Neuroprotective Effects of Sorghum Polyphenol in Alzheimer’s Disease: In Vitro and In Silico Analyses
Abstract
1. Introduction
2. Materials and Methods
2.1. Reagents
2.2. Sample Preparation
2.2.1. Crude Extraction of Polyphenols
2.2.2. Purification of Crude Polyphenol Extracts
2.3. Peptide Preparation
2.4. Thioflavin T Aggregation Assay
2.5. Cell Viability Assay
2.6. Determination of Intracellular Adenosine Triphosphate Levels
2.7. Live Cell Microscopy
2.8. Antioxidant Enzymes Activities
2.9. Detection of Intracellular Oxidative Stress
2.10. Estimation of Aβ Clearance by Western Blotting
2.11. Next Generation Standard RNA Sequencing
2.12. Validation of Identified Genes Using Bioinformatics Computation
2.12.1. Data Mining
2.12.2. Identification of Critical Targets from AD Database
2.12.3. Drug–Protein Interaction Network
2.12.4. Gene Ontology and Pathway Enrichment Analysis
2.12.5. Protein Preparation
2.12.6. Ligand Training
2.12.7. Docking Method
2.13. Statistical Analysis
3. Results
3.1. Thioflavin T Fluorescence
3.2. CPEs and PPEs Inhibit Aβ-Induced Toxicity in MC-65 Cells
3.3. CPEs and PPEs Restored ATP Levels in MC-65 Cells
3.4. CPEs and PPEs Increased Mitochondrial Activity by Colocalisation in MC-65 Cells
3.5. Effects of CEs and PPEs on Intracellular ROS Production
3.6. CEs and PPEs Enhanced Levels of Catalase and Peroxidase Enzymes
3.7. CEs and PPEs Promote Clearance of Intracellular Amyloid Beta (Aβ)
3.8. Sorghum Polyphenol Extracts Modulate MAPK/NF-κB and Ferroptosis Pathway
3.9. Interaction of Quercetin with MAPK/NF-κB/Ferroptosis Associated Genes
3.9.1. Identification of the Target Genes and Pathways in AD
3.9.2. Quercetin Interacts with AD Associated Genes
3.9.3. Gene Ontologies (GO) and Enriched Analysis of Quercetin Targets in AD
3.9.4. Binding Interaction of Quercetin with Target Genes Using Molecular Docking
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| AD | Alzheimer’s disease |
| ATP | Adenosine triphosphate |
| AU | Arbitrary units |
| Aβ | Amyloid beta |
| BP | Biological Processes |
| C5AR1 | Complement component 5a receptor 1 |
| CAT | Catalase |
| CBS | Crude black sorghum |
| CC | Cellular Components |
| COX-2 | Cyclooxygenase-2 |
| CPEs | Crude polyphenol extracts |
| CRB | Crude red-brown sorghum |
| CRS | Crude red sorghum |
| CTD | Comparative Toxicogenomics Database |
| DMEM | Dulbecco’s modified eagle medium |
| DMSO | Dimethyl sulfoxide |
| FBS | Foetal Bovine serum |
| FSP1 | Ferroptosis suppressor protein 1 |
| GEO | Gene Expression Omnibus |
| GO | Gene ontology |
| HBSS | Hank’s balanced salt solution |
| HFIP | 1,1,1,3,3,3-Hexafluoro-2-propanol |
| JUN | c-Jun N-terminal kinase |
| KEGG | Kyoto Encyclopaedia of Genes and Genomes |
| MAPK | Mitogen-activated protein kinase |
| MF | Molecular Functions |
| MTS | 3-(4,5-dimethylthiazol-2-yl)-5-(3-carboxymethoxyphenyl)-2-(4-sulfophenyl)-2H-tetrazolium) |
| NF-κB | Nuclear Factor Kappa-Light-Chain-Enhancer of Activated B cells |
| PBS | Purified black sorghum |
| PDB | Protein Data Bank |
| PER | Peroxidase |
| PPEs | Purified polyphenol extracts |
| PPP1R15A | Protein phosphatase 1 regulatory subunit 15A |
| PRB | Purified red-brown sorghum |
| PRS | Purified red sorghum |
| ROR2 | Receptor tyrosine kinase-like orphan receptor 2 |
| ROS | Reactive oxygen species |
| RT | Room temperature |
| STITCH | Search tools for interacting chemicals |
| TBS | Tris-buffered saline |
| Tet | Tetracycline |
| Th-T | Thioflavin T |
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Abdulraheem, R.A.; Martins, R.N.; Krishnamoorthy, R.; Alshuniaber, M.A.; Bharadwaj, P.; Li, Z.; Coorey, R.; Jayasena, V.; Johnson, S.K.; Fernando, W.M.A.D.B. Neuroprotective Effects of Sorghum Polyphenol in Alzheimer’s Disease: In Vitro and In Silico Analyses. Nutrients 2026, 18, 2121. https://doi.org/10.3390/nu18132121
Abdulraheem RA, Martins RN, Krishnamoorthy R, Alshuniaber MA, Bharadwaj P, Li Z, Coorey R, Jayasena V, Johnson SK, Fernando WMADB. Neuroprotective Effects of Sorghum Polyphenol in Alzheimer’s Disease: In Vitro and In Silico Analyses. Nutrients. 2026; 18(13):2121. https://doi.org/10.3390/nu18132121
Chicago/Turabian StyleAbdulraheem, Rasheed A., Ralph N. Martins, Rajapandiyan Krishnamoorthy, Mohammad A. Alshuniaber, Prashant Bharadwaj, Zhaoyu Li, Ranil Coorey, Vijay Jayasena, Stuart K. Johnson, and W.M.A.D. Binosha Fernando. 2026. "Neuroprotective Effects of Sorghum Polyphenol in Alzheimer’s Disease: In Vitro and In Silico Analyses" Nutrients 18, no. 13: 2121. https://doi.org/10.3390/nu18132121
APA StyleAbdulraheem, R. A., Martins, R. N., Krishnamoorthy, R., Alshuniaber, M. A., Bharadwaj, P., Li, Z., Coorey, R., Jayasena, V., Johnson, S. K., & Fernando, W. M. A. D. B. (2026). Neuroprotective Effects of Sorghum Polyphenol in Alzheimer’s Disease: In Vitro and In Silico Analyses. Nutrients, 18(13), 2121. https://doi.org/10.3390/nu18132121

