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Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host
Stem cell therapy emerges as an effective approach for treating various currently untreatable diseases. However, fatal and unknown risks caused by their systemic use remain to be a major obstacle to clinical application. We developed a functional single-cell RNA sequencing (scRNA-seq) procedure and...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389247/ https://www.ncbi.nlm.nih.gov/pubmed/35992088 http://dx.doi.org/10.1016/j.isci.2022.104822 |
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author | Yan, Kaijing Zhang, Jinlai Yin, Wen Harding, Jeffrey N. Ma, Fei Wu, Di Deng, Haibo Han, Pengfei Li, Rui Peng, Hongxu Song, Xin Kang, Y. James |
author_facet | Yan, Kaijing Zhang, Jinlai Yin, Wen Harding, Jeffrey N. Ma, Fei Wu, Di Deng, Haibo Han, Pengfei Li, Rui Peng, Hongxu Song, Xin Kang, Y. James |
author_sort | Yan, Kaijing |
collection | PubMed |
description | Stem cell therapy emerges as an effective approach for treating various currently untreatable diseases. However, fatal and unknown risks caused by their systemic use remain to be a major obstacle to clinical application. We developed a functional single-cell RNA sequencing (scRNA-seq) procedure and identified that transcriptomic heterogeneity of adipose-derived stromal cells (ADSCs) in cultures is responsible for a fatal embolic risk of these cells in the host. The pro-embolic subpopulation of ADSCs in cultures was sorted by gene set enrichment analysis (GSEA) and verified by a supervised machine learning analysis. A mathematical model was developed and validated for the prediction of embolic risk of cultured ADSCs in animal models and further confirmed by its application to public data. Importantly, modification of culture conditions prevented the embolic risk. This novel procedure can be applied to other aspects of risk assessment and would help further the development of stem cell clinical applications. |
format | Online Article Text |
id | pubmed-9389247 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-93892472022-08-20 Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host Yan, Kaijing Zhang, Jinlai Yin, Wen Harding, Jeffrey N. Ma, Fei Wu, Di Deng, Haibo Han, Pengfei Li, Rui Peng, Hongxu Song, Xin Kang, Y. James iScience Article Stem cell therapy emerges as an effective approach for treating various currently untreatable diseases. However, fatal and unknown risks caused by their systemic use remain to be a major obstacle to clinical application. We developed a functional single-cell RNA sequencing (scRNA-seq) procedure and identified that transcriptomic heterogeneity of adipose-derived stromal cells (ADSCs) in cultures is responsible for a fatal embolic risk of these cells in the host. The pro-embolic subpopulation of ADSCs in cultures was sorted by gene set enrichment analysis (GSEA) and verified by a supervised machine learning analysis. A mathematical model was developed and validated for the prediction of embolic risk of cultured ADSCs in animal models and further confirmed by its application to public data. Importantly, modification of culture conditions prevented the embolic risk. This novel procedure can be applied to other aspects of risk assessment and would help further the development of stem cell clinical applications. Elsevier 2022-08-04 /pmc/articles/PMC9389247/ /pubmed/35992088 http://dx.doi.org/10.1016/j.isci.2022.104822 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yan, Kaijing Zhang, Jinlai Yin, Wen Harding, Jeffrey N. Ma, Fei Wu, Di Deng, Haibo Han, Pengfei Li, Rui Peng, Hongxu Song, Xin Kang, Y. James Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title | Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title_full | Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title_fullStr | Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title_full_unstemmed | Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title_short | Transcriptomic heterogeneity of cultured ADSCs corresponds to embolic risk in the host |
title_sort | transcriptomic heterogeneity of cultured adscs corresponds to embolic risk in the host |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9389247/ https://www.ncbi.nlm.nih.gov/pubmed/35992088 http://dx.doi.org/10.1016/j.isci.2022.104822 |
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