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From imaging a single cell to implementing precision medicine: an exciting new era
In the age of high-throughput, single-cell biology, single-cell imaging has evolved not only in terms of technological advancements but also in its translational applications. The synchronous advancements of imaging and computational biology have produced opportunities of merging the two, providing...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Portland Press Ltd.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786301/ https://www.ncbi.nlm.nih.gov/pubmed/34889448 http://dx.doi.org/10.1042/ETLS20210219 |
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author | Karacosta, Loukia G. |
author_facet | Karacosta, Loukia G. |
author_sort | Karacosta, Loukia G. |
collection | PubMed |
description | In the age of high-throughput, single-cell biology, single-cell imaging has evolved not only in terms of technological advancements but also in its translational applications. The synchronous advancements of imaging and computational biology have produced opportunities of merging the two, providing the scientific community with tools towards observing, understanding, and predicting cellular and tissue phenotypes and behaviors. Furthermore, multiplexed single-cell imaging and machine learning algorithms now enable patient stratification and predictive diagnostics of clinical specimens. Here, we provide an overall summary of the advances in single-cell imaging, with a focus on high-throughput microscopy phenomics and multiplexed proteomic spatial imaging platforms. We also review various computational tools that have been developed in recent years for image processing and downstream applications used in biomedical sciences. Finally, we discuss how harnessing systems biology approaches and data integration across disciplines can further strengthen the exciting applications and future implementation of single-cell imaging on precision medicine. |
format | Online Article Text |
id | pubmed-8786301 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Portland Press Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87863012022-02-01 From imaging a single cell to implementing precision medicine: an exciting new era Karacosta, Loukia G. Emerg Top Life Sci Review Articles In the age of high-throughput, single-cell biology, single-cell imaging has evolved not only in terms of technological advancements but also in its translational applications. The synchronous advancements of imaging and computational biology have produced opportunities of merging the two, providing the scientific community with tools towards observing, understanding, and predicting cellular and tissue phenotypes and behaviors. Furthermore, multiplexed single-cell imaging and machine learning algorithms now enable patient stratification and predictive diagnostics of clinical specimens. Here, we provide an overall summary of the advances in single-cell imaging, with a focus on high-throughput microscopy phenomics and multiplexed proteomic spatial imaging platforms. We also review various computational tools that have been developed in recent years for image processing and downstream applications used in biomedical sciences. Finally, we discuss how harnessing systems biology approaches and data integration across disciplines can further strengthen the exciting applications and future implementation of single-cell imaging on precision medicine. Portland Press Ltd. 2021-12-21 2021-12-10 /pmc/articles/PMC8786301/ /pubmed/34889448 http://dx.doi.org/10.1042/ETLS20210219 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article published by Portland Press Limited on behalf of the Biochemical Society and the Royal Society of Biology and distributed under the Creative Commons Attribution License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Review Articles Karacosta, Loukia G. From imaging a single cell to implementing precision medicine: an exciting new era |
title | From imaging a single cell to implementing precision medicine: an exciting new era |
title_full | From imaging a single cell to implementing precision medicine: an exciting new era |
title_fullStr | From imaging a single cell to implementing precision medicine: an exciting new era |
title_full_unstemmed | From imaging a single cell to implementing precision medicine: an exciting new era |
title_short | From imaging a single cell to implementing precision medicine: an exciting new era |
title_sort | from imaging a single cell to implementing precision medicine: an exciting new era |
topic | Review Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786301/ https://www.ncbi.nlm.nih.gov/pubmed/34889448 http://dx.doi.org/10.1042/ETLS20210219 |
work_keys_str_mv | AT karacostaloukiag fromimagingasinglecelltoimplementingprecisionmedicineanexcitingnewera |