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Guo H, Guo L, Yu J, Zhao F, Yang W, Li J, Chen H, Qian J. Magnetic nanoparticles immobilized thrombin ligand fishing to screen thrombin inhibitors in natural products. J Pharm Biomed Anal 2024; 243:116110. [PMID: 38513498 DOI: 10.1016/j.jpba.2024.116110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 03/12/2024] [Accepted: 03/14/2024] [Indexed: 03/23/2024]
Abstract
In this study, thrombin was immobilized with magnetic particles modified by glutaraldehyde. The changes in secondary structures of immobilized enzyme revealed an increment in conformational rigidity and stability, which can be reflected in temperature and pH stability as well as the tolerance of organic reagents. The optimal reutilization times of magnetic particle immobilized thrombin were 7 times, and the half-life of enzyme activity preserved at room temperature was 5 days, which was 2.5 times higher than that of free enzyme. Ligusticum chuanxiong and Anemarrhenae Rhizoma with high enzyme inhibitory activity were selected for primary screening, and six potential inhibitors of thrombin were identified by HPLC/MS. The results showed that three compounds in Anemarrhenae Rhizoma had better predictive thrombin inhibitory activity. Through the in vitro thrombin activity inhibition experiment, it was also verified that mangiferin and neo-mangiferin had an ideal thrombin activity inhibition effect, which was consistent with the results of molecular docking.
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Affiliation(s)
- Hui Guo
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China.
| | - Lili Guo
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Jianwei Yu
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Fengju Zhao
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Wei Yang
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Jiaxin Li
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Hanqi Chen
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
| | - Junqing Qian
- College of Pharmaceutical Science, Zhejiang University of Technology, Hangzhou 310014, PR China
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Deng Z, Tan X, Guo D, Zhang J, Xu D, Hou X, Wang S, Zhang J, Wei F, Zhang D. MXene-sensitized electrochemiluminescence sensor for thrombin activity detection and inhibitor screening. Mikrochim Acta 2023; 190:328. [PMID: 37495854 DOI: 10.1007/s00604-023-05906-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 07/07/2023] [Indexed: 07/28/2023]
Abstract
Thrombin, a crucial enzyme involved in blood coagulation and associated diseases, requires accurate detection of its activity and screening of inhibitors for clinical diagnosis and drug discovery. To address this, an electrochemiluminescence (ECL) method was developed to detect thrombin activity based on the sensitization of Ti3C2Tx MXene, which could sensitize the Ru(bpy)32+ ECL system greatly. The thrombin-cleavable substrate bio-S-G-R-P-V-L-G-C was used as recognizer to evaluate the activity of thrombin. Under the optimal conditions, the limit of detection for thrombin in serum was 83 pU/mL (S/N = 3) with a linear range from 0.1 nU/mL to 1 µU/mL. Moreover, the developed ECL biosensor was employed to screen for thrombin inhibitors from Artemisiae argyi Folium. Four potential thrombin inhibitors (isoquercitrin, nepetin, L-camphor, L-borneol) were screened out with inhibition rates beyond 50%, among which isoquercitrin had the best inhibition rate of 90.26%. Isoquercitrin and nepetin were found to be competitive inhibitors of thrombin, with [Formula: see text] values of 0.91 μM and 2.18 μM, respectively. Molecular docking results showed that these compounds could interact with the active sites of thrombin through hydrogen bonds including ASP189, SER195, GLY216, and GLY219. The electrochemical biosensor constructed provides a new idea for the detection of thrombin activity and screening of its inhibitors.
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Affiliation(s)
- Zijie Deng
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Xueping Tan
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Dongnan Guo
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Jing Zhang
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Dan Xu
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Xiaofang Hou
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China.
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China.
| | - Sicen Wang
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China.
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China.
| | - Junbo Zhang
- Department of Peripheral Vascular Disease, The First Affiliated Hospital of the Medical College of Xi'an Jiaotong University, 277 Yanta West Road, Xi'an, 710061, China.
| | - Fen Wei
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
| | - Dongdong Zhang
- School of Pharmacy, Health Science Center, Xi'an Jiaotong University, 76 Yanta West Road, Xi'an, 710061, China
- Shaanxi Engineering Research Center of Cardiovascular Drugs Screening and Analysis, Xi'an, 710061, China
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Gosselin RC. Ecarin-Based Methods for Measuring Thrombin Inhibitors. Methods Mol Biol 2023; 2663:355-367. [PMID: 37204723 DOI: 10.1007/978-1-0716-3175-1_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Ecarin is a venom from the saw-scaled viper, Echis carinatus, which catalyzes prothrombin into meizothrombin. This venom is used in several hemostasis laboratory assays, including ecarin clotting time (ECT) and ecarin chromogenic assays (ECA). The use of these ecarin-based assays was first implemented as a tool for monitoring the infusion of a direct thrombin inhibitor, hirudin. Subsequently, this method has been more recently employed for measuring either the pharmacodynamic or pharmacokinetic properties of the oral direct thrombin inhibitor, dabigatran. In this chapter, the procedure for performing manual ECT and automated and manual ECA for measuring thrombin inhibitors is described.
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Affiliation(s)
- Robert C Gosselin
- Thrombosis & Hemostasis Center, University of California, Davis Health System, Sacramento, CA, USA
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Braun G. [Management of bleeding in patients on antithrombotic therapy]. Med Klin Intensivmed Notfmed 2021; 116:491-498. [PMID: 34463792 DOI: 10.1007/s00063-021-00848-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 06/24/2021] [Accepted: 07/12/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND Severe bleeding under antithrombotic therapy is common and challenging in intensive care medicine; on the one hand, rapid bleeding control must be achieved and, on the other hand, thromboembolic complications must be avoided. AIMS The paper will provide a brief overview of direct oral anticoagulants, therapeutic options and precise instructions for dealing with severe bleeding. RESULTS In addition to general measures in direct oral anticoagulant (DOAC)-associated major bleeding, prothrombin complex concentrate (PCC), idarucizumab and andexanet alfa are available as specific antidote therapy. In case of bleeding under heparin therapy, protamine sulfate is available as a possible antidote. CONCLUSIONS In particular, the importance of andexanet alfa in the treatment of factor Xa inhibitor-associated bleeding requires further investigation.
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Affiliation(s)
- Georg Braun
- Intensivzentrum, Medizinische Klinik 3 am Universitätsklinikum Augsburg, Stenglinstr. 2, 86156, Augsburg, Deutschland.
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Zhao J, Zhu L, Zhou W, Yin L, Wang Y, Fan Y, Chen Y, Liu H. In silico Prediction of Inhibitory Constant of Thrombin Inhibitors Using Machine Learning. Comb Chem High Throughput Screen 2018; 21:662-669. [PMID: 30569853 DOI: 10.2174/1386207322666181220130232] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 11/10/2018] [Accepted: 12/10/2018] [Indexed: 11/22/2022]
Abstract
BACKGROUND Thrombin is the central protease of the vertebrate blood coagulation cascade, which is closely related to cardiovascular diseases. The inhibitory constant Ki is the most significant property of thrombin inhibitors. METHOD This study was carried out to predict Ki values of thrombin inhibitors based on a large data set by using machine learning methods. Taking advantage of finding non-intuitive regularities on high-dimensional datasets, machine learning can be used to build effective predictive models. A total of 6554 descriptors for each compound were collected and an efficient descriptor selection method was chosen to find the appropriate descriptors. Four different methods including multiple linear regression (MLR), K Nearest Neighbors (KNN), Gradient Boosting Regression Tree (GBRT) and Support Vector Machine (SVM) were implemented to build prediction models with these selected descriptors. RESULTS The SVM model was the best one among these methods with R2=0.84, MSE=0.55 for the training set and R2=0.83, MSE=0.56 for the test set. Several validation methods such as yrandomization test and applicability domain evaluation, were adopted to assess the robustness and generalization ability of the model. The final model shows excellent stability and predictive ability and can be employed for rapid estimation of the inhibitory constant, which is full of help for designing novel thrombin inhibitors.
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Affiliation(s)
- Junnan Zhao
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Lu Zhu
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Weineng Zhou
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Lingfeng Yin
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Yuchen Wang
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Yuanrong Fan
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Yadong Chen
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
| | - Haichun Liu
- Laboratory of Molecular Design and Drug Discovery, School of Science, China; Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198 Jiangsu, China
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Abstract
OPINION STATEMENT Direct oral anticoagulants (DOAC) are an attractive therapeutic option for anticoagulant treatment in the setting of venous thromboembolism or non-valvular atrial fibrillation. These drugs overall appear to have a lower risk of life-threatening hemorrhage than the vitamin K antagonists. In addition, they demonstrate more predictable and stable pharmacokinetics. Measurement of the degree of anticoagulation is desirable in patients with DOAC-associated hemorrhage, but commonly available coagulation assays show poor sensitivity for degree of DOAC effect. DOAC-specific tests are time consuming and not widely available. All coagulation tests should be interpreted considering the timing of last intake and renal function. When life-threatening bleeding occurs, hemostasis should be restored as rapidly as possible. Non-specific prohemostatic drugs may have a role in DOAC reversal, and specific antidotes are at different stages of development. In this review, we provide a summary of DOAC characteristics and an overview of the different therapeutic options available for DOAC reversal.
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Dong MH, Chen HF, Ren YJ, Shao FM. Molecular modeling studies, synthesis and biological evaluation of dabigatran analogues as thrombin inhibitors. Bioorg Med Chem 2015; 24:73-84. [PMID: 26690913 DOI: 10.1016/j.bmc.2015.11.025] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2015] [Revised: 11/17/2015] [Accepted: 11/20/2015] [Indexed: 11/16/2022]
Abstract
In this work, 48 thrombin inhibitors based on the structural scaffold of dabigatran were analyzed using a combination of molecular modeling techniques. We generated three-dimensional quantitative structure-activity relationship (3D-QSAR) models based on three alignments for both comparative molecular field analysis (CoMFA) and comparative molecular similarity index analysis (CoMSIA) to highlight the structural requirements for thrombin protein inhibition. In addition to the 3D-QSAR study, Topomer CoMFA model also was established with a higher leave-one-out cross-validation q(2) and a non-cross-validation r(2), which suggest that the three models have good predictive ability. The results indicated that the steric, hydrophobic and electrostatic fields play key roles in QSAR model. Furthermore, we employed molecular docking and re-docking simulation explored the binding relationship of the ligand and the receptor protein in detail. Molecular docking simulations identified several key interactions that were also indicated through 3D-QSAR analysis. On the basis of the obtained results, two compounds were designed and predicted by three models, the biological evaluation in vitro (IC50) demonstrated that these molecular models were effective for the development of novel potent thrombin inhibitors.
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Affiliation(s)
- Ming-Hui Dong
- College of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai 201418, China
| | - Hai-Feng Chen
- College of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai 201418, China
| | - Yu-Jie Ren
- College of Chemical and Environmental Engineering, Shanghai Institute of Technology, Shanghai 201418, China.
| | - Fang-Ming Shao
- School of Science, East China University of Science and Technology, Shanghai 200237, China
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Xu T, Lew-Tabor A, Rodriguez-Valle M. Effective inhibition of thrombin by Rhipicephalus microplus serpin-15 (RmS-15) obtained in the yeast Pichia pastoris. Ticks Tick Borne Dis 2015; 7:180-187. [PMID: 26530984 DOI: 10.1016/j.ttbdis.2015.09.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Revised: 09/10/2015] [Accepted: 09/25/2015] [Indexed: 10/22/2022]
Abstract
The cattle tick (Rhipicephalus microplus) affects cattle industries in tropical and subtropical countries because it is the vector of babesiosis and anaplasmosis which constitutes a threat to the health of cattle. During blooding feeding, ticks secrete saliva containing a complex of bioactive molecules into the injured site to evade host's defensive responses. Serine protease inhibitors (serpins) are important anti-haemostatic molecules present in tick saliva that are necessary for a successful blood feeding. Several serpin sequences have been reported in R. microplus but there is a gap of information about their functions during host-parasite interactions. In this study, the RmS-15 expressed in the yeast Pichia pastoris was characterised using kinetic assays and in vitro analysis. The inhibitory enzymatic assays conducted showed that RmS-15 is a physiological inhibitor of thrombin with a stoichiometric inhibition (SI) of 1.5 and high inhibition affinity with ka=9.3±0.5×104M(-1)s(-1). RmS-15 delayed the clotting of plasma in a dose-dependent manner as determined in a recalcification time assay. Significant elevated ELISA titres were observed in tick resistant and susceptible cattle on day 28 after the tick infestation (p<0.001). This data suggests direct contact of RmS-15 with the immune system of the host at the tick-feeding site. The present study contributed to the understanding of the biological functions of R. microplus serpins during host-parasite interactions which contributes to the design of future innovative methods for tick control.
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Affiliation(s)
- Tao Xu
- The University of Queensland, Queensland Alliance for Agriculture & Food Innovation, Qld, Australia
| | - Ala Lew-Tabor
- The University of Queensland, Queensland Alliance for Agriculture & Food Innovation, Qld, Australia; Murdoch University, Centre for Comparative Genomics, Perth, Western Australia 6150, Australia
| | - Manuel Rodriguez-Valle
- The University of Queensland, Queensland Alliance for Agriculture & Food Innovation, Qld, Australia.
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Chakrabarti AK, Patel SJ, Salazar RL, Gopalakrishnan L, Kumar V, Rastogi U, Singh P, Zorkun C, Gibson CM. Newer Pharmaceutical Agents for STEMI Interventions. Interv Cardiol Clin 2012; 1:429-440. [PMID: 28581961 DOI: 10.1016/j.iccl.2012.06.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
ST-elevation myocardial infarction (STEMI) causes 12.6% of deaths worldwide. Treatment strategies involve early revascularization by percutaneous coronary intervention and/or fibrinolytics, with adjunctive pharmacologic therapy. While antiplatelet therapy remains the cornerstone of pharmacologic management, newer antithrombotic therapies are showing benefit in the reduction of long-term thrombotic events following acute vessel occlusion. Future directions in adjunctive STEMI management include the use of hematopoietic stem cell therapy or growth factors to induce proliferation and differentiation of cardiac myocytes.
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Affiliation(s)
- Anjan K Chakrabarti
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Shalin J Patel
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Robert L Salazar
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Lakshmi Gopalakrishnan
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA; Cardiovascular Division, Department of Medicine, PERFUSE Angiographic Core Laboratories, Data Coordinating Center, Beth Israel Deaconess Medical Center, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Varun Kumar
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA; Cardiovascular Division, Department of Medicine, PERFUSE Angiographic Core Laboratories, Data Coordinating Center, Beth Israel Deaconess Medical Center, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Ujjwal Rastogi
- Cardiovascular Division, Department of Medicine, PERFUSE Angiographic Core Laboratories, Data Coordinating Center, Beth Israel Deaconess Medical Center, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Priyamvada Singh
- Cardiovascular Division, Department of Medicine, PERFUSE Angiographic Core Laboratories, Data Coordinating Center, Beth Israel Deaconess Medical Center, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA
| | - Cafer Zorkun
- Cardiovascular Division, Department of Medicine, PERFUSE Angiographic Core Laboratories, Data Coordinating Center, Beth Israel Deaconess Medical Center, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA; Division of Cardiology, Yedikule Education and Research Hospital, Istanbul, Turkey
| | - C Michael Gibson
- Cardiovascular Division, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 185 Pilgrim Road, Deaconess 319, Boston, MA 02215, USA; WikiDoc Foundation (a 509 (a)(1) Charitable Organization), San Francisco, California.
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