Analysis of structure-activity and structure-mechanism relationships among thyroid stimulating hormone receptor binding chemicals by leveraging the ToxCast library

被引:2
|
作者
Sahoo, Ajaya Kumar [1 ,2 ]
Baskaran, Shanmuga Priya [1 ,2 ]
Chivukula, Nikhil [1 ,2 ]
Kumar, Kishan [1 ]
Samal, Areejit [1 ,2 ]
机构
[1] Inst Math Sci IMSc, Chennai 600113, India
[2] Homi Bhabha Natl Inst HBNI, Mumbai 400094, India
关键词
ACTIVITY-CLIFFS; SIMILARITY; DIVERSITY; TOXICITY; INDEX; AXIS;
D O I
10.1039/d3ra04452a
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The thyroid stimulating hormone receptor (TSHR) is crucial in thyroid hormone production in humans, and dysregulation in TSHR activation can lead to adverse health effects such as hypothyroidism and Graves' disease. Further, animal studies have shown that binding of endocrine disrupting chemicals (EDCs) with TSHR can lead to developmental toxicity. Hence, several such chemicals have been screened for their adverse physiological effects in human cell lines via high-throughput assays in the ToxCast project. The invaluable data generated by the ToxCast project has enabled the development of toxicity predictors, but they can be limited in their predictive ability due to the heterogeneity in structure-activity relationships among chemicals. Here, we systematically investigated the heterogeneity in structure-activity as well as structure-mechanism relationships among the TSHR binding chemicals from ToxCast. By employing a structure-activity similarity (SAS) map, we identified 79 activity cliffs among 509 chemicals in TSHR agonist dataset and 69 activity cliffs among 650 chemicals in the TSHR antagonist dataset. Further, by using the matched molecular pair (MMP) approach, we find that the resultant activity cliffs (MMP-cliffs) are a subset of activity cliffs identified via the SAS map approach. Subsequently, by leveraging ToxCast mechanism of action (MOA) annotations for chemicals common to both TSHR agonist and TSHR antagonist datasets, we identified 3 chemical pairs as strong MOA-cliffs and 19 chemical pairs as weak MOA-cliffs. In conclusion, the insights from this systematic investigation of the TSHR binding chemicals are likely to inform ongoing efforts towards development of better predictive toxicity models for characterization of the chemical exposome.
引用
收藏
页码:23461 / 23471
页数:11
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