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Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation
Imaging mass cytometry (IMC) is a powerful technique capable of detecting over 30 markers on a single slide. It has been increasingly used for single-cell-based spatial phenotyping in a wide range of samples. However, it only acquires a rectangle field of view (FOV) with a relatively small size and...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10626190/ https://www.ncbi.nlm.nih.gov/pubmed/37741277 http://dx.doi.org/10.1016/j.crmeth.2023.100595 |
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author | Kim, Eun Na Chen, Phyllis Zixuan Bressan, Dario Tripathi, Monika Miremadi, Ahmad di Pietro, Massimiliano Coussens, Lisa M. Hannon, Gregory J. Fitzgerald, Rebecca C. Zhuang, Lizhe Chang, Young Hwan |
author_facet | Kim, Eun Na Chen, Phyllis Zixuan Bressan, Dario Tripathi, Monika Miremadi, Ahmad di Pietro, Massimiliano Coussens, Lisa M. Hannon, Gregory J. Fitzgerald, Rebecca C. Zhuang, Lizhe Chang, Young Hwan |
author_sort | Kim, Eun Na |
collection | PubMed |
description | Imaging mass cytometry (IMC) is a powerful technique capable of detecting over 30 markers on a single slide. It has been increasingly used for single-cell-based spatial phenotyping in a wide range of samples. However, it only acquires a rectangle field of view (FOV) with a relatively small size and low image resolution, which hinders downstream analysis. Here, we reported a highly practical dual-modality imaging method that combines high-resolution immunofluorescence (IF) and high-dimensional IMC on the same tissue slide. Our computational pipeline uses the whole-slide image (WSI) of IF as a spatial reference and integrates small-FOV IMC into a WSI of IMC. The high-resolution IF images enable accurate single-cell segmentation to extract robust high-dimensional IMC features for downstream analysis. We applied this method in esophageal adenocarcinoma of different stages, identified the single-cell pathology landscape via reconstruction of WSI IMC images, and demonstrated the advantage of the dual-modality imaging strategy. |
format | Online Article Text |
id | pubmed-10626190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-106261902023-11-07 Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation Kim, Eun Na Chen, Phyllis Zixuan Bressan, Dario Tripathi, Monika Miremadi, Ahmad di Pietro, Massimiliano Coussens, Lisa M. Hannon, Gregory J. Fitzgerald, Rebecca C. Zhuang, Lizhe Chang, Young Hwan Cell Rep Methods Article Imaging mass cytometry (IMC) is a powerful technique capable of detecting over 30 markers on a single slide. It has been increasingly used for single-cell-based spatial phenotyping in a wide range of samples. However, it only acquires a rectangle field of view (FOV) with a relatively small size and low image resolution, which hinders downstream analysis. Here, we reported a highly practical dual-modality imaging method that combines high-resolution immunofluorescence (IF) and high-dimensional IMC on the same tissue slide. Our computational pipeline uses the whole-slide image (WSI) of IF as a spatial reference and integrates small-FOV IMC into a WSI of IMC. The high-resolution IF images enable accurate single-cell segmentation to extract robust high-dimensional IMC features for downstream analysis. We applied this method in esophageal adenocarcinoma of different stages, identified the single-cell pathology landscape via reconstruction of WSI IMC images, and demonstrated the advantage of the dual-modality imaging strategy. Elsevier 2023-09-22 /pmc/articles/PMC10626190/ /pubmed/37741277 http://dx.doi.org/10.1016/j.crmeth.2023.100595 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Kim, Eun Na Chen, Phyllis Zixuan Bressan, Dario Tripathi, Monika Miremadi, Ahmad di Pietro, Massimiliano Coussens, Lisa M. Hannon, Gregory J. Fitzgerald, Rebecca C. Zhuang, Lizhe Chang, Young Hwan Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title | Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title_full | Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title_fullStr | Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title_full_unstemmed | Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title_short | Dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
title_sort | dual-modality imaging of immunofluorescence and imaging mass cytometry for whole-slide imaging and accurate segmentation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10626190/ https://www.ncbi.nlm.nih.gov/pubmed/37741277 http://dx.doi.org/10.1016/j.crmeth.2023.100595 |
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