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Modeling Kaempferol as a Potential Pharmacological Agent for COVID-19/PF Co-Occurrence Based on Bioinformatics and System Pharmacological Tools
by
Jiang, Yong
, Lin, Xue-Ying
, Zhuang, Hong-Fa
, Li, Hang
, Zhan, Shao-Feng
, Liu, Xiao-Hong
, Yao, Kai-Nan
, Peng, Chen-Wen
, Huang, Xiu-Fang
, Huang, Hui-Ting
, Xie, Yi-Zi
in
1-Phosphatidylinositol 3-kinase
/ AKT protein
/ AKT1 protein
/ Antiviral agents
/ bioinformatic analysis
/ Bioinformatics
/ co-occurrence
/ Comorbidity
/ Coronaviruses
/ COVID-19
/ Disease
/ Drug development
/ Drug resistance
/ Dyspnea
/ Epidermal growth factor receptors
/ Fibrosis
/ Genes
/ Genomes
/ Global health
/ Growth factors
/ Hypoxia-inducible factor 1
/ Interleukin 17
/ Kaempferol
/ Lung diseases
/ MAP kinase
/ Molecular modelling
/ Natural products
/ Ontology
/ Oxidative stress
/ Pharmacology
/ Phosphatidylinositol 4,5-diphosphate
/ Protein interaction
/ Protein-serine/threonine kinase
/ Proteins
/ Pulmonary fibrosis
/ Severe acute respiratory syndrome coronavirus 2
/ Signal transduction
/ system pharmacology
/ Toll-like receptors
/ Transcription factors
/ Tumor necrosis factor
2022
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Modeling Kaempferol as a Potential Pharmacological Agent for COVID-19/PF Co-Occurrence Based on Bioinformatics and System Pharmacological Tools
by
Jiang, Yong
, Lin, Xue-Ying
, Zhuang, Hong-Fa
, Li, Hang
, Zhan, Shao-Feng
, Liu, Xiao-Hong
, Yao, Kai-Nan
, Peng, Chen-Wen
, Huang, Xiu-Fang
, Huang, Hui-Ting
, Xie, Yi-Zi
in
1-Phosphatidylinositol 3-kinase
/ AKT protein
/ AKT1 protein
/ Antiviral agents
/ bioinformatic analysis
/ Bioinformatics
/ co-occurrence
/ Comorbidity
/ Coronaviruses
/ COVID-19
/ Disease
/ Drug development
/ Drug resistance
/ Dyspnea
/ Epidermal growth factor receptors
/ Fibrosis
/ Genes
/ Genomes
/ Global health
/ Growth factors
/ Hypoxia-inducible factor 1
/ Interleukin 17
/ Kaempferol
/ Lung diseases
/ MAP kinase
/ Molecular modelling
/ Natural products
/ Ontology
/ Oxidative stress
/ Pharmacology
/ Phosphatidylinositol 4,5-diphosphate
/ Protein interaction
/ Protein-serine/threonine kinase
/ Proteins
/ Pulmonary fibrosis
/ Severe acute respiratory syndrome coronavirus 2
/ Signal transduction
/ system pharmacology
/ Toll-like receptors
/ Transcription factors
/ Tumor necrosis factor
2022
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Modeling Kaempferol as a Potential Pharmacological Agent for COVID-19/PF Co-Occurrence Based on Bioinformatics and System Pharmacological Tools
by
Jiang, Yong
, Lin, Xue-Ying
, Zhuang, Hong-Fa
, Li, Hang
, Zhan, Shao-Feng
, Liu, Xiao-Hong
, Yao, Kai-Nan
, Peng, Chen-Wen
, Huang, Xiu-Fang
, Huang, Hui-Ting
, Xie, Yi-Zi
in
1-Phosphatidylinositol 3-kinase
/ AKT protein
/ AKT1 protein
/ Antiviral agents
/ bioinformatic analysis
/ Bioinformatics
/ co-occurrence
/ Comorbidity
/ Coronaviruses
/ COVID-19
/ Disease
/ Drug development
/ Drug resistance
/ Dyspnea
/ Epidermal growth factor receptors
/ Fibrosis
/ Genes
/ Genomes
/ Global health
/ Growth factors
/ Hypoxia-inducible factor 1
/ Interleukin 17
/ Kaempferol
/ Lung diseases
/ MAP kinase
/ Molecular modelling
/ Natural products
/ Ontology
/ Oxidative stress
/ Pharmacology
/ Phosphatidylinositol 4,5-diphosphate
/ Protein interaction
/ Protein-serine/threonine kinase
/ Proteins
/ Pulmonary fibrosis
/ Severe acute respiratory syndrome coronavirus 2
/ Signal transduction
/ system pharmacology
/ Toll-like receptors
/ Transcription factors
/ Tumor necrosis factor
2022
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Modeling Kaempferol as a Potential Pharmacological Agent for COVID-19/PF Co-Occurrence Based on Bioinformatics and System Pharmacological Tools
Journal Article
Modeling Kaempferol as a Potential Pharmacological Agent for COVID-19/PF Co-Occurrence Based on Bioinformatics and System Pharmacological Tools
2022
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Overview
Objective: People suffering from coronavirus disease 2019 (COVID-19) are prone to develop pulmonary fibrosis (PF), but there is currently no definitive treatment for COVID-19/PF co-occurrence. Kaempferol with promising antiviral and anti-fibrotic effects is expected to become a potential treatment for COVID-19 and PF comorbidities. Therefore, this study explored the targets and molecular mechanisms of kaempferol against COVID-19/PF co-occurrence by bioinformatics and network pharmacology. Methods: Various open-source databases and Venn Diagram tool were applied to confirm the targets of kaempferol against COVID-19/PF co-occurrence. Protein-protein interaction (PPI), MCODE, key transcription factors, tissue-specific enrichment, molecular docking, Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were used to clarify the influential molecular mechanisms of kaempferol against COVID-19 and PF comorbidities. Results: 290 targets and 203 transcription factors of kaempferol against COVID-19/PF co-occurrence were captured. Epidermal growth factor receptor (EGFR), proto-oncogene tyrosine-protein kinase SRC (SRC), mitogen-activated protein kinase 3 (MAPK3), mitogen-activated protein kinase 1 (MAPK1), mitogen-activated protein kinase 8 (MAPK8), RAC-alpha serine/threonine-protein kinase (AKT1), transcription factor p65 (RELA) and phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit alpha isoform (PIK3CA) were identified as the most critical targets, and kaempferol showed effective binding activities with the above critical eight targets. Further, anti-COVID-19/PF co-occurrence effects of kaempferol were associated with the regulation of inflammation, oxidative stress, immunity, virus infection, cell growth process and metabolism. EGFR, interleukin 17 (IL-17), tumor necrosis factor (TNF), hypoxia inducible factor 1 (HIF-1), phosphoinositide 3-kinase/AKT serine/threonine kinase (PI3K/AKT) and Toll-like receptor signaling pathways were identified as the key anti-COVID-19/PF co-occurrence pathways. Conclusion: Kaempferol is a candidate treatment for COVID-19/PF co-occurrence. The underlying mechanisms may be related to the regulation of critical targets (EGFR, SRC, MAPK3, MAPK1, MAPK8, AKT1, RELA, PIK3CA and so on) and EGFR, IL-17, TNF, HIF-1, PI3K/AKT and Toll-like receptor signaling pathways. This study contributes to guiding development of new drugs for COVID-19 and PF comorbidities.
Publisher
Frontiers Media SA,Frontiers Media S.A
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