Department of In Vitro Toxicology and Dermato-Cosmetology, Vrije Universiteit Brussel (VUB), 1090 Brussels, Belgium.
Department of Chemical and Physical Health Risks, Sciensano, 1050 Brussels, Belgium.
Chem Res Toxicol. 2024 Mar 18;37(3):465-475. doi: 10.1021/acs.chemrestox.3c00318. Epub 2024 Feb 26.
To modernize genotoxicity assessment and reduce reliance on experimental animals, new approach methodologies (NAMs) that provide human-relevant dose-response data are needed. Two transcriptomic biomarkers, GENOMARK and TGx-DDI, have shown a high classification accuracy for genotoxicity. As these biomarkers were extracted from different training sets, we investigated whether combining the two biomarkers in a human-derived metabolically competent cell line (i.e., HepaRG) provides complementary information for the classification of genotoxic hazard identification and potency ranking. First, the applicability of GENOMARK to TempO-Seq, a high-throughput transcriptomic technology, was evaluated. HepaRG cells were exposed for 72 h to increasing concentrations of 10 chemicals (i.e., eight known genotoxicants and two nongenotoxicants). Gene expression data were generated using the TempO-Seq technology. We found a prediction performance of 100%, confirming the applicability of GENOMARK to TempO-Seq. Classification using TGx-DDI was then compared to GENOMARK. For the chemicals identified as genotoxic, benchmark concentration modeling was conducted to perform potency ranking. The high concordance observed for both hazard classification and potency ranking by GENOMARK and TGx-DDI highlights the value of integrating these NAMs in a weight of evidence evaluation of genotoxicity.
为了实现遗传毒性评估的现代化并减少对实验动物的依赖,需要新的方法学(NAMs)来提供与人相关的剂量反应数据。两个转录组生物标志物,GENOMARK 和 TGx-DDI,已经显示出对遗传毒性具有很高的分类准确性。由于这两个生物标志物来自不同的训练集,我们研究了将这两种生物标志物组合在人源代谢功能细胞系(即 HepaRG)中是否可以为遗传毒性危害识别和效力排名的分类提供补充信息。首先,评估了 GENOMARK 在高通量转录组技术 TempO-Seq 中的适用性。HepaRG 细胞在 72 小时内暴露于 10 种化学物质(即 8 种已知遗传毒性物质和 2 种非遗传毒性物质)的递增浓度下。使用 TempO-Seq 技术生成基因表达数据。我们发现预测性能达到 100%,证实了 GENOMARK 对 TempO-Seq 的适用性。然后将使用 TGx-DDI 的分类与 GENOMARK 进行比较。对于被鉴定为遗传毒性的化学物质,进行了基准浓度建模以进行效力排名。GENOMARK 和 TGx-DDI 在危害分类和效力排名方面的高度一致性突出了在遗传毒性的证据综合评估中整合这些 NAMs 的价值。