State Key Laboratory of Pollution Control & Resource Reuse, School of the Environment, Nanjing University, Nanjing 210023, Jiangsu, China.
State Key Laboratory of Pollution Control & Resource Reuse, School of the Environment, Nanjing University, Nanjing 210023, Jiangsu, China; Jiangsu Province Ecology and Environment Protection Key Laboratory of Chemical Safety and Health Risk, Nanjing 210023, China.
J Hazard Mater. 2023 Apr 15;448:130958. doi: 10.1016/j.jhazmat.2023.130958. Epub 2023 Feb 8.
New approach methodologies (NAMs), especially omics-based high-throughput bioassays have been developed rapidly, providing rich mechanistic information such as molecular initiation events (MIEs) and (sub)cellular key events (KEs) in adverse outcome pathways (AOPs). However, how to apply the knowledge of MIEs/KEs to predict adverse outcomes (AOs) induced by chemicals represents a new challenge for computational toxicology. Here, an integrated method named ScoreAOP was developed and evaluated to predict chemicals' developmental toxicity for zebrafish embryos by integrating four related AOPs and dose-dependent reduced zebrafish transcriptome (RZT). The rules of ScoreAOP included 1) sensitivity of responsive KEs demonstrated by point of departure of KEs (POD), 2) evidence reliability and 3) distance between KEs and AOs. Moreover, eleven chemicals with different modes of action (MoAs) were tested to evaluate ScoreAOP. Results showed that eight of the eleven chemicals caused developmental toxicity at tested concentration in apical tests. All the tested chemicals' developmental defects were predicted using ScoreAOP, whereas eight out of the eleven chemicals predicted by ScoreMIE which was developed to score MIEs disturbed by chemicals based on in vitro bioassays data. Finally, in terms of mechanism explanation, ScoreAOP clustered chemicals with different MoAs while ScoreMIE failed, and ScoreAOP revealed the activation of aryl hydrocarbon receptor (AhR) plays a significant role in dysfunction of cardiovascular system, resulting in zebrafish developmental defects and mortality. In conclusion, ScoreAOP represents a promising approach to apply mechanism information obtained from omics to predict AOs induced by chemicals.
新方法学(NAMs),特别是基于组学的高通量生物测定法,已经迅速发展起来,为不良结局途径(AOPs)中的分子起始事件(MIEs)和(亚)细胞关键事件(KEs)提供了丰富的机制信息。然而,如何将 MIEs/KEs 的知识应用于预测化学物质引起的不良结局(AOs),这对计算毒理学来说是一个新的挑战。在这里,开发并评估了一种名为 ScoreAOP 的综合方法,通过整合四个相关的 AOP 和剂量依赖性的减少的斑马鱼转录组(RZT),来预测化学物质对斑马鱼胚胎的发育毒性。ScoreAOP 的规则包括 1)通过关键事件的起点(POD)表现出响应 KEs 的敏感性,2)证据可靠性和 3)KEs 和 AOs 之间的距离。此外,还测试了 11 种具有不同作用模式(MoAs)的化学物质来评估 ScoreAOP。结果表明,在顶极测试中,11 种化学物质中有 8 种在测试浓度下引起了发育毒性。使用 ScoreAOP 预测了所有测试化学物质的发育缺陷,而基于体外生物测定数据评估 MIEs 干扰的 ScoreMIE 预测了 11 种化学物质中的 8 种。最后,就机制解释而言,ScoreAOP 对具有不同 MoAs 的化学物质进行聚类,而 ScoreMIE 则失败了,ScoreAOP 揭示了芳香烃受体(AhR)的激活在心血管系统功能障碍中起着重要作用,导致斑马鱼发育缺陷和死亡。总之,ScoreAOP 代表了一种有前途的方法,可将从组学中获得的机制信息应用于预测化学物质引起的 AOs。