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Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study
BACKGROUND: Rheumatoid arthritis (RA) is an autoimmune disease characterized by erosive arthritis, and current treatments for RA fall short of the outcomes expected by clinicians and patients. OBJECTIVES: This study aimed to identify novel therapeutic and prognostic targets in RA at the genomic leve...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9792495/ https://www.ncbi.nlm.nih.gov/pubmed/36582296 http://dx.doi.org/10.3389/fmed.2022.1052792 |
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author | Wang, Xinyu Jiang, Ye Zhou, Pengcheng Lin, Liangxin Yang, Yilin Yang, Qifan Zhang, Jiting Zhu, Dong |
author_facet | Wang, Xinyu Jiang, Ye Zhou, Pengcheng Lin, Liangxin Yang, Yilin Yang, Qifan Zhang, Jiting Zhu, Dong |
author_sort | Wang, Xinyu |
collection | PubMed |
description | BACKGROUND: Rheumatoid arthritis (RA) is an autoimmune disease characterized by erosive arthritis, and current treatments for RA fall short of the outcomes expected by clinicians and patients. OBJECTIVES: This study aimed to identify novel therapeutic and prognostic targets in RA at the genomic level and to screen desirable compounds with potential inhibitory effects on GZMB. METHODS: We performed differential gene analysis on GSE55235 and GSE55457 from Gene Expression Omnibus (GEO) and then obtained the intersection of the two differentially expressed genes (DEGs) lists by drawing Venn diagrams. Then we performed protein-protein interaction (PPI) network analysis, Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis on the DEGs of the intersection. Next, we downloaded the crystal structure of Granzyme B (GZMB). Molecular docking technology was used to screen potential inhibitors of GZMB in subsequent experiments, and we then analyzed the toxicity and water solubility of these potential inhibitors for future drug experiments. Finally, whether the docking of these small molecules with GZMB is stable is tested by molecular dynamics. RESULTS: A total of 352 mutual DEGs were identified. Twenty hub genes were obtained according to PPI network analysis, among which the GZMB gene attracted the attention of our research. Three potent natural compounds, ZINC000004557101, ZINC000012495776, and ZINC000038143593, bound to GZMB, show better binding affinity. Furthermore, they are predicted to own low Ames mutagenicity, developmental toxicity potential, rodent carcinogenicity, and high tolerance to cytochrome P4502D6. Molecular dynamics simulations show that ZINC000004557101 and GZMB have more advantageous potential energy and can exist stably in a natural environment. Moreover, we finally verified the inhibitory effect of ZINC000004557101 on granzyme B by 3-(4,5-Dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay and Western blotting experiment. CONCLUSION: RA patients showed increased GZMB expression. ZINC000004557101 is a potential drug targeting GZMB for treating RA. |
format | Online Article Text |
id | pubmed-9792495 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97924952022-12-28 Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study Wang, Xinyu Jiang, Ye Zhou, Pengcheng Lin, Liangxin Yang, Yilin Yang, Qifan Zhang, Jiting Zhu, Dong Front Med (Lausanne) Medicine BACKGROUND: Rheumatoid arthritis (RA) is an autoimmune disease characterized by erosive arthritis, and current treatments for RA fall short of the outcomes expected by clinicians and patients. OBJECTIVES: This study aimed to identify novel therapeutic and prognostic targets in RA at the genomic level and to screen desirable compounds with potential inhibitory effects on GZMB. METHODS: We performed differential gene analysis on GSE55235 and GSE55457 from Gene Expression Omnibus (GEO) and then obtained the intersection of the two differentially expressed genes (DEGs) lists by drawing Venn diagrams. Then we performed protein-protein interaction (PPI) network analysis, Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis on the DEGs of the intersection. Next, we downloaded the crystal structure of Granzyme B (GZMB). Molecular docking technology was used to screen potential inhibitors of GZMB in subsequent experiments, and we then analyzed the toxicity and water solubility of these potential inhibitors for future drug experiments. Finally, whether the docking of these small molecules with GZMB is stable is tested by molecular dynamics. RESULTS: A total of 352 mutual DEGs were identified. Twenty hub genes were obtained according to PPI network analysis, among which the GZMB gene attracted the attention of our research. Three potent natural compounds, ZINC000004557101, ZINC000012495776, and ZINC000038143593, bound to GZMB, show better binding affinity. Furthermore, they are predicted to own low Ames mutagenicity, developmental toxicity potential, rodent carcinogenicity, and high tolerance to cytochrome P4502D6. Molecular dynamics simulations show that ZINC000004557101 and GZMB have more advantageous potential energy and can exist stably in a natural environment. Moreover, we finally verified the inhibitory effect of ZINC000004557101 on granzyme B by 3-(4,5-Dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay and Western blotting experiment. CONCLUSION: RA patients showed increased GZMB expression. ZINC000004557101 is a potential drug targeting GZMB for treating RA. Frontiers Media S.A. 2022-12-13 /pmc/articles/PMC9792495/ /pubmed/36582296 http://dx.doi.org/10.3389/fmed.2022.1052792 Text en Copyright © 2022 Wang, Jiang, Zhou, Lin, Yang, Yang, Zhang and Zhu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Wang, Xinyu Jiang, Ye Zhou, Pengcheng Lin, Liangxin Yang, Yilin Yang, Qifan Zhang, Jiting Zhu, Dong Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title | Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title_full | Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title_fullStr | Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title_full_unstemmed | Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title_short | Effective natural inhibitors targeting granzyme B in rheumatoid arthritis by computational study |
title_sort | effective natural inhibitors targeting granzyme b in rheumatoid arthritis by computational study |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9792495/ https://www.ncbi.nlm.nih.gov/pubmed/36582296 http://dx.doi.org/10.3389/fmed.2022.1052792 |
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