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Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy
White blood cell (WBC) count is a valuable metric for assisting with diagnosis or prognosis of various diseases such as coronary heart disease, type 2 diabetes, or infection. Counting WBCs can be done either manually or automatically. Automatic methods are capable of counting a large number of cells...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4506059/ https://www.ncbi.nlm.nih.gov/pubmed/26186353 http://dx.doi.org/10.1371/journal.pone.0133489 |
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author | Chung, Jaebum Ou, Xiaoze Kulkarni, Rajan P. Yang, Changhuei |
author_facet | Chung, Jaebum Ou, Xiaoze Kulkarni, Rajan P. Yang, Changhuei |
author_sort | Chung, Jaebum |
collection | PubMed |
description | White blood cell (WBC) count is a valuable metric for assisting with diagnosis or prognosis of various diseases such as coronary heart disease, type 2 diabetes, or infection. Counting WBCs can be done either manually or automatically. Automatic methods are capable of counting a large number of cells to give a statistically more accurate reading of the WBC count of a sample, but the specialized equipment tends to be expensive. Manual methods are inexpensive since they only involve a conventional light microscope setup. However, it is more laborious and error-prone because the small field-of-view (FOV) of the microscope necessitates mechanical scanning of a specimen for counting an adequate number of WBCs. Here, we investigate the use of Fourier ptychographic microscopy (FPM) to bypass these issues of the manual methods. With a 2x objective, FPM can provide a FOV of 120 mm(2) with enhanced resolution comparable to that of a 20x objective, which is adequate for non-differentially counting WBCs in just one FOV. A specialist was able to count the WBCs in FPM images with 100% accuracy compared to the count as determined from conventional microscope images. An automatic counting algorithm was also developed to identify WBCs from FPM’s captured images with 95% accuracy, paving the way for a cost-effective WBC counting setup with the advantages of both the automatic and manual counting methods. |
format | Online Article Text |
id | pubmed-4506059 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45060592015-07-23 Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy Chung, Jaebum Ou, Xiaoze Kulkarni, Rajan P. Yang, Changhuei PLoS One Research Article White blood cell (WBC) count is a valuable metric for assisting with diagnosis or prognosis of various diseases such as coronary heart disease, type 2 diabetes, or infection. Counting WBCs can be done either manually or automatically. Automatic methods are capable of counting a large number of cells to give a statistically more accurate reading of the WBC count of a sample, but the specialized equipment tends to be expensive. Manual methods are inexpensive since they only involve a conventional light microscope setup. However, it is more laborious and error-prone because the small field-of-view (FOV) of the microscope necessitates mechanical scanning of a specimen for counting an adequate number of WBCs. Here, we investigate the use of Fourier ptychographic microscopy (FPM) to bypass these issues of the manual methods. With a 2x objective, FPM can provide a FOV of 120 mm(2) with enhanced resolution comparable to that of a 20x objective, which is adequate for non-differentially counting WBCs in just one FOV. A specialist was able to count the WBCs in FPM images with 100% accuracy compared to the count as determined from conventional microscope images. An automatic counting algorithm was also developed to identify WBCs from FPM’s captured images with 95% accuracy, paving the way for a cost-effective WBC counting setup with the advantages of both the automatic and manual counting methods. Public Library of Science 2015-07-17 /pmc/articles/PMC4506059/ /pubmed/26186353 http://dx.doi.org/10.1371/journal.pone.0133489 Text en © 2015 Chung et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Chung, Jaebum Ou, Xiaoze Kulkarni, Rajan P. Yang, Changhuei Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title | Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title_full | Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title_fullStr | Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title_full_unstemmed | Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title_short | Counting White Blood Cells from a Blood Smear Using Fourier Ptychographic Microscopy |
title_sort | counting white blood cells from a blood smear using fourier ptychographic microscopy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4506059/ https://www.ncbi.nlm.nih.gov/pubmed/26186353 http://dx.doi.org/10.1371/journal.pone.0133489 |
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