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Development of Potential Pharmacological Targets to Normalize Gene Expression in Islets of Type 2 Diabetic Patients
Viridiana Basaldúa-Maciel1, Fernando Martínez-Esquivias2, Juan Manuel Guzman-Flores3
1Doctorado en Biociencias, Centro Universitario de Los Altos, Universidad de Guadalajara, Tepatitlán de Morelos, Jalisco, México.
Background:
Type 2 diabetes (T2D) is a disease of high prevalence that is expected to continue increasing despite the pharmacological treatments available; in most cases, it is difficult to control. Therefore, more research on experimental drugs is necessary to propose better treatments.
Objective:
This study aimed to identify the molecular alterations of pancreatic islets in type 2 diabetes through multi-omics data integration and possible pharmacological targets using bioinformatics methods.
Methods:
In this study, the OmicsNet tool was used to integrate the multi-omics data associated with T2D, and the protein-protein interaction was visualized. Then, gene ontology and KEGG pathways analyses were carried out. Using the DrugRep server, the hub genes obtained underwent a virtual screening with experimental drugs, and twelve experimental drugs were selected to execute the molecular docking by CB-Dock2. Finally, the interactions were displayed in BIOVIA software.
Results:
Our results showed that the main molecular alterations of pancreatic islets in T2D were enzyme binding, mitochondrial metabolism, transcription factors, etc. They were involved in glucose uptake, receptor insulin signaling, and secretion. The molecular docking showed that SRC, AKT1, CREBBP, and HSP90AA1 were therapeutic targets for DB02729, DB04877, DB07970, DB07789, and DB03373.
Conclusion:
We identified some alterations in the pancreas of patients with T2D, ten hub genes, and five experimental drugs that could potentially correct gene expression abnormalities. However, further studies are required to validate these results.
Insights
This study identified molecular changes in pancreatic islets of type 2 diabetes (T2D) patients. Bioinformatics analysis revealed potential drug targets and five experimental drugs to correct gene expression abnormalities in T2D.
Area of Science:
- Genomics and Bioinformatics
- Metabolic Diseases Research
- Pharmacological Target Identification
Background:
- Type 2 diabetes (T2D) is a prevalent and challenging metabolic disorder with increasing incidence.
- Existing pharmacological treatments for T2D often show limited efficacy, necessitating novel therapeutic strategies.
- Understanding the molecular underpinnings of T2D in pancreatic islets is crucial for developing improved treatments.
Purpose of the Study:
- To identify molecular alterations in pancreatic islets associated with T2D.
- To integrate multi-omics data for a comprehensive understanding of T2D pathogenesis.
- To discover potential pharmacological targets and candidate drugs for T2D treatment using bioinformatics.
Main Methods:
- Multi-omics data integration using OmicsNet to analyze T2D-related molecular changes.
- Protein-protein interaction network visualization, gene ontology, and KEGG pathway analysis.
- Virtual screening of experimental drugs against identified hub genes and molecular docking using CB-Dock2.
Main Results:
- Key molecular alterations in T2D pancreatic islets include enzyme binding, mitochondrial metabolism, and transcription factor dysregulation.
- These alterations impact critical pathways such as glucose uptake, insulin signaling, and secretion.
- Molecular docking identified SRC, AKT1, CREBBP, and HSP90AA1 as therapeutic targets for five specific experimental drugs (DB02729, DB04877, DB07970, DB07789, DB03373).
Conclusions:
- The study identified significant molecular alterations in the pancreas of T2D patients.
- Ten hub genes and five experimental drugs were identified as potential therapeutic interventions for T2D.
- Further research is warranted to validate these findings and their clinical applicability.
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