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Jiménez A, Merino MJ, Parras J, Zazo S. Explainable drug repurposing via path based knowledge graph completion. Sci Rep 2024; 14:16587. [PMID: 39025897 PMCID: PMC11258358 DOI: 10.1038/s41598-024-67163-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 07/09/2024] [Indexed: 07/20/2024] Open
Abstract
Drug repurposing aims to find new therapeutic applications for existing drugs in the pharmaceutical market, leading to significant savings in time and cost. The use of artificial intelligence and knowledge graphs to propose repurposing candidates facilitates the process, as large amounts of data can be processed. However, it is important to pay attention to the explainability needed to validate the predictions. We propose a general architecture to understand several explainable methods for graph completion based on knowledge graphs and design our own architecture for drug repurposing. We present XG4Repo (eXplainable Graphs for Repurposing), a framework that takes advantage of the connectivity of any biomedical knowledge graph to link compounds to the diseases they can treat. Our method allows methapaths of different types and lengths, which are automatically generated and optimised based on data. XG4Repo focuses on providing meaningful explanations to the predictions, which are based on paths from compounds to diseases. These paths include nodes such as genes, pathways, side effects, or anatomies, so they provide information about the targets and other characteristics of the biomedical mechanism that link compounds and diseases. Paths make predictions interpretable for experts who can validate them and use them in further research on drug repurposing. We also describe three use cases where we analyse new uses for Epirubicin, Paclitaxel, and Predinisone and present the paths that support the predictions.
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Affiliation(s)
- Ana Jiménez
- Information Processing and Telecommunications Center, Universidad Politécnica de Madrid, ETSI Telecomunicación, Avda. Complutense, 30, 28040, Madrid, Spain
| | - María José Merino
- Information Processing and Telecommunications Center, Universidad Politécnica de Madrid, ETSI Telecomunicación, Avda. Complutense, 30, 28040, Madrid, Spain
| | - Juan Parras
- Information Processing and Telecommunications Center, Universidad Politécnica de Madrid, ETSI Telecomunicación, Avda. Complutense, 30, 28040, Madrid, Spain.
| | - Santiago Zazo
- Information Processing and Telecommunications Center, Universidad Politécnica de Madrid, ETSI Telecomunicación, Avda. Complutense, 30, 28040, Madrid, Spain
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Ahmad S, Lambuk L, Ahmed N, Mussa A, Tee V, Mohd Idris RA, Sahran NF, Chan YY, Hassan R, Lee YY, Mohamud R. Efficacy and safety of nab-paclitaxel in metastatic gastric cancer: a meta-analysis. Nanomedicine (Lond) 2023; 18:1733-1744. [PMID: 37982749 DOI: 10.2217/nnm-2022-0300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2023] Open
Abstract
Background: Nab-paclitaxel is formulated to address several limitations of paclitaxel. Methods: A systematic review was done of several databases and a meta-analysis with a random-effects model was conducted to assess the efficacy and safety of nab-paclitaxel in metastatic gastric cancer (MGC). Results: Included studies revealed that nab-paclitaxel provides a 30.4% overall response rate and 65.7% disease control rate in MGC patients. The overall survival was 9.65 months and progression-free survival was 4.48 months, associated with the treatment line and regimen. The highest incidence of grade 3 and higher treatment-related adverse events was for neutropenia (29.9%). Conclusion: Nab-paclitaxel provides better disease response and longer survival with manageable side effects in MGC compared with paclitaxel.
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Affiliation(s)
- Suhana Ahmad
- Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Lidawani Lambuk
- Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Naveed Ahmed
- Department of Medical Microbiology & Parasitology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Ali Mussa
- Department of Haematology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
- Department of Biology, Omdurman Islamic University, 14415, Omdurman, Sudan
| | - Vincent Tee
- Department of Internal Medicine, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Ros Akmal Mohd Idris
- Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Nur Fazimah Sahran
- Department of Internal Medicine, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Yean Yean Chan
- Department of Medical Microbiology & Parasitology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Rosline Hassan
- Department of Haematology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Yeong Yeh Lee
- Department of Internal Medicine, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
- GI Function & Motility Unit, Hospital Universiti Sains Malaysia, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
| | - Rohimah Mohamud
- Department of Immunology, School of Medical Sciences, Universiti Sains Malaysia, 16150, Kubang Kerian, Kelantan, Malaysia
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Gangannapalle M, Shahnoor H, Sattar L, Nagi TK, Al-Tekreeti M, Khan MW, Haseeb MD, Khan A. Nanoparticle Albumin‑Bound Paclitaxel and Solvent-Based Paclitaxel as Chemotherapy Options for Patients With Advanced Gastric Cancer: A Systematic Review and Meta-Analysis. Cureus 2023; 15:e41711. [PMID: 37575705 PMCID: PMC10414548 DOI: 10.7759/cureus.41711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/11/2023] [Indexed: 08/15/2023] Open
Abstract
The aim of this study is to assess and compare the effectiveness and safety of nanoparticle albumin-bound paclitaxel (nab-PTX) and solvent-based PTX (sb-PTX) as treatment options for advanced gastric cancer. This meta-analysis was reported according to the Preferred Reporting Items for Systematic Review and Meta-Analysis (PRISMA) guidelines. We carried out a comprehensive search of PubMed, Google Scholar, and EMBASE from inception to June 15, 2023. The search strategy included the following keywords: "Nanoparticle albumin-bound paclitaxel," "solvent-based paclitaxel," and "advanced gastric cancer," along with their synonyms and medical subject heading (MeSH) terms. In this meta-analysis, the primary outcome was the comparison of overall survival and progression-free survival between the two groups. For safety purposes, we compared the risk of hematological and non-hematological events between the two groups. Four studies were included in this meta-analysis enrolling 1052 patients (483 received nb-PTX and 569 received sb-PTX). In terms of efficacy, nab-PTX showed favorable trends in overall survival and progression-free survival, despite no statistically significant differences being reported. The subgroup meta-analysis showed that nab-PTX seemed to have a better effect on peritoneal metastasis compared to sb-PTX. Regarding safety, the number of patients with neutropenia and leucopenia was significantly higher in the nab-PTX group compared to the sb-PTX group. However, the difference was statistically insignificant. Future research should focus on conducting more robust studies to further validate these findings and establish a stronger evidence base for the use of nab-PTX in this patient population.
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Affiliation(s)
| | - Husna Shahnoor
- Internal Medicine, Deccan College of Medical Sciences, Hyderabad, IND
| | - Lubna Sattar
- Medicine, Shadan Institute of Medical Sciences, Hyderabad, IND
| | - Talwinder K Nagi
- Internal Medicine, Florida Atlantic University Charles E. Schmidt College of Medicine, Boca Raton, USA
| | | | | | | | - Areeba Khan
- Critical Care Medicine, United Medical and Dental College, Karachi, PAK
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Zhang L, Aragon-Sanabria V, Aditya A, Marelli M, Cao T, Chen F, Yoo B, Ma K, Zhuang L, Cailleau T, Masterson L, Turker MZ, Lee R, DeLeon G, Monette S, Colombo R, Christie RJ, Zanzonico P, Wiesner U, Subramony JA, Bradbury MS. Engineered Ultrasmall Nanoparticle Drug-Immune Conjugates with "Hit and Run" Tumor Delivery to Eradicate Gastric Cancer. ADVANCED THERAPEUTICS 2023; 6:2200209. [PMID: 37007587 PMCID: PMC10061546 DOI: 10.1002/adtp.202370009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/12/2023]
Abstract
Despite advances by recently approved antibody-drug conjugates in treating advanced gastric cancer patients, substantial limitations remain. Here, several key obstacles are overcome by developing a first-in-class ultrasmall (sub-8-nanometer (nm)) anti-human epidermal growth factor receptor 2 (HER2)-targeting drug-immune conjugate nanoparticle therapy. This multivalent fluorescent core-shell silica nanoparticle bears multiple anti-HER2 single-chain variable fragments (scFv), topoisomerase inhibitors, and deferoxamine moieties. Most surprisingly, drawing upon its favorable physicochemical, pharmacokinetic, clearance, and target-specific dual-modality imaging properties in a "hit and run" approach, this conjugate eradicated HER2-expressing gastric tumors without any evidence of tumor regrowth, while exhibiting a wide therapeutic index. Therapeutic response mechanisms are accompanied by the activation of functional markers, as well as pathway-specific inhibition. Results highlight the potential clinical utility of this molecularly engineered particle drug-immune conjugate and underscore the versatility of the base platform as a carrier for conjugating an array of other immune products and payloads.
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Affiliation(s)
- Li Zhang
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Virginia Aragon-Sanabria
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Anusha Aditya
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Marcello Marelli
- AstraZeneca, One MedImmune Way, Gaithersburg, MD 20878, United States
| | - Tianye Cao
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Feng Chen
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Barney Yoo
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Chemistry, Hunter College, New York, NY 10065, USA
| | - Kai Ma
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Materials Science & Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Li Zhuang
- AstraZeneca, One MedImmune Way, Gaithersburg, MD 20878, United States
| | - Thais Cailleau
- AstraZeneca, Spirogen, QMB Innovation Centre, 42 New Road, London E1 2AX, UK
| | - Luke Masterson
- AstraZeneca, Spirogen, QMB Innovation Centre, 42 New Road, London E1 2AX, UK
| | - Melik Z Turker
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Materials Science & Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Rachel Lee
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Materials Science & Engineering, Cornell University, Ithaca, NY 14853, USA
| | - Gabriel DeLeon
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Sebastien Monette
- Laboratory of Comparative Pathology, Sloan Kettering Institute for Cancer Research, Weill Cornell Medicine, The Rockefeller University, New York, NY 10065, USA
| | - Raffaele Colombo
- AstraZeneca, One MedImmune Way, Gaithersburg, MD 20878, United States
| | - Ronald J Christie
- AstraZeneca, One MedImmune Way, Gaithersburg, MD 20878, United States
| | - Pat Zanzonico
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Medical Physics, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
| | - Ulrich Wiesner
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Department of Materials Science & Engineering, Cornell University, Ithaca, NY 14853, USA
- Kavli Institute at Cornell for Nanoscale Science, Cornell University, Ithaca, NY 14853, USA
| | - J Anand Subramony
- AstraZeneca, One MedImmune Way, Gaithersburg, MD 20878, United States
| | - Michelle S Bradbury
- Department of Radiology, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- MSK-Cornell Center for Translation of Cancer Nanomedicines, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
- Molecular Pharmacology Program, Sloan Kettering Institute for Cancer Research, New York, NY 10065, USA
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Liu N, Wu Y, Cheng W, Wu Y, Wang L, Zhuang L. Identification of novel prognostic biomarkers by integrating multi-omics data in gastric cancer. BMC Cancer 2021; 21:460. [PMID: 33902514 PMCID: PMC8073914 DOI: 10.1186/s12885-021-08210-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 04/13/2021] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Gastric cancer is a fatal gastrointestinal cancer with high morbidity and poor prognosis. The dismal 5-year survival rate warrants reliable biomarkers to assess and improve the prognosis of gastric cancer. Distinguishing driver mutations that are required for the cancer phenotype from passenger mutations poses a formidable challenge for cancer genomics. METHODS We integrated the multi-omics data of 293 primary gastric cancer patients from The Cancer Genome Atlas (TCGA) to identify key driver genes by establishing a prognostic model of the patients. Analyzing both copy number alteration and somatic mutation data helped us to comprehensively reveal molecular markers of genomic variation. Integrating the transcription level of genes provided a unique perspective for us to discover dysregulated factors in transcriptional regulation. RESULTS We comprehensively identified 31 molecular markers of genomic variation. For instance, the copy number alteration of WASHC5 (also known as KIAA0196) frequently occurred in gastric cancer patients, which cannot be discovered using traditional methods based on significant mutations. Furthermore, we revealed that several dysregulation factors played a hub regulatory role in the process of biological metabolism based on dysregulation networks. Cancer hallmark and functional enrichment analysis showed that these key driver (KD) genes played a vital role in regulating programmed cell death. The drug response patterns and transcriptional signatures of KD genes reflected their clinical application value. CONCLUSIONS These findings indicated that KD genes could serve as novel prognostic biomarkers for further research on the pathogenesis of gastric cancers. Our study elucidated a multidimensional and comprehensive genomic landscape and highlighted the molecular complexity of GC.
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Affiliation(s)
- Nannan Liu
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China
| | - Yun Wu
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China
| | - Weipeng Cheng
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China
| | - Yuxuan Wu
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China
| | - Liguo Wang
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China.
| | - Liwei Zhuang
- The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150001, Heilongjiang, China.
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Salapa J, Bushman A, Lowe K, Irudayaraj J. Nano drug delivery systems in upper gastrointestinal cancer therapy. NANO CONVERGENCE 2020; 7:38. [PMID: 33301056 PMCID: PMC7728832 DOI: 10.1186/s40580-020-00247-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Accepted: 11/23/2020] [Indexed: 05/02/2023]
Abstract
Upper gastrointestinal (GI) carcinomas are characterized as one of the deadliest cancer types with the highest recurrence rates. Their treatment is challenging due to late diagnosis, early metastasis formation, resistance to systemic therapy and complicated surgeries performed in poorly accessible locations. Current cancer medication face deficiencies such as high toxicity and systemic side-effects due to the non-specific distribution of the drug agent. Nanomedicine has the potential to offer sophisticated therapeutic possibilities through adjusted delivery systems. This review aims to provide an overview of novel approaches and perspectives on nanoparticle (NP) drug delivery systems for gastrointestinal carcinomas. Present regimen for the treatment of upper GI carcinomas are described prior to detailing various NP drug delivery formulations and their current and potential role in GI cancer theranostics with a specific emphasis on targeted nanodelivery systems. To date, only a handful of NP systems have met the standard of care requirements for GI carcinoma patients. However, an increasing number of studies provide evidence supporting NP-based diagnostic and therapeutic tools. Future development and strategic use of NP-based drug formulations will be a hallmark in the treatment of various cancers. This article seeks to highlight the exciting potential of novel NPs for targeted cancer therapy in GI carcinomas and thus provide motivation for further research in this field.
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Affiliation(s)
- Julia Salapa
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801 USA
- Department of Physics, Technical University of Vienna, Karlsplatz 13, 1040 Vienna, Austria
| | - Allison Bushman
- Department of Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801 USA
| | - Kevin Lowe
- Carle Foundation Hospital South, Urbana, IL 61801 USA
- Carle-Illinois College of Medicine, Urbana, IL 61801 USA
| | - Joseph Irudayaraj
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801 USA
- Carle-Illinois College of Medicine, Urbana, IL 61801 USA
- Cancer Center at Illinois, Urbana, IL 61801 USA
- Biomedical Research Facility, 3rd Floor Mills Breast Cancer Institute, Carle Foundation Hospital South, Urbana, IL 61801 USA
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Xie M, Ding X, Chen A, Xiao H, Wang X, Wang Y, Zhang H. Efficacy and Safety of Image-Guided Intensity-Modulated Radiation Therapy and Volumetric Modulated Arc Therapy Combined with Paclitaxel Liposomes and Cisplatin for Locally Advanced Stage IIB-IIIB Cervical Cancer: A Retrospective Study at a Single Center. Med Sci Monit 2020; 26:e927563. [PMID: 33293504 PMCID: PMC7734881 DOI: 10.12659/msm.927563] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Accepted: 09/12/2020] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND This retrospective study aimed to investigate the efficacy and safety of image-guided intensity-modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) combined with administration of paclitaxel liposomes and cisplatin for locally advanced stage IIB-IIIB cervical cancer at a single center in China. MATERIAL AND METHODS The clinical data of 126 patients with stage IIB-IIIB cervical cancer treated in our hospital were retrospectively analyzed. The patients were divided into the IMRT group (n=63) and the VMAT group (n=63). The short-term clinical efficacy, the incidence of adverse reactions, the quality-of-life score, and the changes in levels of T-lymphocyte subsets, serum inflammatory factors, and tumor markers were compared pre- and posttreatment between the 2 groups. RESULTS The clinical response rate was 90.5% and 96.8% in the IMRT group and the VMAT group, respectively; the difference was not statistically significant. After treatment, the levels of CD3⁺, CD4⁺, and CD4⁺/CD8⁺ subsets rose significantly, while the CD8⁺ level declined significantly in both groups compared with the pretreatment levels. After treatment, the levels of serum vascular endothelial growth factor, squamous cell carcinoma antigen, interleukin-8, tumor necrosis factor-a, carcinoembryonic antigen, and carbohydrate antigen 125 declined in both groups compared with pretreatment levels. After treatment, the Karnofsky performance scale score rose in both groups, and it was higher in the VMAT group than in the IMRT group. CONCLUSIONS IMRT and VMAT combined with paclitaxel liposomes and cisplatin have similar short-term clinical efficacy and long-term survival rates in the treatment of stage IIB-IIIB cervical cancer.
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