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1.
Islets ; 15(1): 2189873, 2023 12 31.
Artículo en Inglés | MEDLINE | ID: mdl-36987915

RESUMEN

We previously developed a deep learning-based web service (IsletNet) for an automated counting of isolated pancreatic islets. The neural network training is limited by the absent consensus on the ground truth annotations. Here, we present a platform (IsletSwipe) for an exchange of graphical opinions among experts to facilitate the consensus formation. The platform consists of a web interface and a mobile application. In a small pilot study, we demonstrate the functionalities and the use case scenarios of the platform. Nine experts from three centers validated the drawing tools, tested precision and consistency of the expert contour drawing, and evaluated user experience. Eight experts from two centers proceeded to evaluate additional images to demonstrate the following two use case scenarios. The Validation scenario involves an automated selection of images and islets for the expert scrutiny. It is scalable (more experts, images, and islets may readily be added) and can be applied to independent validation of islet contours from various sources. The Inquiry scenario serves the ground truth generating expert in seeking assistance from peers to achieve consensus on challenging cases during the preparation for IsletNet training. This scenario is limited to a small number of manually selected images and islets. The experts gained an opportunity to influence IsletNet training and to compare other experts' opinions with their own. The ground truth-generating expert obtained feedback for future IsletNet training. IsletSwipe is a suitable tool for the consensus finding. Experts from additional centers are welcome to participate.


Asunto(s)
Trasplante de Islotes Pancreáticos , Islotes Pancreáticos , Testimonio de Experto , Proyectos Piloto , Trasplante de Islotes Pancreáticos/métodos , Redes Neurales de la Computación
2.
Methods Mol Biol ; 2147: 143-148, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-32840817

RESUMEN

Biofabrication has been receiving a great deal of attention in tissue engineering and regenerative medicine either by manual or automated processes. Different automated biofabrication techniques have been used to produce cell-laden alginate hydrogel structures, especially bioprinting approaches. These approaches have been limited to 2D or simple 3D structures, however. In this chapter, a novel bioprinting technique is disclosed for the production of more complex alginate hydrogel structures. This was achieved by dividing the alginate hydrogel cross-linking process into three stages: primary calcium ion cross-linking for printability of the gel, secondary calcium ion cross-linking for rigidity of the alginate hydrogel immediately after printing, and tertiary barium ion cross-linking for the long-term stability of the alginate hydrogel in the culture medium.


Asunto(s)
Alginatos/química , Bioimpresión/métodos , Impresión Tridimensional , Ingeniería de Tejidos/instrumentación , Andamios del Tejido/química , Células Cultivadas , Regeneración Tisular Dirigida/instrumentación , Humanos , Hidrogeles/química , Microtecnología/métodos
3.
Tissue Eng Part A ; 22(3-4): 375-85, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26871862

RESUMEN

While subcutaneous tissue has been proposed as a clinically relevant site for pancreatic islet transplantation, a major issue of concern remains, which is its poor vascular state. In an effort to overcome this limitation, we present an efficient and reproducible method to form human composite islets (CIs) with proangiogenic cell types in a controlled manner using nonadherent agarose microwell templates. In this study, we assessed the three-dimensional structure, function, and angiogenic potential of human CIs with human mesenchymal stromal cells (hMSCs), with or without human umbilical vein endothelial cells (HUVECs), and preconditioned hMSCs (PC-hMSCs) in EGM-2 under shear stress. Distinct cellular rearrangements could be observed in CIs, but islet functionality was maintained. In vitro angiogenesis assays found significantly enhanced sprout formation in case of CIs. In particular, the number of sprouts emanating from CIs with PC-hMSCs was significantly increased compared to other conditions. Subsequent in vivo assessment confirmed the proangiogenic potential of CIs. However, in contrast to our in vitro angiogenesis assays, CIs with hMSCs and HUVECs exhibited a higher in vivo angiogenic potential compared to control islets or islets combined with hMSCs or PC-hMSCs. These findings highlight the importance and necessity of verifying in vitro studies with in vivo models to reliably predict, in this case, revascularization outcomes. Regardless, we demonstrate here the therapeutic potential of CIs with proangiogenic support cells to enhance islet revascularization at a clinically relevant, although poorly vascularized, transplantation site.


Asunto(s)
Células Endoteliales de la Vena Umbilical Humana/citología , Islotes Pancreáticos/irrigación sanguínea , Islotes Pancreáticos/citología , Células Madre Mesenquimatosas/citología , Neovascularización Fisiológica , Técnicas de Cocultivo , Células Endoteliales de la Vena Umbilical Humana/metabolismo , Humanos , Islotes Pancreáticos/metabolismo , Células Madre Mesenquimatosas/metabolismo
4.
Biofabrication ; 7(4): 044102, 2015 Oct 21.
Artículo en Inglés | MEDLINE | ID: mdl-26486521

RESUMEN

We report the first investigation into the bioprinting of human induced pluripotent stem cells (hiPSCs), their response to a valve-based printing process as well as their post-printing differentiation into hepatocyte-like cells (HLCs). HLCs differentiated from both hiPSCs and human embryonic stem cells (hESCs) sources were bioprinted and examined for the presence of hepatic markers to further validate the compatibility of the valve-based bioprinting process with fragile cell transfer. Examined cells were positive for nuclear factor 4 alpha and were demonstrated to secrete albumin and have morphology that was also found to be similar to that of hepatocytes. Both hESC and hiPSC lines were tested for post-printing viability and pluripotency and were found to have negligible difference in terms of viability and pluripotency between the printed and non-printed cells. hESC-derived HLCs were 3D printed using alginate hydrogel matrix and tested for viability and albumin secretion during the remaining differentiation and were found to be hepatic in nature. 3D printed with 40-layer of HLC-containing alginate structures reached peak albumin secretion at day 21 of the differentiation protocol. This work demonstrates that the valve-based printing process is gentle enough to print human pluripotent stem cells (hPSCs) (both hESCs and hiPSCs) while either maintaining their pluripotency or directing their differentiation into specific lineages. The ability to bioprint hPSCs will pave the way for producing organs or tissues on demand from patient specific cells which could be used for animal-free drug development and personalized medicine.


Asunto(s)
Bioimpresión/métodos , Diferenciación Celular , Hepatocitos/citología , Hígado/citología , Células Madre Pluripotentes/citología , Impresión Tridimensional , Biomarcadores/metabolismo , Bioimpresión/instrumentación , Diferenciación Celular/efectos de los fármacos , Línea Celular , Supervivencia Celular/efectos de los fármacos , Citometría de Flujo , Hepatocitos/efectos de los fármacos , Humanos , Hidrogel de Polietilenoglicol-Dimetacrilato/farmacología , Microscopía Fluorescente , Presión , Reproducibilidad de los Resultados , Esterilización
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