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Label-free imaging for quality control of cardiomyocyte differentiation
Human pluripotent stem cell (hPSC)-derived cardiomyocytes provide a promising regenerative cell therapy for cardiovascular patients and an important model system to accelerate drug discovery. However, cost-effective and time-efficient platforms must be developed to evaluate the quality of hPSC-deriv...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8319125/ https://www.ncbi.nlm.nih.gov/pubmed/34321477 http://dx.doi.org/10.1038/s41467-021-24868-1 |
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author | Qian, Tongcheng Heaster, Tiffany M. Houghtaling, Angela R. Sun, Kexin Samimi, Kayvan Skala, Melissa C. |
author_facet | Qian, Tongcheng Heaster, Tiffany M. Houghtaling, Angela R. Sun, Kexin Samimi, Kayvan Skala, Melissa C. |
author_sort | Qian, Tongcheng |
collection | PubMed |
description | Human pluripotent stem cell (hPSC)-derived cardiomyocytes provide a promising regenerative cell therapy for cardiovascular patients and an important model system to accelerate drug discovery. However, cost-effective and time-efficient platforms must be developed to evaluate the quality of hPSC-derived cardiomyocytes during biomanufacturing. Here, we develop a non-invasive label-free live cell imaging platform to predict the efficiency of hPSC differentiation into cardiomyocytes. Autofluorescence imaging of metabolic co-enzymes is performed under varying differentiation conditions (cell density, concentration of Wnt signaling activator) across five hPSC lines. Live cell autofluorescence imaging and multivariate classification models provide high accuracy to separate low (< 50%) and high (≥ 50%) differentiation efficiency groups (quantified by cTnT expression on day 12) within 1 day after initiating differentiation (area under the receiver operating characteristic curve, 0.91). This non-invasive and label-free method could be used to avoid batch-to-batch and line-to-line variability in cell manufacturing from hPSCs. |
format | Online Article Text |
id | pubmed-8319125 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-83191252021-08-03 Label-free imaging for quality control of cardiomyocyte differentiation Qian, Tongcheng Heaster, Tiffany M. Houghtaling, Angela R. Sun, Kexin Samimi, Kayvan Skala, Melissa C. Nat Commun Article Human pluripotent stem cell (hPSC)-derived cardiomyocytes provide a promising regenerative cell therapy for cardiovascular patients and an important model system to accelerate drug discovery. However, cost-effective and time-efficient platforms must be developed to evaluate the quality of hPSC-derived cardiomyocytes during biomanufacturing. Here, we develop a non-invasive label-free live cell imaging platform to predict the efficiency of hPSC differentiation into cardiomyocytes. Autofluorescence imaging of metabolic co-enzymes is performed under varying differentiation conditions (cell density, concentration of Wnt signaling activator) across five hPSC lines. Live cell autofluorescence imaging and multivariate classification models provide high accuracy to separate low (< 50%) and high (≥ 50%) differentiation efficiency groups (quantified by cTnT expression on day 12) within 1 day after initiating differentiation (area under the receiver operating characteristic curve, 0.91). This non-invasive and label-free method could be used to avoid batch-to-batch and line-to-line variability in cell manufacturing from hPSCs. Nature Publishing Group UK 2021-07-28 /pmc/articles/PMC8319125/ /pubmed/34321477 http://dx.doi.org/10.1038/s41467-021-24868-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Qian, Tongcheng Heaster, Tiffany M. Houghtaling, Angela R. Sun, Kexin Samimi, Kayvan Skala, Melissa C. Label-free imaging for quality control of cardiomyocyte differentiation |
title | Label-free imaging for quality control of cardiomyocyte differentiation |
title_full | Label-free imaging for quality control of cardiomyocyte differentiation |
title_fullStr | Label-free imaging for quality control of cardiomyocyte differentiation |
title_full_unstemmed | Label-free imaging for quality control of cardiomyocyte differentiation |
title_short | Label-free imaging for quality control of cardiomyocyte differentiation |
title_sort | label-free imaging for quality control of cardiomyocyte differentiation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8319125/ https://www.ncbi.nlm.nih.gov/pubmed/34321477 http://dx.doi.org/10.1038/s41467-021-24868-1 |
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