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Network pharmacology of bioactives from Sorghum bicolor with targets related to diabetes mellitus.
- Source :
-
PloS one [PLoS One] 2020 Dec 31; Vol. 15 (12), pp. e0240873. Date of Electronic Publication: 2020 Dec 31 (Print Publication: 2020). - Publication Year :
- 2020
-
Abstract
- Background: Sorghum bicolor (SB) is rich in protective phytoconstituents with health benefits and regarded as a promising source of natural anti-diabetic substance. However, its comprehensive bioactive compound(s) and mechanism(s) against type-2 diabetes mellitus (T2DM) have not been exposed. Hence, we implemented network pharmacology to identify its key compounds and mechanism(s) against T2DM.<br />Methods: Compounds in SB were explored through GC-MS and screened by Lipinski's rule. Genes associated with the selected compounds or T2DM were extracted from public databases, and the overlapping genes between SB-compound related genes and T2DM target genes were identified using Venn diagram. Then, the networking between selected compounds and overlapping genes was constructed, visualized, and analyzed by RStudio. Finally, affinity between compounds and genes was evaluated via molecular docking.<br />Results: GC-MS analysis of SB detected a total of 20 compounds which were accepted by the Lipinski's rule. A total number of 16 compounds-related genes and T2DM-related genes (4,763) were identified, and 81 overlapping genes between them were selected. Gene set enrichment analysis exhibited that the mechanisms of SB against T2DM were associated with 12 signaling pathways, and the key mechanism might be to control blood glucose level by activating PPAR signaling pathway. Furthermore, the highest affinities were noted between four main compounds and six genes (FABP3-Propyleneglyco monoleate, FABP4-25-Oxo-27-norcholesterol, NR1H3-Campesterol, PPARA-β-sitosterol, PPARD-β-sitosterol, and PPARG-β-sitosterol).<br />Conclusion: Our study overall suggests that the four key compounds detected in SB might ameliorate T2DM severity by activating the PPAR signaling pathway.<br />Competing Interests: The authors have declared that no competing interests exist.
- Subjects :
- Binding Sites
Diabetes Mellitus, Type 2 drug therapy
Diabetes Mellitus, Type 2 genetics
Diabetes Mellitus, Type 2 metabolism
Fatty Acid Binding Protein 3 antagonists & inhibitors
Fatty Acid Binding Protein 3 genetics
Fatty Acid Binding Protein 3 metabolism
Fatty Acid-Binding Proteins antagonists & inhibitors
Fatty Acid-Binding Proteins genetics
Fatty Acid-Binding Proteins metabolism
Hypoglycemic Agents isolation & purification
Hypoglycemic Agents pharmacology
Liver X Receptors antagonists & inhibitors
Liver X Receptors genetics
Liver X Receptors metabolism
Molecular Docking Simulation
PPAR alpha antagonists & inhibitors
PPAR alpha genetics
PPAR alpha metabolism
PPAR delta antagonists & inhibitors
PPAR delta genetics
PPAR delta metabolism
PPAR gamma antagonists & inhibitors
PPAR gamma genetics
PPAR gamma metabolism
Phytochemicals isolation & purification
Phytochemicals pharmacology
Plant Extracts chemistry
Protein Binding
Protein Conformation, alpha-Helical
Protein Conformation, beta-Strand
Protein Interaction Domains and Motifs
Signal Transduction
Sterols isolation & purification
Sterols pharmacology
Structure-Activity Relationship
Gene Expression Regulation drug effects
Gene Regulatory Networks drug effects
Hypoglycemic Agents chemistry
Phytochemicals chemistry
Sorghum chemistry
Sterols chemistry
Subjects
Details
- Language :
- English
- ISSN :
- 1932-6203
- Volume :
- 15
- Issue :
- 12
- Database :
- MEDLINE
- Journal :
- PloS one
- Publication Type :
- Academic Journal
- Accession number :
- 33382706
- Full Text :
- https://doi.org/10.1371/journal.pone.0240873