Suppr超能文献

CATMoS:协作急性毒性建模套件。

CATMoS: Collaborative Acute Toxicity Modeling Suite.

机构信息

Integrated Laboratory Systems, LLC, Morrisville, North Carolina, USA.

National Toxicology Program Interagency Center for the Evaluation of Alternative Toxicological Methods, Research Triangle Park, North Carolina, USA.

出版信息

Environ Health Perspect. 2021 Apr;129(4):47013. doi: 10.1289/EHP8495. Epub 2021 Apr 30.

Abstract

BACKGROUND

Humans are exposed to tens of thousands of chemical substances that need to be assessed for their potential toxicity. Acute systemic toxicity testing serves as the basis for regulatory hazard classification, labeling, and risk management. However, it is cost- and time-prohibitive to evaluate all new and existing chemicals using traditional rodent acute toxicity tests. models built using existing data facilitate rapid acute toxicity predictions without using animals.

OBJECTIVES

The U.S. Interagency Coordinating Committee on the Validation of Alternative Methods (ICCVAM) Acute Toxicity Workgroup organized an international collaboration to develop models for predicting acute oral toxicity based on five different end points: Lethal Dose 50 ( value, U.S. Environmental Protection Agency hazard (four) categories, Globally Harmonized System for Classification and Labeling hazard (five) categories, very toxic chemicals [ ()], and nontoxic chemicals ().

METHODS

An acute oral toxicity data inventory for 11,992 chemicals was compiled, split into training and evaluation sets, and made available to 35 participating international research groups that submitted a total of 139 predictive models. Predictions that fell within the applicability domains of the submitted models were evaluated using external validation sets. These were then combined into consensus models to leverage strengths of individual approaches.

RESULTS

The resulting consensus predictions, which leverage the collective strengths of each individual model, form the Collaborative Acute Toxicity Modeling Suite (CATMoS). CATMoS demonstrated high performance in terms of accuracy and robustness when compared with results.

DISCUSSION

CATMoS is being evaluated by regulatory agencies for its utility and applicability as a potential replacement for rat acute oral toxicity studies. CATMoS predictions for more than 800,000 chemicals have been made available via the National Toxicology Program's Integrated Chemical Environment tools and data sets (ice.ntp.niehs.nih.gov). The models are also implemented in a free, standalone, open-source tool, OPERA, which allows predictions of new and untested chemicals to be made. https://doi.org/10.1289/EHP8495.

摘要

背景

人类暴露于数以万计的化学物质中,需要对这些物质的潜在毒性进行评估。急性全身毒性测试是进行监管危害分类、标签和风险管理的基础。然而,使用传统的啮齿动物急性毒性测试来评估所有新的和现有的化学物质在成本和时间上都是不可行的。使用现有数据构建的模型可以在不使用动物的情况下快速进行急性毒性预测。

目的

美国机构间化学品安全与毒理学替代方法验证协调委员会(ICCVAM)急性毒性工作组组织了一次国际合作,旨在开发基于五个不同终点的预测急性口服毒性的模型:半数致死剂量(LD50)值、美国环境保护署危害(四类)类别、全球化学品统一分类和标签制度危害(五类)类别、极毒化学品()和无毒化学品()。

方法

编制了 11992 种化学物质的急性口服毒性数据清单,将其分为训练集和评估集,并提供给 35 个参与国际研究小组,这些小组共提交了 139 种预测模型。对于属于提交模型适用性范围的预测,使用外部验证集进行评估。然后将这些预测结果合并到共识模型中,以利用各方法的优势。

结果

所得共识预测结果利用了每个单独模型的优势,形成了协作急性毒性建模套件(CATMoS)。与对照结果相比,CATMoS 在准确性和稳健性方面表现出较高的性能。

讨论

CATMoS 正在接受监管机构的评估,以确定其作为替代传统大鼠急性口服毒性研究的效用和适用性。通过国家毒理学计划的综合化学环境工具和数据集(ice.ntp.niehs.nih.gov)提供了对超过 80 万种化学物质的 CATMoS 预测结果。这些模型也被实现为一个免费的、独立的、开源的工具 OPERA 中,允许对新的和未经测试的化学物质进行预测。https://doi.org/10.1289/EHP8495.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验