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Tan S, Gong X, Liu H, Yao X. Identification of novel LRRK2 inhibitors by structure-based virtual screening and alchemical free energy calculation. Phys Chem Chem Phys 2024; 26:19775-19786. [PMID: 38984923 DOI: 10.1039/d4cp01762e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/11/2024]
Abstract
The Leucine-rich repeat kinase 2 (LRRK2) target has been identified as a promising drug target for Parkinson's disease (PD) treatment. This study focuses on optimizing the activity of LRRK2 inhibitors using alchemical relative binding free energy (RBFE) calculations. Initially, we assessed various free energy calculation methods across different LRRK2 kinase inhibitor scaffolds. The results indicate that alchemical free energy calculations are promising for prospective predictions on LRRK2 inhibitors, especially for the aminopyrimidine scaffold with an RMSE of 1.15 kcal mol-1 and Rp of 0.83. Following this, we optimized a potent LRRK2 kinase inhibitor identified from previous virtual screenings, featuring a novel scaffold. Guided by RBFE predictions using alchemical methods, this optimization led to the discovery of compound LY2023-001. This compound, with a [1,2,4]triazolo[5,6-b]indole scaffold, exhibited enhanced inhibitory activity against G2019S LRRK2 (IC50 = 12.9 nM). Molecular dynamics (MD) simulations revealed that LY2023-001 formed stable hydrogen bonds with Glu1948, and Ala1950 in the G2019S LRRK2 protein. Additionally, its phenyl substituents engage in strong electrostatic interactions with Lys1906 and van der Waals interactions with Leu1885, Phe1890, Val1893, Ile1933, Met1947, Leu1949, Leu2001, Ala2016, and Asp2017. Our findings underscore the potential of computational methods in the successful optimization of small molecules, offering important insights for the development of novel LRRK2 inhibitors.
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Affiliation(s)
- Shuoyan Tan
- College of Chemistry and Chemical Engineering, Lanzhou University, Lanzhou 730000, China
| | - Xiaoqing Gong
- Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, 999078, China.
| | - Huanxiang Liu
- Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, 999078, China.
| | - Xiaojun Yao
- Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, 999078, China.
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2
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Recent advances in the pharmacological targeting of ubiquitin-regulating enzymes in cancer. Semin Cell Dev Biol 2022; 132:213-229. [PMID: 35184940 DOI: 10.1016/j.semcdb.2022.02.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 02/04/2022] [Accepted: 02/07/2022] [Indexed: 12/15/2022]
Abstract
As a post-translational modification that has pivotal roles in protein degradation, ubiquitination ensures that intracellular proteins act in a precise spatial and temporal manner to regulate diversified cellular processes. Perturbation of the ubiquitin system contributes directly to the onset and progression of a wide variety of diseases, including various subtypes of cancer. This highly regulated system has been for years an active research area for drug discovery that is exemplified by several approved drugs. In this review, we will provide an update of the main breakthrough scientific discoveries that have been leading the clinical development of ubiquitin-targeting therapies in the last decade, with a special focus on E1 and E3 modulators. We will further discuss the unique challenges of identifying new potential therapeutic targets within this ubiquitous and highly complex machinery, based on available crystallographic structures, and explore chemical approaches by which these challenges might be met.
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3
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Zhao G, Liu X, Wang S, Bai Z, Zhang S, Wang Y, Yu H, Xu X. Hydrogen bonding penalty used for virtual screening to discover potent inhibitors for Papain-Like cysteine proteases of SARS-CoV-2. Chem Biol Drug Des 2022; 100:502-514. [PMID: 35792890 PMCID: PMC9349924 DOI: 10.1111/cbdd.14115] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 06/12/2022] [Accepted: 07/03/2022] [Indexed: 11/26/2022]
Abstract
The Papain-Like proteases (PLpro) of SARS-CoV-2 play a crucial role in viral replication and the formation of nonstructural proteins. To find available inhibitors, the 3D structure of PLpro of SARS2 was obtained by homologous modelling, and we used this structure as a target to search for inhibitors through molecular docking and MM/GBSA binding free energy rescoring. A novel hydrogen bonding penalty was applied to the screening process, which meanwhile took desolvation into account. Finally, 61 compounds were acquired and 4 of them with IC50 at micromolar level tested in vitro enzyme activity assay, which includes clinical drugs tegaserod. Considering the importance of crystal water molecules, the 4 compounds were re-docked and considered bound waters in the active site as a part of PLpro. The binding modes of these 4 compounds were further explored with metadynamics simulations. The hits will provide a starting point for future key interactions identified and lead optimization targetting PLpro.
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Affiliation(s)
- Guangjian Zhao
- Key Laboratory of Marine Drugs of Ministry of Education, School of Medicine and PharmacyOcean University of ChinaQingdaoChina
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
| | - Xiaochun Liu
- Key Laboratory of Marine Drugs of Ministry of Education, School of Medicine and PharmacyOcean University of ChinaQingdaoChina
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
| | - Suyun Wang
- Key Laboratory of Special Pathogens and Biosafety, Center for Biosafety Mega‐ScienceWuhan Institute of Virology, Chinese Academy of SciencesWuhanChina
| | - Zhongyue Bai
- Key Laboratory of Marine Drugs of Ministry of Education, School of Medicine and PharmacyOcean University of ChinaQingdaoChina
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
| | - Siyu Zhang
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
- School of Life ScienceLanzhou UniversityLanzhouChina
| | - Yifan Wang
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
- College of Food Science and EngineeringOcean University of ChinaQingdaoChina
| | - Haibo Yu
- School of Chemistry and Molecular BioscienceUniversity of WollongongWollongongNew South WalesAustralia
| | - Ximing Xu
- Key Laboratory of Marine Drugs of Ministry of Education, School of Medicine and PharmacyOcean University of ChinaQingdaoChina
- Pilot National Laboratory for Marine Science and TechnologyCenter for Innovation Marine Drug Screening & EvaluationQingdaoChina
- Marine Biomedical Research Institute of QingdaoQingdaoChina
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Xu X, Wang M, Xu H, Liu N, Chen K, Luo C, Chen S, Chen H. Design, synthesis and biological evaluation of 2-aminopyridine derivatives as USP7 inhibitors. Bioorg Chem 2022; 129:106128. [PMID: 36113266 DOI: 10.1016/j.bioorg.2022.106128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/23/2022] [Accepted: 09/03/2022] [Indexed: 11/02/2022]
Abstract
A series of novel 2-aminopyridine derivatives 1-26 have been designed and synthesized by structural modifications on a lead USP7 inhibitor, GNE6640. All the compounds were evaluated for their USP7 inhibitory activities. The results showed that most of the compounds have good USP7 inhibitory activities at the concentration of 50 μM. Among them, compounds 7, 14 and 21 are the most potential ones from each category with the IC50 values of 7.6 ± 0.1 μM, 17.0 ± 0.2 μM and 11.6 ± 0.5 μM, respectively. Compounds 7 and 21 expressed significant binding interactions with USP7 by surface plasmon resonance (SPR)-based binding assay, but both of them presented moderate antiproliferative activities against HCT116 cells. They could effectively promote MDM2 degradation, p53 stabilization and p21 gene expression in the western blot analysis.
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Affiliation(s)
- Xiaoming Xu
- Key Laboratory of Chemical Biology of Hebei Province, College of Chemistry and Environmental Science, Hebei University, Baoding 071002, China
| | - Mingchen Wang
- The Center for Chemical Biology, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; School of Life Science and Technology, Shanghai Tech University, Shanghai 200031, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Hailong Xu
- Key Laboratory of Chemical Biology of Hebei Province, College of Chemistry and Environmental Science, Hebei University, Baoding 071002, China
| | - Na Liu
- Key Laboratory of Chemical Biology of Hebei Province, College of Chemistry and Environmental Science, Hebei University, Baoding 071002, China
| | - Kaixian Chen
- The Center for Chemical Biology, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; School of Life Science and Technology, Shanghai Tech University, Shanghai 200031, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Cheng Luo
- The Center for Chemical Biology, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; School of Life Science and Technology, Shanghai Tech University, Shanghai 200031, China; University of Chinese Academy of Sciences, Beijing 100049, China; School of Pharmaceutical Science and Technology, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China
| | - Shijie Chen
- The Center for Chemical Biology, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| | - Hua Chen
- Key Laboratory of Chemical Biology of Hebei Province, College of Chemistry and Environmental Science, Hebei University, Baoding 071002, China.
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Zhao H, Yu J, Weng G, Yu J, Wang E, Gao J, Liu H, Hou T, Wang Z, Kang Y. Structural view on the role of the TRD loop in regulating DNMT3A activity: a molecular dynamics study. Phys Chem Chem Phys 2022; 24:15791-15801. [PMID: 35758413 DOI: 10.1039/d2cp02031a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
DNA methyltransferase 3A (DNMT3A) has been regarded as a potential epigenetic target for the development of cancer therapeutics. A number of DNMT3A inhibitors have been reported, but most of them do not have good potency, high selectivity and/or low cytotoxicity. It has been suggested that a non-conserved region around the target recognition domain (TRD) loop is implicated in the DNMT3A activity under the allosteric regulation of the ATRX-DNMT3-DNMT3L (ADD) domain, but the molecular mechanism of the regulation of the TRD loop on the DNMT3A activity needs to be elucidated. In this study, based on the reported crystal structures, the dynamics of the TRD loop in different multimerization with/without the bound guest molecule, namely the ADD domain or the DNA molecule, was investigated using conventional molecular dynamics (MD) and umbrella sampling simulations. The simulation results illustrate that the TRD loop exhibits relatively higher flexibility than the other components in the whole catalytic domain (CD), which could be well stabilized into different local minima through the binding with either the ADD domain or the DNA molecule by forming tight hydrogen-bond and salt-bridge networks involving distinct residues. Moreover, the movement of the TRD loop away from the catalytic loop upon activation could be triggered simply by the detachment of the ADD domain, but not necessarily induced by the ADD domain relocation on the CD. All these dynamic structural details could be a supplement to the previously reported crystal structure, which underlines the importance of the structural flexibility for the critical residues in the TRD loop, arousing more interest in the rational design of novel DNMT3A inhibitors targeting this region.
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Affiliation(s)
- Hong Zhao
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China. .,Alibaba-Zhejiang University Joint Research Center of Future Digital Healthcare, China
| | - Jie Yu
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Gaoqi Weng
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Jiahui Yu
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Ercheng Wang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Junbo Gao
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Huanxiang Liu
- Faculty of Applied Science, Macao Polytechnic University, Macao, SAR, China
| | - Tingjun Hou
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Zhe Wang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
| | - Yu Kang
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China.
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Shahbazi S, Zakerali T. The inhibitory role of benzo-dioxole-piperamide on the phosphorylation process as an NF-Kappa B silencer. Biomed Pharmacother 2021; 145:112471. [PMID: 34852990 DOI: 10.1016/j.biopha.2021.112471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 11/15/2021] [Accepted: 11/23/2021] [Indexed: 11/02/2022] Open
Abstract
NF-κB contributes to the biosynthesis of various chemokines, cytokines, and enzymes. It plays many crucial roles in the upstream neuroinflammatory pathways. Briefly, the inhibitory IkB subunit is cleaved and phosphorylated by the IKK-α/β enzyme. It leads to the activation and translocation of the NF-κB (p50/p65) complex into the nucleus. Subsequently, the activated NF-κB interacts with the genomic DNA and contributes to expressing various proinflammatory cytokines. In the present study, we developed a novel NF-κB inhibitor encoded (D5) and investigated the efficacy of our druggable compound through several in silico, in vitro, and in situ analysis. The results demonstrated that D5 not only inhibited the mRNA expression of the IKK-α/β enzyme (around 86-96% suppression rate for both cell lines at 12 and 24 h time frames) but also by interacting to the active site of the mentioned kinase (dock score -6.14 and binding energy -23.60 kcal/mol) reduced the level of phosphorylated IkB-α in the cytosol around 96-99% and p65 subunit in the nucleus around 73-90% (among all groups in 12 and 24 h time points). Additionally, the results indicated that D5 suppressed the NF-κB target mRNA levels of TNF-α and IL-6 in a total average of around 92%. Overall, The results demonstrated that D5 in a considerably lower concentration than Dis (0.71 µM vs. 52.73 µM) showed significantly higher inhibitory efficacy on NF-κB translocation approx. 200-300%. The results suggested D5 as a potent NF-κB silencer, but further investigations are required to validate our outcomes.
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Affiliation(s)
- Sajad Shahbazi
- Nencki Institute of experimental biology, Warszawa, Poland.
| | - Tara Zakerali
- Nencki Institute of experimental biology, Warszawa, Poland
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Chen Q, Wu Y, Huang Z, Zhang W, Mu W. Molecular Characterization of a Mesophilic Cellobiose 2-Epimerase That Maintains a High Catalytic Efficiency at Low Temperatures. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2021; 69:8268-8275. [PMID: 34231359 DOI: 10.1021/acs.jafc.1c02025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Cellobiose 2-epimerase (CE) can catalyze bioconversion of lactose to its prebiotic derivative epilactose. The catalytic property of a novel CE from Treponema brennaborense (Trbr-CE) was investigated. Trbr-CE showed the highest catalytic efficiency of epimerization toward lactose among all of the previously reported CEs. This enzyme's specific activity could reach as high as 208.5 ± 5.3 U/mg at its optimum temperature, which is 45 °C. More importantly, this enzyme demonstrated a considerably high activity at low temperatures, suggesting Trbr-CE as a promising enzyme for industrial low-temperature production of epilactose. This structurally flexible enzyme exhibited a comparatively high binding affinity toward substrates, which was confirmed by both experimental verification and computational analysis. Molecular dynamics (MD) simulations and binding free energy calculations were applied to provide insights into molecular recognition upon temperature changes. Compared with thermophilic CEs, Trbr-CE presents a more negative enthalpy change and a higher entropy change when the temperature drops.
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Affiliation(s)
- Qiuming Chen
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, Jiangsu, China
| | - Yanchang Wu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, Jiangsu, China
| | - Zhaolin Huang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, Jiangsu, China
| | - Wenli Zhang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, Jiangsu, China
| | - Wanmeng Mu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi 214122, Jiangsu, China
- International Joint Laboratory on Food Safety, Jiangnan University, Wuxi 214122, China
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Ha Y, Jang M, Lee S, Lee JY, Lee WC, Bae S, Kang J, Han M, Kim Y. Identification of inhibitor binding hotspots in Acinetobacter baumannii β-ketoacyl acyl carrier protein synthase III using molecular dynamics simulation. J Mol Graph Model 2020; 100:107669. [PMID: 32659632 DOI: 10.1016/j.jmgm.2020.107669] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 06/01/2020] [Accepted: 06/13/2020] [Indexed: 10/23/2022]
Abstract
Acinetobacter baumannii is a gram-negative bacterium that is rapidly developing drug resistance due to the abuse of antibiotics. The emergence of multidrug-resistant A. baumannii has greatly contributed to the urgency of developing new antibiotics. Previously, we had discovered two potent inhibitors of A. baumannii β-ketoacyl acyl carrier protein synthase III (abKAS III), YKab-4 and YKab-6, which showed potent activity against A. baumannii. In addition, we have reported the crystal structure of abKAS III. In the present study, we investigated the binding between abKAS III and its inhibitors by docking simulation. Molecular dynamics (MD) simulations were performed using docked inhibitor models to identify the hotspot residues related to inhibitor binding. The binding free energies estimated using the MD simulations suggest that residues I198 and F260 of abKAS III serve as the inhibitor binding hotspots. I198, found to be responsible for mediating hydrophobic interactions with inhibitors, had the strongest residual binding energy among all abKAS III residues. We modeled glutamine substitutions of residues I198 and F260 and estimated the relative binding energies of the I198Q and F260Q variants. The results confirmed that I198 and F260 are the key inhibitor binding residues. The roles of the key residues in inhibitor binding, i.e. F260 in the α9 helix and the I198 in the β6β7 loop region, were investigated using principal component analysis (PCA). PCA revealed the structural changes resulting from the abKAS III I198Q and F260Q mutations and described the essential dynamics of the α9 helix. In addition, the results suggest that the β6β7 loop region may act as a gate keeper for ligand binding. Hydrophobic interactions involving I198 and F260 in abKAS III appear to be essential for the binding of the inhibitors YKab-4 and YKab-6. In conclusion, this study provides valuable information for the rational design of antibiotics via the inhibition of abKAS III.
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Affiliation(s)
- Yuna Ha
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, 05029, South Korea
| | - Mihee Jang
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, 05029, South Korea
| | - Sehan Lee
- New Drug Development Center, Daegu Gyeongbuk Medical Innovation Foundation (DGMIF), Daegu, 41061, South Korea
| | - Jee-Young Lee
- New Drug Development Center, Daegu Gyeongbuk Medical Innovation Foundation (DGMIF), Daegu, 41061, South Korea
| | - Woo Cheol Lee
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, 05029, South Korea
| | - Seri Bae
- New Drug Development Center, Daegu Gyeongbuk Medical Innovation Foundation (DGMIF), Daegu, 41061, South Korea
| | - Jihee Kang
- New Drug Development Center, Daegu Gyeongbuk Medical Innovation Foundation (DGMIF), Daegu, 41061, South Korea
| | - Minwoo Han
- New Drug Development Center, Daegu Gyeongbuk Medical Innovation Foundation (DGMIF), Daegu, 41061, South Korea.
| | - Yangmee Kim
- Department of Bioscience and Biotechnology, Konkuk University, Seoul, 05029, South Korea.
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