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Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry

Quantitative Phase Imaging (QPI) has gained popularity in bioimaging because it can avoid the need for cell staining, which in some cases is difficult or impossible. However, as a result, QPI does not provide labelling of various specific intracellular structures. Here we show a novel computational...

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Autores principales: Pirone, Daniele, Lim, Joowon, Merola, Francesco, Miccio, Lisa, Mugnano, Martina, Bianco, Vittorio, Cimmino, Flora, Visconte, Feliciano, Montella, Annalaura, Capasso, Mario, Iolascon, Achille, Memmolo, Pasquale, Psaltis, Demetri, Ferraro, Pietro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7613862/
https://www.ncbi.nlm.nih.gov/pubmed/36451849
http://dx.doi.org/10.1038/s41566-022-01096-7
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author Pirone, Daniele
Lim, Joowon
Merola, Francesco
Miccio, Lisa
Mugnano, Martina
Bianco, Vittorio
Cimmino, Flora
Visconte, Feliciano
Montella, Annalaura
Capasso, Mario
Iolascon, Achille
Memmolo, Pasquale
Psaltis, Demetri
Ferraro, Pietro
author_facet Pirone, Daniele
Lim, Joowon
Merola, Francesco
Miccio, Lisa
Mugnano, Martina
Bianco, Vittorio
Cimmino, Flora
Visconte, Feliciano
Montella, Annalaura
Capasso, Mario
Iolascon, Achille
Memmolo, Pasquale
Psaltis, Demetri
Ferraro, Pietro
author_sort Pirone, Daniele
collection PubMed
description Quantitative Phase Imaging (QPI) has gained popularity in bioimaging because it can avoid the need for cell staining, which in some cases is difficult or impossible. However, as a result, QPI does not provide labelling of various specific intracellular structures. Here we show a novel computational segmentation method based on statistical inference that makes it possible for QPI techniques to identify the cell nucleus. We demonstrate the approach with refractive index tomograms of stain-free cells reconstructed through the tomographic phase microscopy in flow cytometry mode. In particular, by means of numerical simulations and two cancer cell lines, we demonstrate that the nucleus can be accurately distinguished within the stain-free tomograms. We show that our experimental results are consistent with confocal fluorescence microscopy (FM) data and microfluidic cytofluorimeter outputs. This is a significant step towards extracting specific three-dimensional intracellular structures directly from the phase-contrast data in a typical flow cytometry configuration.
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spelling pubmed-76138622023-05-10 Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry Pirone, Daniele Lim, Joowon Merola, Francesco Miccio, Lisa Mugnano, Martina Bianco, Vittorio Cimmino, Flora Visconte, Feliciano Montella, Annalaura Capasso, Mario Iolascon, Achille Memmolo, Pasquale Psaltis, Demetri Ferraro, Pietro Nat Photonics Article Quantitative Phase Imaging (QPI) has gained popularity in bioimaging because it can avoid the need for cell staining, which in some cases is difficult or impossible. However, as a result, QPI does not provide labelling of various specific intracellular structures. Here we show a novel computational segmentation method based on statistical inference that makes it possible for QPI techniques to identify the cell nucleus. We demonstrate the approach with refractive index tomograms of stain-free cells reconstructed through the tomographic phase microscopy in flow cytometry mode. In particular, by means of numerical simulations and two cancer cell lines, we demonstrate that the nucleus can be accurately distinguished within the stain-free tomograms. We show that our experimental results are consistent with confocal fluorescence microscopy (FM) data and microfluidic cytofluorimeter outputs. This is a significant step towards extracting specific three-dimensional intracellular structures directly from the phase-contrast data in a typical flow cytometry configuration. 2022-12 2022-11-10 /pmc/articles/PMC7613862/ /pubmed/36451849 http://dx.doi.org/10.1038/s41566-022-01096-7 Text en https://www.springernature.com/gp/open-research/policies/accepted-manuscript-termsUsers may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: https://www.springernature.com/gp/open-research/policies/accepted-manuscript-terms
spellingShingle Article
Pirone, Daniele
Lim, Joowon
Merola, Francesco
Miccio, Lisa
Mugnano, Martina
Bianco, Vittorio
Cimmino, Flora
Visconte, Feliciano
Montella, Annalaura
Capasso, Mario
Iolascon, Achille
Memmolo, Pasquale
Psaltis, Demetri
Ferraro, Pietro
Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title_full Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title_fullStr Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title_full_unstemmed Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title_short Stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
title_sort stain-free identification of cell nuclei using tomographic phase microscopy in flow cytometry
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7613862/
https://www.ncbi.nlm.nih.gov/pubmed/36451849
http://dx.doi.org/10.1038/s41566-022-01096-7
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