Center for Computational Toxicology and Exposure, Office of Research and Development, United States Environmental Protection Agency, Research Triangle Park, North Carolina 27711, United States.
National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States.
Chem Res Toxicol. 2021 Feb 15;34(2):189-216. doi: 10.1021/acs.chemrestox.0c00264. Epub 2020 Nov 3.
Since 2009, the Tox21 project has screened ∼8500 chemicals in more than 70 high-throughput assays, generating upward of 100 million data points, with all data publicly available through partner websites at the United States Environmental Protection Agency (EPA), National Center for Advancing Translational Sciences (NCATS), and National Toxicology Program (NTP). Underpinning this public effort is the largest compound library ever constructed specifically for improving understanding of the chemical basis of toxicity across research and regulatory domains. Each Tox21 federal partner brought specialized resources and capabilities to the partnership, including three approximately equal-sized compound libraries. All Tox21 data generated to date have resulted from a confluence of ideas, technologies, and expertise used to design, screen, and analyze the Tox21 10K library. The different programmatic objectives of the partners led to three distinct, overlapping compound libraries that, when combined, not only covered a diversity of chemical structures, use-categories, and properties but also incorporated many types of compound replicates. The history of development of the Tox21 "10K" chemical library and data workflows implemented to ensure quality chemical annotations and allow for various reproducibility assessments are described. Cheminformatics profiling demonstrates how the three partner libraries complement one another to expand the reach of each individual library, as reflected in coverage of regulatory lists, predicted toxicity end points, and physicochemical properties. ToxPrint chemotypes (CTs) and enrichment approaches further demonstrate how the combined partner libraries amplify structure-activity patterns that would otherwise not be detected. Finally, CT enrichments are used to probe global patterns of activity in combined ToxCast and Tox21 activity data sets relative to test-set size and chemical versus biological end point diversity, illustrating the power of CT approaches to discern patterns in chemical-activity data sets. These results support a central premise of the Tox21 program: A collaborative merging of programmatically distinct compound libraries would yield greater rewards than could be achieved separately.
自 2009 年以来,Tox21 项目已经在 70 多种高通量测定法中筛选了约 8500 种化学物质,产生了超过 1 亿个数据点,所有数据都可以通过美国环保署 (EPA)、国家推进转化科学中心 (NCATS) 和国家毒理学计划 (NTP) 的合作伙伴网站公开获取。这一公共努力的基础是有史以来为提高对毒性的化学基础在研究和监管领域的理解而专门构建的最大化合物库。Tox21 的每一个联邦合作伙伴都为合作伙伴关系带来了专门的资源和能力,包括三个大约相等大小的化合物库。迄今为止,Tox21 产生的所有数据都是由于思想、技术和专业知识的融合,用于设计、筛选和分析 Tox21 10K 库。合作伙伴的不同计划目标导致了三个不同的、重叠的化合物库,当它们结合在一起时,不仅涵盖了多种化学结构、用途类别和性质,而且还包含了许多类型的化合物重复。描述了 Tox21“10K”化学库的发展历史以及实施的数据工作流程,以确保化学注释的质量并允许进行各种可重复性评估。化学信息学分析表明,三个合作伙伴库如何相互补充,以扩大每个单独库的覆盖范围,如监管清单、预测毒性终点和物理化学性质的覆盖范围。ToxPrint 化学型 (CT) 和富集方法进一步表明,组合的合作伙伴库如何放大结构-活性模式,否则这些模式将无法检测到。最后,CT 富集用于探测组合的 ToxCast 和 Tox21 活性数据集相对于测试集大小和化学与生物终点多样性的全局活性模式,说明了 CT 方法在识别化学-活性数据集模式方面的强大功能。这些结果支持了 Tox21 计划的一个核心前提:协作合并计划上不同的化合物库将比单独使用获得更大的回报。