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Published on: January 5, 2017
Topological virtual screening: a way to find new compounds active in ulcerative colitis by inhibiting NF-κB
María Gálvez-Llompart1, María C Recio, Ramón García-Domenech
1Molecular Connectivity and Drug Design Research Unit, Department of Physical Chemistry, Faculty of Pharmacy, University of Valencia, Avda. VA Estellés, s/n, 46100 Burjassot, Valencia, Spain.
Abstract:
Ulcerative colitis and Crohn's disease are chronic, immune-mediated inflammatory diseases of the gastrointestinal tract. Nuclear Factor Kappa B (NF-κB) is a transcription factor that plays a key role in regulating expression of multiple inflammatory and immune genes. In this study, a Topological Virtual Screening study has been carried out to achieve a model capable of finding new compounds active in ulcerative colitis by inhibiting NF-κB. Different topological indices were used as structural descriptors, and their relation to biological activity was determined using linear discriminant analysis. A topological model consisting of two discriminant functions was built up. The first function focused in the discrimination between NF-κB active and inactive compounds, and the second one in distinguishing between compounds active and inactive on ulcerative colitis. The model was then applied sequentially to a large database of compounds with unknown activity. Twenty-eight of such compounds were predicted to be active and selected for in vitro and in vivo testing.
Insights
This study developed a computational model to identify new ulcerative colitis treatments by targeting Nuclear Factor Kappa B (NF-κB). The model successfully predicted 28 compounds for further testing, offering a promising avenue for inflammatory bowel disease research.
Area of Science:
- Pharmacology
- Computational Chemistry
- Immunology
Background:
- Ulcerative colitis and Crohn's disease are chronic gastrointestinal inflammatory conditions.
- Nuclear Factor Kappa B (NF-κB) is a key regulator of inflammatory and immune gene expression.
Purpose of the Study:
- To develop a predictive model for identifying novel compounds that inhibit NF-κB activity.
- To discover new therapeutic agents for ulcerative colitis by targeting NF-κB.
Main Methods:
- Topological Virtual Screening was employed using topological indices as structural descriptors.
- Linear discriminant analysis was used to build a model relating structural features to biological activity.
- A two-function discriminant model was constructed to differentiate NF-κB active/inactive and ulcerative colitis active/inactive compounds.
Main Results:
- A topological model was successfully developed with two discriminant functions.
- The model effectively discriminated between compounds based on NF-κB and ulcerative colitis activity.
- Twenty-eight novel compounds were predicted to be active and selected for experimental validation.
Conclusions:
- Topological Virtual Screening provides an effective computational approach for discovering new ulcerative colitis therapeutics.
- The developed model shows potential for identifying drug candidates that inhibit NF-κB.
- Further in vitro and in vivo studies are warranted for the 28 selected compounds.
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