2023
DOI: 10.1021/acs.jcim.2c00824
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embryoTox: Using Graph-Based Signatures to Predict the Teratogenicity of Small Molecules

Abstract: Teratogenic drugs can lead to extreme fetal malformation and consequently critically influence the fetus’s health, yet the teratogenic risks associated with most approved drugs are unknown. Here, we propose a novel predictive tool, embryoTox, which utilizes a graph-based signature representation of the chemical structure of a small molecule to predict and classify molecules likely to be safe during pregnancy. embryoTox was trained and validated using in vitro bioactivity data of over 700 small molecules with c… Show more

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Cited by 10 publications
(7 citation statements)
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“…The datasets are internally and externally validated via different cross-validation schemes and low-redundancy blind sets, respectively. The embryoTox (Aljarf et al, 2023) webserver is used to predict and classify molecules which are likely to be safe to use during pregnancy in women. The webserver is trained and validated using in vitro bioactivity data of over 700 small molecules.…”
Section: Methodsmentioning
confidence: 99%
“…The datasets are internally and externally validated via different cross-validation schemes and low-redundancy blind sets, respectively. The embryoTox (Aljarf et al, 2023) webserver is used to predict and classify molecules which are likely to be safe to use during pregnancy in women. The webserver is trained and validated using in vitro bioactivity data of over 700 small molecules.…”
Section: Methodsmentioning
confidence: 99%
“…Therefore, in Silico in Adsorption, Distribution, Metabolism, Excretion, and Toxicity (ADMET) is out-lab experiment as mathematical calculations of Quantitative Structure -Activity Relationship (QSAR) [14]. Several research groups designed online computer simulation websites as free structural based prediction technique of chemical before accessing in complications of experiments and their results [15,16,17].…”
Section: In Silico -Toxicity Predictionmentioning
confidence: 99%
“…In this article, a new Iraqi attempt to present in Silicoonline website prediction of seven chemicals randomly selected from IASJ website related to corrosion inhibitor and introduced in free online Biosig -Lab/ tool website [15,17,18] to get knowledge about their effects on foetus's health (teratogenic risk [17]), cardiac [18]: Arrhythmia, Cardiac Failure, Heart Block, hERG toxicity, Hypertension, and Myocardial Infarction beside honey bee (A. mellifera), mallard and flathead minnow, human health: AMES, rat LD50 and oral chronic toxicities [15] as shown in Figure (1).…”
Section: In Silico -Toxicity Predictionmentioning
confidence: 99%
“…[ 2 ] This process pertains to the capacity of specific substances or agents to induce congenital malformations or anomalies in a developing embryo or fetus upon exposure to them during gestation. [ 3 ] Teratogenicity is frequently linked to chemical or drug exposure, but it can also arise from the ingestion of botanical substances. Botanical products comprise diverse chemical constituents, encompassing innate compounds, secondary metabolites, and probable hazardous substances.…”
Section: Introductionmentioning
confidence: 99%