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Evaluating the Reliability of Virtual Screening: Experimental Insights From Flavonoid Library Screen Targeting
Thankavelu Asveda1, Priti Talwar2, Palaniyandi Ravanan1
1Functional Genomics Laboratory, Department of Microbiology, School of Life Sciences, Central University of Tamil Nadu, Thiruvarur, India.
Computer-aided drug discovery shows promise but faces reliability challenges. This study found that while some flavonoids inhibit caspase-3 and protect liver cells, computational docking tools require integrated approaches for accurate virtual screening.
Area of Science:
- Biochemistry
- Pharmacology
- Computational Biology
Background:
- Computer-aided drug discovery (CADD) offers efficient screening of compounds but faces challenges with prediction reliability and false positives.
- Flavonoids are a class of compounds with potential therapeutic applications, but their efficacy requires rigorous validation.
Purpose of the Study:
- To evaluate the reliability of different docking tools for screening flavonoids against caspase-3.
- To identify potent flavonoid inhibitors of caspase-3.
- To assess the protective effects of identified flavonoids in a fatty liver disease model.
Main Methods:
- Screening of 354 flavonoids against caspase-3 using multiple docking tools.
- Comparison of computational predictions with in vitro enzymatic inhibition assays.
- Evaluation of selected flavonoids in cellular models of fatty liver disease.
Main Results:
- No single docking tool demonstrated high predictive accuracy, with consensus strategies showing limited improvement.
- Six lead flavonoid compounds were identified as caspase-3 inhibitors.
- Okanin, Irigenin, and Isoliquiritigenin demonstrated significant protection against liver cell death induced by amiodarone and oleic acid.
Conclusions:
- Individual docking programs have limitations in predicting flavonoid efficacy.
- An integrated computational approach is crucial for enhancing the reliability of virtual screening.
- This study provides a framework for designing effective flavonoid-based caspase inhibitors for liver diseases.
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