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A chemical-biological similarity-based grouping of complex substances as a prototype approach for evaluating chemical alternatives

机译:基于化学生物学相似性的复杂物质分组,作为评估化学替代品的原型方法

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Comparative assessment of potential human health impacts is a critical step in evaluating both chemical alternatives and existing products on the market. Most alternatives assessments are conducted on a chemical-by-chemical basis and it is seldom acknowledged that humans are exposed to complex products, not individual substances. Indeed, substances of Unknown or Variable composition, Complex reaction products, and Biological materials (UVCBs) are ubiquitous in commerce yet they present a major challenge for registration and health assessments. Here, we present a comprehensive experimental and computational approach to categorize UVCBs according to global similarities in their bioactivity using a suite of in vitro models. We used petroleum substances, an important group of UVCBs which are grouped for regulatory approval and read-across primarily on physico-chemical properties and the manufacturing process, and only partially based on toxicity data, as a case study. We exposed induced pluripotent stem cell-derived cardiomyocytes and hepatocytes to DMSO-soluble extracts of 21 petroleum substances from five product groups. Concentration-response data from high-content imaging in cardiomyocytes and hepatocytes, as well as targeted high-throughput transcriptomic analysis of the hepatocytes, revealed distinct groups of petroleum substances. Data integration showed that bioactivity profiling affords clustering of petroleum substances in a manner similar to the manufacturing process-based categories. Moreover, we observed a high degree of correlation between bioactivity profiles and physico-chemical properties, as well as improved groupings when chemical and biological data were combined. Altogether, we demonstrate how novel in vitro screening approaches can be effectively utilized in combination with physico-chemical characteristics to group complex substances and enable read-across. This approach allows for rapid and scientifically-informed evaluation of health impacts of both existing substances and their chemical alternatives.
机译:对潜在的人类健康影响进行比较评估是评估化学替代品和市场上现有产品的关键步骤。大多数替代品评估都是在逐个化学的基础上进行的,很少有人承认人类会接触复杂的产品而不是单个物质。实际上,未知或可变成分的物质,复杂的反应产物和生物材料(UVCB)在商业中无处不在,但它们对注册和健康评估提出了重大挑战。在这里,我们提供了一套综合的实验和计算方法,可以使用一套体外模型根据其生物活性的全球相似性对UVCB进行分类。作为案例研究,我们使用了石油物质,这是一组重要的UVCB,它们被分组以进行监管批准,并且主要在理化特性和制造过程上进行透读,并且仅部分基于毒性数据。我们将诱导的多能干细胞衍生的心肌细胞和肝细胞暴露于可溶于五种产品类别的21种石油物质的DMSO可溶性提取物中。来自心肌细胞和肝细胞高含量成像的浓度响应数据,以及针对肝细胞的靶向高通量转录组学分析,揭示了不同的石油物质组。数据集成表明,生物活性分析以类似于基于制造过程的类别的方式提供了石油物质的聚集。此外,我们观察到生物活性谱与理化性质之间的高度相关性,以及化学和生物学数据相结合时分组的改进。总而言之,我们展示了如何结合物理化学特征有效地利用新颖的体外筛选方法来对复杂物质进行分组并实现交叉阅读。这种方法可以对现有物质及其化学替代品对健康的影响进行快速,科学的评估。

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