Submitted:
08 May 2024
Posted:
08 May 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Results
2.1. The Expression of PGAM1 Increased in Myocardial Fibrotic Tissue
2.2. Screening of Active Ingredient Targets on PGAM1 through DARTS and In Silico Assay
2.3. Interaction Mode of Baicalin and PGAM1
2.4. Molecular Dynamics Simulation
2.5. Baicalin Inhibits the Activation of Fibroblasts In Vitro
2.6. Baicalin Inhibits ISO-Induced Cardiac Fibrosis in Mice
3. Discussion
4. Material and Methods
4.1. Reagents
4.2. Extraction of Plant Molecules
4.3. Identification of Candidate Ligands of PGAM1
4.4. Bio-Layer Interferometry
4.5. Molecular Dynamics Simulation
4.6. Cell Culture
4.7. Drug Affinity–Responsive Target Stabilization Assay (DARTS)
4.8. Cellular Thermal Shift Assay (CETSA)
4.9. Animals and Treatments
4.10. Immunoblotting Experiments
4.11. Preparation of Recombinant PGAM1 Protein
4.12. Molecular Docking
4.13. Histological Analysis
4.14. Statistical Analysis
5. Conclusion
Supplementary Materials
Data Availability Statement
Author Contributions
Funding
Conflicts of Interest
References
- Zhao, M.; Wang, L.; Wang, M.; Zhou, S.; Lu, Y.; Cui, H.; Racanelli, A.; Zhang, L.; Ye, T.; Ding, B.; Zhang, B.; Yang, J.; Yao, Y., Targeting fibrosis, mechanisms and cilinical trials. Signal transduction targeted therapy 2022, 7, (1), 206.
- López, B.; Ravassa, S.; Moreno, M.U.; José, G.S.; Beaumont, J.; González, A.; Díez, J. Diffuse myocardial fibrosis: mechanisms, diagnosis and therapeutic approaches. Nat. Rev. Cardiol. 2021, 18, 479–498, . [CrossRef]
- Zhao, X.; Kwan, J.Y.Y.; Yip, K.; Liu, P.P.; Liu, F.-F. Targeting metabolic dysregulation for fibrosis therapy. Nat. Rev. Drug Discov. 2019, 19, 57–75, . [CrossRef]
- Bertero, E.; Maack, C., Metabolic remodelling in heart failure. Nature Reviews Cardiology 2018, 15, (8), 457-470.
- Wu, X.; Liu, L.; Zheng, Q.; Ye, H.; Yang, H.; Hao, H.; Li, P. Dihydrotanshinone I preconditions myocardium against ischemic injury via PKM2 glutathionylation sensitive to ROS. Acta Pharm. Sin. B 2023, 13, 113–127, . [CrossRef]
- Wu, X.; Liu, L.; Zheng, Q.; Hao, H.; Ye, H.; Li, P.; Yang, H. Protocatechuic aldehyde protects cardiomycoytes against ischemic injury via regulation of nuclear pyruvate kinase M2. Acta Pharm. Sin. B 2021, 11, 3553–3566, . [CrossRef]
- Hallows, W.C.; Yu, W.; Denu, J.M. Regulation of Glycolytic Enzyme Phosphoglycerate Mutase-1 by Sirt1 Protein-mediated Deacetylation. J. Biol. Chem. 2012, 287, 3850–3858, . [CrossRef]
- Huang, K.; Liang, Q.; Zhou, Y.; Jiang, L.; Gu, W.; Luo, M.; Tang, Y.; Wang, Y.; Lu, W.; Huang, M.; Zhang, S.; Zhuang, G.; Dai, Q.; Shen, Q.; Zhang, J.; Lei, H.; Zhu, L.; Ye, D.; Chen, H.; Zhou, L.; Shen, Y., A Novel Allosteric Inhibitor of Phosphoglycerate Mutase 1 Suppresses Growth and Metastasis of Non-Small-Cell Lung Cancer. Cell metabolism 2019, 30, (6), 1107-1119.e8.
- Al Ashmar, S.; Anlar, G.G.; Krzyslak, H.; Djouhri, L.; Kamareddine, L.; Pedersen, S.; Zeidan, A. Proteomic Analysis of Prehypertensive and Hypertensive Patients: Exploring the Role of the Actin Cytoskeleton. Int. J. Mol. Sci. 2024, 25, 4896, . [CrossRef]
- Hitosugi, T.; Zhou, L.; Elf, S.; Fan, J.; Kang, H.-B.; Seo, J.H.; Shan, C.; Dai, Q.; Zhang, L.; Xie, J.; et al. Phosphoglycerate Mutase 1 Coordinates Glycolysis and Biosynthesis to Promote Tumor Growth. Cancer Cell 2012, 22, 585–600, . [CrossRef]
- Sun, Q.; Li, S.; Wang, Y.; Peng, H.; Zhang, X.; Zheng, Y.; Li, C.; Li, L.; Chen, R.; Chen, X.; Bai, W.; Jiang, X.; Liu, L.; Wei, F.; Wang, B.; Zhang, Y.; Li, H.; Ren, X.; Zhang, H., Phosphoglyceric acid mutase-1 contributes to oncogenic mTOR-mediated tumor growth and confers non-small cell lung cancer patients with poor prognosis. Cell death differentiation 2018, 25, (6), 1160-1173.
- Wu, Y.; Chen, S.; Wen, P.; Wu, M.; Wu, Y.; Mai, M.; Huang, J., PGAM1 deficiency ameliorates myocardial infarction remodeling by targeting TGF-β via the suppression of inflammation, apoptosis and fibrosis. Biochemical biophysical research communications 2021, 534, 933-940.
- Hao, H.; Zheng, X.; Wang, G. Insights into drug discovery from natural medicines using reverse pharmacokinetics. Trends Pharmacol. Sci. 2014, 35, 168–177, . [CrossRef]
- Direito, R.; Barbalho, S.M.; Sepodes, B.; Figueira, M.E. Plant-Derived Bioactive Compounds: Exploring Neuroprotective, Metabolic, and Hepatoprotective Effects for Health Promotion and Disease Prevention. Pharmaceutics 2024, 16, 577, . [CrossRef]
- Wu, X.; Li, X.; Yang, C.; Diao, Y. Target Characterization of Kaempferol against Myocardial Infarction Using Novel In Silico Docking and DARTS Prediction Strategy. Int. J. Mol. Sci. 2021, 22, 12908, . [CrossRef]
- Gallinger, T.L.; Aboagye, S.Y.; Obermann, W.; Weiss, M.; Grünweller, A.; Unverzagt, C.; Williams, D.L.; Schlitzer, M.; Haeberlein, S. First In Silico Screening of Insect Molecules for Identification of Novel Anti-Parasitic Compounds. Pharmaceuticals 2022, 15, 119, . [CrossRef]
- Braga, R.C.; Alves, V.M.; Silva, A.C.; Nascimento, M.N.; Silva, F.C.; Liao, L.M.; Andrade, C.H. Virtual Screening Strategies in Medicinal Chemistry: The State of the Art and Current Challenges. Curr. Top. Med. Chem. 2014, 14, 1899–1912, . [CrossRef]
- Wang, Y.; Wei, Z.; Liu, L.; Cheng, Z.; Lin, Y.; Ji, F.; Gong, W. Crystal structure of human B-type phosphoglycerate mutase bound with citrate. Biochem. Biophys. Res. Commun. 2005, 331, 1207–1215, . [CrossRef]
- Abraham M J , Murtola T , Schulz R ,et al.GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers. Softwarex, 2015, 1-2(C):19-25.
- Van Der Spoel D, Lindahl E, Hess B, Groenhof G, Mark AE, Berendsen HJ. GROMACS: fast, flexible, and free. J Comput Chem. 2005 Dec;26(16):1701-18.
- Garg, M.; Khanna, D. Exploration of pharmacological interventions to prevent isoproterenol-induced myocardial infarction in experimental models. Ther. Adv. Cardiovasc. Dis. 2014, 8, 155–169, . [CrossRef]
- Liu, M.; Li, R.; Wang, M.; Liu, T.; Zhou, Q.; Zhang, D.; Wang, J.; Shen, M.; Ren, X.; Sun, Q. PGAM1 regulation of ASS1 contributes to the progression of breast cancer through the cAMP/AMPK/CEBPB pathway. Mol. Oncol. 2022, 16, 2843–2860, . [CrossRef]
- Atanasov, A.G.; Zotchev, S.B.; Dirsch, V.M.; Supuran, C.T. Natural products in drug discovery: advances and opportunities. Nat. Rev. Drug Discov. 2021, 20, 200–216, doi:10.1038/s41573-020-00114-z.
- Zheng, L.; Luo, M.; Zhou, H.; Chen, J. Natural products from plants and microorganisms: Novel therapeutics for chronic kidney disease via gut microbiota regulation. Front. Pharmacol. 2023, 13, 1068613, . [CrossRef]
- Ajay, A.K.; Chu, P.; Patel, P.; Deban, C.; Roychowdhury, C.; Heda, R.; Halawi, A.; Saad, A.; Younis, N.; Zhang, H.; et al. High-Throughput/High Content Imaging Screen Identifies Novel Small Molecule Inhibitors and Immunoproteasomes as Therapeutic Targets for Chordoma. Pharmaceutics 2023, 15, 1274, . [CrossRef]
- Dong, H.; You, J.; Zhao, Y.; Zheng, D.; Zhong, Y.; Li, G.; Weng, Z.; Luo, H.; Jiang, S. Study on the Characteristics of Small-Molecule Kinase Inhibitors-Related Drug-Induced Liver Injury. Front. Pharmacol. 2022, 13, 838397, . [CrossRef]
- Wang, J.; Wong, Y.; Liao, F., What has traditional Chinese medicine delivered for modern medicine? Expert reviews in molecular medicine 2018, 20, e4.
- Ruyvaran, M.; Zamani, A.; Mohamadian, A.; Zarshenas, M.M.; Eftekhari, M.H.; Pourahmad, S.; Abarghooei, E.F.; Akbari, A.; Nimrouzi, M. Safflower (Carthamus tinctorius L.) oil could improve abdominal obesity, blood pressure, and insulin resistance in patients with metabolic syndrome: A randomized, double-blind, placebo-controlled clinical trial. J. Ethnopharmacol. 2022, 282, 114590, . [CrossRef]
- Chen, J.; Cao, W.; Asare, P.F.; Lv, M.; Zhu, Y.; Li, L.; Wei, J.; Gao, H.; Zhang, H.; Mao, H.; et al. Amelioration of cardiac dysfunction and ventricular remodeling after myocardial infarction by danhong injection are critically contributed by anti-TGF-β-mediated fibrosis and angiogenesis mechanisms. J. Ethnopharmacol. 2016, 194, 559–570, . [CrossRef]
- Xue, X.; Deng, Y.; Wang, J.; Zhou, M.; Liao, L.; Wang, C.; Peng, C.; Li, Y. Hydroxysafflor yellow A, a natural compound from Carthamus tinctorius L with good effect of alleviating atherosclerosis. Phytomedicine 2021, 91, 153694, . [CrossRef]
- Xian, B.; Wang, R.; Jiang, H.; Zhou, Y.; Yan, J.; Huang, X.; Chen, J.; Wu, Q.; Chen, C.; Xi, Z.; Ren, C.; Pei, J., Comprehensive review of two groups of flavonoids in Carthamus tinctorius L. Biomedecine pharmacotherapie 2022, 153, 113462.
- Ru, J.; Li, P.; Wang, J.; Zhou, W.; Li, B.; Huang, C.; Li, P.; Guo, Z.; Tao, W.; Yang, Y.; et al. TCMSP: a database of systems pharmacology for drug discovery from herbal medicines. J. Cheminform. 2014, 6, 13, doi:10.1186/1758-2946-6-13.
- Xu, T.; Chen, W.; Zhou, J.; Dai, J.; Li, Y.; Zhao, Y. NPBS database: a chemical data resource with relational data between natural products and biological sources. Database 2020, 2020, . [CrossRef]
- Zhao, H.; Caflisch, A., Discovery of ZAP70 inhibitors by high-throughput docking into a conformation of its kinase domain generated by molecular dynamics. Bioorganic medicinal chemistry letters 2013, 23, (20), 5721-6.
- Binmujlli, M.A. Radiological and Molecular Analysis of Radioiodinated Anastrozole and Epirubicin as Innovative Radiopharmaceuticals Targeting Methylenetetrahydrofolate Dehydrogenase 2 in Solid Tumors. Pharmaceutics 2024, 16, 616, . [CrossRef]
- Wang, S.-X.; Feng, Y.-N.; Feng, S.; Wu, J.-M.; Zhang, M.; Xu, W.-L.; Zhang, Y.-Y.; Zhu, H.-B.; Xiao, H.; Dong, E.-D. IMM-H007 attenuates isoprenaline-induced cardiac fibrosis through targeting TGFβ1 signaling pathway. Acta Pharmacol. Sin. 2022, 43, 2542–2549, . [CrossRef]
- Liu, Y.; Yang, X.; Gan, J.; Chen, S.; Xiao, Z.; Cao, Y., CB-Dock2: improved protein-ligand blind docking by integrating cavity detection, docking and homologous template fitting. Nucleic acids research 2022, 50, W159-W164.







| Delta (Complex - Receptor - Ligand): | |||||
| Energy Component | Average | SD (Prop.) | SD | SEM(Prop.) | SEM |
| ΔBOND | 0.00 | 0.95 | 0.00 | 0.30 | 0.00 |
| ΔANGLE | 0.00 | 1.18 | 0.00 | 0.37 | 0.00 |
| ΔDIHED | -0.00 | 1.34 | 0.00 | 0.42 | 0.00 |
| ΔVDWAALS | -28.78 | 0.06 | 1.35 | 0.02 | 0.43 |
| ΔEEL | -15.00 | 1.64 | 3.25 | 0.52 | 1.03 |
| Δ1-4 VDW | -0.00 | 0.47 | 0.00 | 0.15 | 0.00 |
| Δ1-4 EEL | 0.00 | 0.81 | 0.00 | 0.26 | 0.00 |
| ΔEGB | 24.74 | 0.09 | 2.89 | 0.03 | 0.91 |
| ΔESURF | -4.04 | 0.10 | 0.27 | 0.03 | 0.09 |
| ΔGGAS | -43.78 | 1.64 | 3.75 | 0.52 | 1.18 |
| ΔGSOLV | 20.70 | 0.13 | 2.98 | 0.04 | 0.94 |
| ΔTOTAL | -23.08 | 1.65 | 2.39 | 0.52 | 0.75 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).