill testing requirements, GHS classification/labelling, and transportation needs.
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Texto completo: 1 Bases de datos: MEDLINE Asunto principal: Etiquetado de Productos / Simulación por Computador / Colaboración Intersectorial / Relación Estructura-Actividad Cuantitativa / Citotoxinas Tipo de estudio: Prognostic_studies Idioma: En Revista: Regul Toxicol Pharmacol Año: 2021 Tipo del documento: Article País de afiliación: Estados Unidos

Texto completo: 1 Bases de datos: MEDLINE Asunto principal: Etiquetado de Productos / Simulación por Computador / Colaboración Intersectorial / Relación Estructura-Actividad Cuantitativa / Citotoxinas Tipo de estudio: Prognostic_studies Idioma: En Revista: Regul Toxicol Pharmacol Año: 2021 Tipo del documento: Article País de afiliación: Estados Unidos