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Updated: Jan 22, 2026

In Silico Modeling Method for Computational Aquatic Toxicology of Endocrine Disruptors: A Software-Based Approach Using QSAR Toolbox
Published on: August 28, 2019
An Approach for Using In Vitro and In Silico Data to Identify Pharmaceuticals with Potential (Anti-)Estrogenic
Caroline Lucia Pinto1,2, Raanan A Bloom2, James P Laurenson2
1Oak Ridge Institute for Science and Education, Oak Ridge, Tennessee, USA.
This study developed a method to screen pharmaceuticals for their potential to disrupt the endocrine system in aquatic vertebrates. It identified numerous drugs that may interact with estrogen receptors (ERs) at environmentally relevant concentrations.
Area of Science:
- Environmental Toxicology
- Endocrinology
- Pharmacology
Background:
- Endocrine-active pharmaceuticals pose risks to aquatic vertebrates due to conserved hormone receptor structures.
- Assessing environmental impacts of pharmaceuticals is crucial for regulatory review.
- Estrogen receptors (ERs) are key targets for endocrine disruption.
Purpose of the Study:
- To develop and demonstrate a screening approach for pharmaceuticals based on ER interaction.
- To prioritize drugs with potential endocrine-disrupting activity in aquatic organisms.
- To evaluate ER agonist and antagonist potential at environmentally relevant concentrations.
Main Methods:
- Utilized Tox21 in vitro assay data for 1123 pharmaceuticals.
- Employed in silico predictions from CERAPP models for an additional 170 pharmaceuticals.
- Calculated Estrogenic Effect Ratio (EER) and Anti-Estrogenic Effect Ratio (AEER) using AC50 and estimated fish tissue concentrations.
Main Results:
- Identified 73 pharmaceuticals as ER agonists and 127 as ER antagonists.
- Confirmed known ER agonists (e.g., estradiol) and antagonists (e.g., raloxifene) with EERs/AEERs > 1.
- Detected four pharmaceuticals with EERs and six with AEERs between 0.1 and 1.
Conclusions:
- The developed approach effectively screens pharmaceuticals for ER interaction potential.
- This method aids in prioritizing drugs needing environmental assessment.
- It supports regulatory decisions for pharmaceuticals that may disrupt vertebrate endocrine systems.
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