Publication | Closed Access
Probing the Environmental Toxicity of Deep Eutectic Solvents and Their Components: An In Silico Modeling Approach
174
Citations
83
References
2019
Year
EngineeringChemical AnalysisEnvironmental ToxicityDeep Eutectic SolventsComputational ChemistrySafe DesChemistryChemical ContaminantChemical EngineeringEnvironmental ChemistryChemical SafetyToxicologyAnalytical ChemistryMolecular SimulationMolecular SciencesPredictive ToxicologyGreener SolventsSilico Modeling ApproachEcotoxicologyEnvironmental FateChemical PollutionPharmacologyMolecular ModelingDeep Eutectic SolventMolecular PropertyEnvironmental ToxicologyMedicineChemical KineticsDrug Analysis
Because of the increasing demand of greener solvents, deep eutectic solvents (DES) have just emerged as low-cost alternative solvents for a broad range of applications. However, recent toxicity assay studies showed a non-negligible toxic behavior for these solvents and their components. Alternative in silico-based approaches such as the one proposed here, multitasking-Quantitative Structure Toxicity Relationships (mtk-QSTR), are increasingly used for risk assessment of chemicals to speed up policy decisions. This work reports a mtk-QSTR modeling of 572 DES and their components under multiple experimental conditions. To set up a reliable model from such data, we examined here the use of 0D–2D descriptors along with classification analysis, and the Box–Jenkins approach. This procedure led to a final mtk-QSTR model with high overall accuracy and predictivity (ca. 90%). The model highlights also the crucial role that polarizability, electronegativity, hydrogen-bond donor (HBD), and topological properties play into the DES toxicity. Furthermore, with the help of the derived mtk-QSTR model, 30 different HBD components were ranked on the basis of their toxic contributions to DES. More importantly, the proposed in silico modeling approach is shown to be a valuable tool to mine relevant STR information, therefore guiding the rational design of potentially safe DES.
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