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Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy
Based on third-harmonic-generation (THG) microscopy and a k-means clustering algorithm, we developed a label-free imaging cytometry method to differentiate and determine the types of human leukocytes. According to the size and average intensity of cells in THG images, in a two-dimensional scatter pl...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5109028/ https://www.ncbi.nlm.nih.gov/pubmed/27845443 http://dx.doi.org/10.1038/srep37210 |
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author | Wu, Cheng-Ham Wang, Tzung-Dau Hsieh, Chia-Hung Huang, Shih-Hung Lin, Jong-Wei Hsu, Szu-Chun Wu, Hau-Tieng Wu, Yao-Ming Liu, Tzu-Ming |
author_facet | Wu, Cheng-Ham Wang, Tzung-Dau Hsieh, Chia-Hung Huang, Shih-Hung Lin, Jong-Wei Hsu, Szu-Chun Wu, Hau-Tieng Wu, Yao-Ming Liu, Tzu-Ming |
author_sort | Wu, Cheng-Ham |
collection | PubMed |
description | Based on third-harmonic-generation (THG) microscopy and a k-means clustering algorithm, we developed a label-free imaging cytometry method to differentiate and determine the types of human leukocytes. According to the size and average intensity of cells in THG images, in a two-dimensional scatter plot, the neutrophils, monocytes, and lymphocytes in peripheral blood samples from healthy volunteers were clustered into three differentiable groups. Using these features in THG images, we could count the number of each of the three leukocyte types both in vitro and in vivo. The THG imaging-based counting results agreed well with conventional blood count results. In the future, we believe that the combination of this THG microscopy-based imaging cytometry approach with advanced texture analysis of sub-cellular features can differentiate and count more types of blood cells with smaller quantities of blood. |
format | Online Article Text |
id | pubmed-5109028 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-51090282016-11-25 Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy Wu, Cheng-Ham Wang, Tzung-Dau Hsieh, Chia-Hung Huang, Shih-Hung Lin, Jong-Wei Hsu, Szu-Chun Wu, Hau-Tieng Wu, Yao-Ming Liu, Tzu-Ming Sci Rep Article Based on third-harmonic-generation (THG) microscopy and a k-means clustering algorithm, we developed a label-free imaging cytometry method to differentiate and determine the types of human leukocytes. According to the size and average intensity of cells in THG images, in a two-dimensional scatter plot, the neutrophils, monocytes, and lymphocytes in peripheral blood samples from healthy volunteers were clustered into three differentiable groups. Using these features in THG images, we could count the number of each of the three leukocyte types both in vitro and in vivo. The THG imaging-based counting results agreed well with conventional blood count results. In the future, we believe that the combination of this THG microscopy-based imaging cytometry approach with advanced texture analysis of sub-cellular features can differentiate and count more types of blood cells with smaller quantities of blood. Nature Publishing Group 2016-11-15 /pmc/articles/PMC5109028/ /pubmed/27845443 http://dx.doi.org/10.1038/srep37210 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Wu, Cheng-Ham Wang, Tzung-Dau Hsieh, Chia-Hung Huang, Shih-Hung Lin, Jong-Wei Hsu, Szu-Chun Wu, Hau-Tieng Wu, Yao-Ming Liu, Tzu-Ming Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title | Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title_full | Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title_fullStr | Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title_full_unstemmed | Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title_short | Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy |
title_sort | imaging cytometry of human leukocytes with third harmonic generation microscopy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5109028/ https://www.ncbi.nlm.nih.gov/pubmed/27845443 http://dx.doi.org/10.1038/srep37210 |
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