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Tol MC, de Vries RHW, Engelse MA, Carlotti F, van Apeldoorn AA, de Koning EJP, Huurman VAL. Subcutaneous Implantation of Open Microwell Islet Delivery Devices in Pigs. Surg Innov 2025; 32:141-148. [PMID: 39670992 PMCID: PMC11894865 DOI: 10.1177/15533506241306491] [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: 12/14/2024]
Abstract
BackgroundIntraportal pancreatic islet transplantation is a treatment option for patients with severe beta cell failure and unstable glycemic control. However, this procedure is associated with loss of beta cells after intrahepatic transplantation. Islet delivery devices (IDDs) implanted at extrahepatic sites may support engraftment and improve survival of pancreatic islets. We assessed the surgical feasibility, tolerability and safety of implantation of open microwell devices at subcutaneous sites with varying friction in pigs.MethodsOpen, non-immunoisolating microwell islet delivery devices were made from polyvinylidene fluoride (PVDF). Empty (n = 26) and islet-seeded devices (n = 8) were implanted subcutaneously in 6 immunocompetent pigs in low-friction sites (abdomen and lateral hip) and high-friction sites (anterior neck) for 3 months. Retrieved grafts were analyzed histologically with haematoxylin and eosin, and Masson's Trichrome staining.ResultsIslet-seeding and transportation of IDDs was free from complications with minimal islet spillage. IDDs were implanted subcutaneously using standard surgical equipment, without complications during the surgeries. IDDs implanted in the neck and IDDs co-transplanted with human islets were expelled and retrieved after 10 days. Empty IDDs were removed after 3 months. The abdominal site showed reduced signs of inflammation as compared to the neck region, while similar tissue ingrowth and vascularization of devices were found in the two locations.ConclusionsOpen microwell IDDs can safely be implanted with standard surgical equipment and successful islet-loading can be performed. Low-friction sites are preferable over high-friction sites for subcutaneous implantation in the porcine model since these lead to the least amount of foreign body reaction.
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Affiliation(s)
- Maarten C. Tol
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
- LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Rick H. W. de Vries
- Department of Cell Biology – Inspired Tissue Engineering (cBITE), MERLN Institute for Technology Inspired Regenerative Medicine, Maastricht University, Maastricht, The Netherlands
| | - Marten A. Engelse
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
- LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Françoise Carlotti
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Aart A. van Apeldoorn
- Department of Cell Biology – Inspired Tissue Engineering (cBITE), MERLN Institute for Technology Inspired Regenerative Medicine, Maastricht University, Maastricht, The Netherlands
| | - Eelco J. P. de Koning
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
- LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Volkert A. L. Huurman
- LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
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Sathisaran I. 3D printing and bioprinting in the battle against diabetes and its chronic complications. Front Bioeng Biotechnol 2024; 12:1363483. [PMID: 38863489 PMCID: PMC11165705 DOI: 10.3389/fbioe.2024.1363483] [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] [Received: 12/30/2023] [Accepted: 04/22/2024] [Indexed: 06/13/2024] Open
Abstract
Diabetes is a metabolic disorder characterized by high blood sugar. Uncontrolled blood glucose affects the circulatory system in an organism by intervening blood circulation. The high blood glucose can lead to macrovascular (large blood vessels) and microvascular (small blood vessels) complications. Due to this, the vital organs (notably brain, eyes, feet, heart, kidneys, lungs and nerves) get worsen in diabetic patients if not treated at the earliest. Therefore, acquiring treatment at an appropriate time is very important for managing diabetes and other complications that are caused due to diabetes. The root cause for the occurrence of various health complications in diabetic patients is the uncontrolled blood glucose levels. This review presents a consolidated account of the applications of various types of three-dimensional (3D) printing and bioprinting technologies in treating diabetes as well as the complications caused due to impaired blood glucose levels. Herein, the development of biosensors (for the diagnosis), oral drug formulations, transdermal drug carriers, orthotic insoles and scaffolds (for the treatment) are discussed. Next to this, the fabrication of 3D bioprinted organs and cell-seeded hydrogels (pancreas engineering for producing insulin and bone engineering for managing bone defects) are explained. As the final application, 3D bioprinting of diabetic disease models for high-throughput screening of ant-diabetic drugs are discussed. Lastly, the challenges and future perspective associated with the use of 3D printing and bioprinting technologies against diabetes and its related chronic complications have been put forward.
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Affiliation(s)
- Indumathi Sathisaran
- Department of Bioscience and Engineering, National Institute of Technology Calicut, Kozhikode, Kerala, India
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Li H, He W, Feng Q, Chen J, Xu X, Lv C, Zhu C, Dong H. Engineering superstable islets-laden chitosan microgels with carboxymethyl cellulose coating for long-term blood glucose regulation in vivo. Carbohydr Polym 2024; 323:121425. [PMID: 37940297 DOI: 10.1016/j.carbpol.2023.121425] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 09/07/2023] [Accepted: 09/19/2023] [Indexed: 11/10/2023]
Abstract
Islet transplantation to restore endogenous insulin secretion is a promising therapy for type 1 diabetes in clinic. However, host immune rejection seriously limits the survival of transplanted islets. Despite of the various encapsulation strategies and materials developed so far to provide immune isolation for transplanted islets, long-term blood glucose regulation is still difficult due to the inherent defects of the encapsulation materials. Herein, a novel islet-encapsulation composite material with low immunogenicity, good biocompatibility and excellent stability is reported. Specifically, chitosan (CS) microgels (diameter: ∼302 μm) are prepared via Michael addition reaction between maleimide grafted chitosan (CS-Mal) and thiol grafted chitosan (CS-NAC) in droplet-based microfluidic device, and then zwitterionic surface layer is constructed on CS microgel surface by covalent binding between maleimide groups on CS and thiol groups on thiol modified carboxymethyl cellulose (CMC-SH). The as-formed carboxymethyl cellulose coated chitosan (CS@CMC) microgels show not only long-term stability in vivo owing to the non-biodegradability of CMC, but also fantastic anti-adsorption and antifibrosis because of the stable zwitterionic surface layer. As a result, islets encapsulated in the CS@CMC microgels exhibit high viability and good insulin secretion function in vivo, and long-term blood glucose regulation is achieved for 180 days in diabetic mice post-transplantation.
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Affiliation(s)
- Haofei Li
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Weijun He
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Qi Feng
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Junlin Chen
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Xinbin Xu
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Chuhan Lv
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Changchun Zhu
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China
| | - Hua Dong
- Department of Biomaterials, School of Materials Science and Engineering, South China University of Technology, Guangzhou 510006, China; National Engineering Research Center for Tissue Restoration and Reconstruction (NERC-TRR), Guangzhou 510006, China; Key Laboratory of Biomedical Materials and Engineering of the Ministry of Education, South China University of Technology, Guangzhou 510006, China; Key Laboratory of Biomedical Engineering of Guangdong Province, South China University of Technology, Guangzhou 510641, China.
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Barcena AJR, Dhal K, Patel P, Ravi P, Kundu S, Tappa K. Current Biomedical Applications of 3D-Printed Hydrogels. Gels 2023; 10:8. [PMID: 38275845 PMCID: PMC10815850 DOI: 10.3390/gels10010008] [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: 11/17/2023] [Revised: 12/12/2023] [Accepted: 12/18/2023] [Indexed: 01/27/2024] Open
Abstract
Three-dimensional (3D) printing, also known as additive manufacturing, has revolutionized the production of physical 3D objects by transforming computer-aided design models into layered structures, eliminating the need for traditional molding or machining techniques. In recent years, hydrogels have emerged as an ideal 3D printing feedstock material for the fabrication of hydrated constructs that replicate the extracellular matrix found in endogenous tissues. Hydrogels have seen significant advancements since their first use as contact lenses in the biomedical field. These advancements have led to the development of complex 3D-printed structures that include a wide variety of organic and inorganic materials, cells, and bioactive substances. The most commonly used 3D printing techniques to fabricate hydrogel scaffolds are material extrusion, material jetting, and vat photopolymerization, but novel methods that can enhance the resolution and structural complexity of printed constructs have also emerged. The biomedical applications of hydrogels can be broadly classified into four categories-tissue engineering and regenerative medicine, 3D cell culture and disease modeling, drug screening and toxicity testing, and novel devices and drug delivery systems. Despite the recent advancements in their biomedical applications, a number of challenges still need to be addressed to maximize the use of hydrogels for 3D printing. These challenges include improving resolution and structural complexity, optimizing cell viability and function, improving cost efficiency and accessibility, and addressing ethical and regulatory concerns for clinical translation.
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Affiliation(s)
- Allan John R. Barcena
- Department of Interventional Radiology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
- College of Medicine, University of the Philippines Manila, Manila 1000, Philippines
| | - Kashish Dhal
- Department of Mechanical & Aerospace Engineering, University of Texas at Arlington, Arlington, TX 76019, USA; (K.D.); (P.P.)
| | - Parimal Patel
- Department of Mechanical & Aerospace Engineering, University of Texas at Arlington, Arlington, TX 76019, USA; (K.D.); (P.P.)
| | - Prashanth Ravi
- Department of Radiology, University of Cincinnati, Cincinnati, OH 45219, USA;
| | - Suprateek Kundu
- Department of Biostatistics, Division of Basic Science Research, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | - Karthik Tappa
- Department of Breast Imaging, Division of Diagnostic Imaging, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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Abadpour S, Niemi EM, Orrhult LS, Hermanns C, de Vries R, Nogueira LP, Haugen HJ, Josefsen D, Krauss S, Gatenholm P, van Apeldoorn A, Scholz H. Adipose-Derived Stromal Cells Preserve Pancreatic Islet Function in a Transplantable 3D Bioprinted Scaffold. Adv Healthc Mater 2023; 12:e2300640. [PMID: 37781993 PMCID: PMC11469278 DOI: 10.1002/adhm.202300640] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 09/07/2023] [Indexed: 10/03/2023]
Abstract
Intra-portal islet transplantation is currently the only clinically approved beta cell replacement therapy, but its outcome is hindered by limited cell survival due to a multifactorial reaction against the allogeneic tissue in liver. Adipose-derived stromal cells (ASCs) can potentially improve the islet micro-environment by their immunomodulatory action. The challenge is to combine both islets and ASCs in a relatively easy and consistent long-term manner in a deliverable scaffold. Manufacturing the 3D bioprinted double-layered scaffolds with primary islets and ASCs using a mix of alginate/nanofibrillated cellulose (NFC) bioink is reported. The diffusion properties of the bioink and the supportive effect of human ASCs on islet viability, glucose sensing, insulin secretion, and reducing the secretion of pro-inflammatory cytokines are demonstrated. Diabetic mice transplanted with islet-ASC scaffolds reach normoglycemia seven days post-transplantation with no significant difference between this group and the group received islets under the kidney capsules. In addition, animals transplanted with islet-ASC scaffolds stay normoglycemic and show elevated levels of C-peptide compared to mice transplanted with islet-only scaffolds. The data present a functional 3D bioprinted scaffold for islets and ASCs transplanted to the extrahepatic site and suggest a possible role of ASCs on improving the islet micro-environment.
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Affiliation(s)
- Shadab Abadpour
- Department of Transplant MedicineOslo University HospitalOslo0372Norway
- Institute for Surgical ResearchOslo University HospitalOslo0372Norway
- Hybrid Technology Hub – Centre of ExcellenceInstitute of Basic Medical SciencesUniversity of OsloOslo0372Norway
| | - Essi M. Niemi
- Institute for Surgical ResearchOslo University HospitalOslo0372Norway
- Hybrid Technology Hub – Centre of ExcellenceInstitute of Basic Medical SciencesUniversity of OsloOslo0372Norway
- Department of Vascular SurgeryAker HospitalOslo University HospitalOslo0586Norway
| | - Linnea Strid Orrhult
- 3D Bioprinting CenterWWSCDepartment of Chemistry and Chemical EngineeringChalmers University of TechnologyGothenburg41296Sweden
| | - Carolin Hermanns
- MERLN Institute for Technology‐Inspired Regenerative MedicineMaastricht UniversityMaastricht6229The Netherlands
| | - Rick de Vries
- MERLN Institute for Technology‐Inspired Regenerative MedicineMaastricht UniversityMaastricht6229The Netherlands
| | | | | | - Dag Josefsen
- Section for Cellular TherapyRadiumhospitaletOslo University HospitalOslo0379Norway
| | - Stefan Krauss
- Hybrid Technology Hub – Centre of ExcellenceInstitute of Basic Medical SciencesUniversity of OsloOslo0372Norway
- Department of Immunology and Transfusion MedicineOslo University HospitalOslo0372Norway
| | - Paul Gatenholm
- 3D Bioprinting CenterWWSCDepartment of Chemistry and Chemical EngineeringChalmers University of TechnologyGothenburg41296Sweden
- CELLHEAL ASSandvika1337Norway
| | - Aart van Apeldoorn
- MERLN Institute for Technology‐Inspired Regenerative MedicineMaastricht UniversityMaastricht6229The Netherlands
| | - Hanne Scholz
- Department of Transplant MedicineOslo University HospitalOslo0372Norway
- Institute for Surgical ResearchOslo University HospitalOslo0372Norway
- Hybrid Technology Hub – Centre of ExcellenceInstitute of Basic Medical SciencesUniversity of OsloOslo0372Norway
- Section for Cellular TherapyRadiumhospitaletOslo University HospitalOslo0379Norway
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Keshi E, Tang P, Lam T, Moosburner S, Haderer L, Reutzel-Selke A, Kloke L, Pratschke J, Sauer IM, Hillebrandt KH. Toward a 3D Printed Perfusable Islet Embedding Structure: Technical Notes and Preliminary Results. Tissue Eng Part C Methods 2023; 29:469-478. [PMID: 37528629 DOI: 10.1089/ten.tec.2023.0045] [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] [Indexed: 08/03/2023] Open
Abstract
To date, islet transplantation to treat type 1 diabetes mellitus remains unsuccessful in long-term follow-up, mainly due to failed engraftment and reconstruction of the islet niche. Alternative approaches, such as islet embedding structures (IESs) based on 3D printing have been developed. However, most of them have been implanted subcutaneously and only a few are intended for direct integration into the vascular system through anastomosis. In this study, we 3D printed a proof-of-concept IES using gelatin methacrylate biocompatible ink. This structure consisted of a branched vascular system surrounding both sides of a central cavity dedicated to islets of Langerhans. Furthermore, we designed a bioreactor optimized for these biological structures. This bioreactor allows seeding and perfusion experiments under sterile and physiological conditions. Preliminary experiments aimed to analyze if the vascular channel could successfully be seeded with mature endothelial cells and the central cavity with rat islets. Subsequently, the structures were used for a humanized model seeding human endothelial progenitor cells (huEPC) within the vascular architecture and human islets co-cultured with huEPC within the central cavity. The constructs were tested for hemocompatibility, suture strength, and anastomosability. The 3D printed IES appeared to be hemocompatible and anastomosable using an alternative cuff anastomosis in a simple ex vivo perfusion model. While rat islets alone could not successfully be embedded within the 3D printed structure for 3 days, human islets co-cultivated with huEPC successfully engrafted within the same time. This result emphasizes the importance of co-culture, nursing cells, and islet niche. In conclusion, we constructed a proof-of-concept 3D printed islet embedding device consisting of a vascular channel that is hemocompatible and perspectively anastomosable to clinical scale blood vessels. However, there are numerous limitations in this model that need to be overcome to transfer this technology to the bedside.
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Affiliation(s)
- Eriselda Keshi
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Peter Tang
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Tobias Lam
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Simon Moosburner
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Cellbricks GmbH, Berlin, Germany
| | - Luna Haderer
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Cellbricks GmbH, Berlin, Germany
| | - Anja Reutzel-Selke
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Lutz Kloke
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Johann Pratschke
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Cluster of Excellence Matters of Activity. Image Space Material funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy-EXC 2025-390648296, Berlin, Germany
| | - Igor Maximilian Sauer
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Cluster of Excellence Matters of Activity. Image Space Material funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy-EXC 2025-390648296, Berlin, Germany
| | - Karl Herbert Hillebrandt
- Department of Surgery, Campus Charité Mitte | Campus Virchow-Klinikum, Experimental Surgery, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Cellbricks GmbH, Berlin, Germany
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Wang X, Jin L, Liu W, Stingelin L, Zhang P, Tan Z. Construction of engineered 3D islet micro-tissue using porcine decellularized ECM for the treatment of diabetes. Biomater Sci 2023; 11:5517-5532. [PMID: 37387616 DOI: 10.1039/d3bm00346a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
Islet transplantation improves diabetes patients' long-term blood glucose control, but its success and utility are limited by cadaver availability, quality, and considerable islet loss after transplantation due to ischemia and inadequate angiogenesis. This study used adipose, pancreatic, and liver tissue decellularized extracellular matrix (dECM) hydrogels in an effort to recapitulate the islet sites inside the pancreas in vitro, and successfully generated viable and functional heterocellular islet micro-tissues using islet cells, human umbilical vein endothelial cells, and adipose-derived mesenchymal stem cells. The three-dimensional (3D) islet micro-tissues maintained prolonged viability and normal secretory function, and showed high drug sensitivity in drug testing. Meanwhile, the 3D islet micro-tissues significantly enhanced survival and graft function in a mouse model of diabetes. These supportive 3D physiomimetic dECM hydrogels can be used not only for islet micro-tissue culture in vitro, but also have great promise for islet transplantation for the treatment of diabetes.
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Affiliation(s)
- Xiaocheng Wang
- Department of Infectious Diseases, Third Xiangya Hospital, Central South University, Changsha, 410008, China.
- College of Biology, Hunan University, Changsha, 410082, China.
| | - Lijuan Jin
- College of Biology, Hunan University, Changsha, 410082, China.
- Shenzhen Institute, Hunan University, Shenzhen, 518000, China.
| | - Wenyu Liu
- College of Biology, Hunan University, Changsha, 410082, China.
- Shenzhen Institute, Hunan University, Shenzhen, 518000, China.
| | - Lukas Stingelin
- College of Biology, Hunan University, Changsha, 410082, China.
| | - Pan Zhang
- Department of Infectious Diseases, Third Xiangya Hospital, Central South University, Changsha, 410008, China.
| | - Zhikai Tan
- College of Biology, Hunan University, Changsha, 410082, China.
- Shenzhen Institute, Hunan University, Shenzhen, 518000, China.
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