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1.
Elife ; 112022 06 28.
Artículo en Inglés | MEDLINE | ID: mdl-35762203

RESUMEN

Induced differentiation is one of the most experience- and skill-dependent experimental processes in regenerative medicine, and establishing optimal conditions often takes years. We developed a robotic AI system with a batch Bayesian optimization algorithm that autonomously induces the differentiation of induced pluripotent stem cell-derived retinal pigment epithelial (iPSC-RPE) cells. From 200 million possible parameter combinations, the system performed cell culture in 143 different conditions in 111 days, resulting in 88% better iPSC-RPE production than that obtained by the pre-optimized culture in terms of the pigmentation scores. Our work demonstrates that the use of autonomous robotic AI systems drastically accelerates systematic and unbiased exploration of experimental search space, suggesting immense use in medicine and research.


Asunto(s)
Células Madre Pluripotentes Inducidas , Procedimientos Quirúrgicos Robotizados , Teorema de Bayes , Técnicas de Cultivo de Célula/métodos , Diferenciación Celular , Medicina Regenerativa , Epitelio Pigmentado de la Retina
2.
SLAS Technol ; 26(2): 209-217, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33269985

RESUMEN

Cell culturing is a basic experimental technique in cell biology and medical science. However, culturing high-quality cells with a high degree of reproducibility relies heavily on expert skills and tacit knowledge, and it is not straightforward to scale the production process due to the education bottleneck. Although many automated culture systems have been developed and a few have succeeded in mass production environments, very few robots are permissive of frequent protocol changes, which are often required in basic research environments. LabDroid is a general-purpose humanoid robot with two arms that performs experiments using the same tools as humans. Combining our newly developed AI software with LabDroid, we developed a variable scheduling system that continuously produces subcultures of cell lines without human intervention. The system periodically observes the cells on plates with a microscope, predicts the cell growth curve by processing cell images, and decides the best times for passage. We have succeeded in developing a system that maintains the cultures of two HEK293A cell plates with no human intervention for 192 h.


Asunto(s)
Microscopía , Programas Informáticos , Animales , Línea Celular , Proliferación Celular , Humanos , Reproducibilidad de los Resultados
3.
J Clin Med ; 9(7)2020 Jul 13.
Artículo en Inglés | MEDLINE | ID: mdl-32668747

RESUMEN

Immune attacks are key issues for cell transplantation. To assess the safety and the immune reactions after iPS cells-derived retinal pigment epithelium (iPS-RPE) transplantation, we transplanted HLA homozygote iPS-RPE cells established at an iPS bank in HLA-matched patients with exudative age-related macular degeneration. In addition, local steroids without immunosuppressive medications were administered. We monitored immune rejections by routine ocular examinations as well as by lymphocytes-graft cells immune reaction (LGIR) tests using graft RPE and the patient's blood cells. In all five of the cases that underwent iPS-RPE transplantation, the presence of graft cells was indicated by clumps or an area of increased pigmentation at 6 months, which became stable with no further abnormal growth in the graft during the 1-year observation period. Adverse events observed included corneal erosion, epiretinal membrane, retinal edema due to epiretinal membrane, elevated intraocular pressure, endophthalmitis, and mild immune rejection in the eye. In the one case exhibiting positive LGIR tests along with a slight fluid recurrence, we administrated local steroid therapy that subsequently resolved the suspected immune attacks. Although the cell delivery strategy must be further optimized, the present results suggest that it is possible to achieve stable survival and safety of iPS-RPE cell transplantation for a year.

4.
Stem Cell Reports ; 13(4): 761-774, 2019 10 08.
Artículo en Inglés | MEDLINE | ID: mdl-31564644

RESUMEN

The first-in-human trial of induced pluripotent stem cell (iPSC)-based autologous transplantation was successfully performed on a female patient with age-related macular degeneration. Here we delineated the base-resolution methylome of the iPSC-derived retinal pigment epithelium (iRPE) used in this trial. The methylome of iRPE closely resembled that of native RPE (nRPE), although partially methylated domains (PMDs) emerged in iRPE but not nRPE. Most differentially methylated regions between iRPE and nRPE appeared to originate from (de)methylation errors during differentiation, whereas errors at reprogramming resulted in aberrant genomic imprinting and X chromosome reactivation. Moreover, non-CpG methylation was prominent in nRPE but not iRPE. Intriguingly, xenotransplantation to mouse remodeled the iRPE methylome to demethylate a subset of suppressed genes and accumulate non-CpG methylation, but failed to resolve PMDs and hypermethylated CpG islands. Although the impacts of these alterations remain elusive, our findings should provide a useful guide for methylome analyses of other iPSC-derived cells.


Asunto(s)
Epigenoma , Células Epiteliales/citología , Células Epiteliales/metabolismo , Células Madre Pluripotentes Inducidas/citología , Epitelio Pigmentado de la Retina/citología , Trasplante de Células Madre , Reprogramación Celular , Biología Computacional/métodos , Islas de CpG , Metilación de ADN , Humanos , Degeneración Macular/etiología , Degeneración Macular/metabolismo , Degeneración Macular/terapia , Trasplante Autólogo , Secuenciación Completa del Genoma
5.
N Engl J Med ; 376(11): 1038-1046, 2017 03 16.
Artículo en Inglés | MEDLINE | ID: mdl-28296613

RESUMEN

We assessed the feasibility of transplanting a sheet of retinal pigment epithelial (RPE) cells differentiated from induced pluripotent stem cells (iPSCs) in a patient with neovascular age-related macular degeneration. The iPSCs were generated from skin fibroblasts obtained from two patients with advanced neovascular age-related macular degeneration and were differentiated into RPE cells. The RPE cells and the iPSCs from which they were derived were subject to extensive testing. A surgery that included the removal of the neovascular membrane and transplantation of the autologous iPSC-derived RPE cell sheet under the retina was performed in one of the patients. At 1 year after surgery, the transplanted sheet remained intact, best corrected visual acuity had not improved or worsened, and cystoid macular edema was present. (Funded by Highway Program for Realization of Regenerative Medicine and others; University Hospital Medical Information Network Clinical Trials Registry [UMIN-CTR] number, UMIN000011929 .).


Asunto(s)
Células Madre Pluripotentes Inducidas/citología , Degeneración Macular/terapia , Epitelio Pigmentado de la Retina/citología , Anciano , Técnicas de Cultivo de Célula , Diferenciación Celular , Estudios de Factibilidad , Femenino , Fibroblastos , Humanos , Masculino , Epitelio Pigmentado de la Retina/trasplante , Trasplante Autólogo
6.
J Biol Chem ; 280(12): 10897-913, 2005 Mar 25.
Artículo en Inglés | MEDLINE | ID: mdl-15634673

RESUMEN

Mannan-binding protein (MBP) is a C-type serum lectin and activates complement through the lectin pathway when it binds to ligand sugars such as mannose, N-acetylglucosamine, and fucose on microbes. In addition, the vaccinia virus carrying the human MBP gene was shown to exhibit potent growth inhibitory activity toward human colorectal carcinoma, SW1116, cells in nude mice. We have proposed calling this activity MBP-dependent cell-mediated cytotoxicity (MDCC) (Ma, Y., Uemura, K., Oka, S., Kozutsumi, Y., Kawasaki, N., and Kawasaki, T. (1999) Proc. Natl. Acad. Sci. U. S. A. 96, 371-375). In this study, the MBP ligands on the surface of SW1116 cells were characterized. Initial experiments involving plant lectins and anti-Lewis antibodies as inhibitors of MBP binding to SW1116 cells indicated that fucose plays a crucial role in the interaction. Subsequently, Pronase glycopeptides were prepared from whole cell lysates, and oligosaccharides were liberated by hydrazinolysis. After being tagged by pyridylamination, MBP ligand oligosaccharides were isolated with an MBP affinity column, and then their sequences were determined by mass spectrometry and tandem mass spectrometry after permethylation, in combination with endo-beta-galactosidase digestion and chemical defucosylation. The MBP ligands were shown to be large, multiantennary N-glycans carrying a highly fucosylated polylactosamine type structure. At the nonreducing termini, Le(b)/Le(a) or tandem repeats of the Le(a) structure prevail, a substantial proportion of which are attached via internal Le(x) or N-acetyllactosamine units to the trimannosyl core. The structures characterized are unique and distinct from those of other previously reported tumor-specific carbohydrate antigens. It is concluded that MBP requires clusters of tandem repeats of the Le(b)/Le(a) epitope for recognition.


Asunto(s)
Amino Azúcares/química , Lectina de Unión a Manosa/metabolismo , Oligosacáridos/química , Polisacáridos/química , Amino Azúcares/metabolismo , Línea Celular Tumoral , Fucosa/química , Humanos , Ligandos , Peso Molecular , Oligosacáridos/metabolismo , Polisacáridos/metabolismo , Espectrometría de Masa por Láser de Matriz Asistida de Ionización Desorción , Secuencias Repetidas en Tándem
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