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Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors
Diagnosing salivary gland tumors (SGTs) through fine‐needle aspiration (FNA) biopsies is challenging due to the overlapping cytomorphologic features between benign and malignant tumors. The authors developed an innovative, multiplexed cycling technology for the rapid analyses of single cells obtaine...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9542730/ https://www.ncbi.nlm.nih.gov/pubmed/35666645 http://dx.doi.org/10.1002/cncy.22594 |
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author | Oh, Juhyun Yoo, Tae Yeon Saal, Talia M. Tsay, Lisa Faquin, William C. Carlson, Jonathan C.T. Deschler, Daniel G. Pai, Sara I. Weissleder, Ralph |
author_facet | Oh, Juhyun Yoo, Tae Yeon Saal, Talia M. Tsay, Lisa Faquin, William C. Carlson, Jonathan C.T. Deschler, Daniel G. Pai, Sara I. Weissleder, Ralph |
author_sort | Oh, Juhyun |
collection | PubMed |
description | Diagnosing salivary gland tumors (SGTs) through fine‐needle aspiration (FNA) biopsies is challenging due to the overlapping cytomorphologic features between benign and malignant tumors. The authors developed an innovative, multiplexed cycling technology for the rapid analyses of single cells obtained from FNA that can facilitate the molecular analyses and diagnosis of SGTs. Antibodies against 29 protein markers associated with 7 SGT subtypes were validated and chemically modified via custom linker–bio‐orthogonal probes (FAST). Single‐cell homogenates and FNA samples were profiled by FAST cyclic imaging and computational analysis. A prediction model was generated using a training set of 151,926 cells from primary SGTs (N = 26) and validated on a separate cohort (N = 30). Companion biomarker testing, such as neurotrophic tyrosine receptor kinase (NTRK), was also assessed with the FAST technology. The FAST molecular diagnostic assay was able to distinguish between benign and malignant SGTs with an accuracy of 0.86 for single‐cell homogenate samples and 0.88 for FNA samples. Profiling of multiple markers as compared to a single marker increased the diagnostic accuracy (0.82 as compared to 0.65‐0.74, respectively), independent of the cell number sampled. NTRK expression was also assessed by the FAST assay, highlighting the potential therapeutic application of this technology. Application of the novel multiplexed single‐cell technology facilitates rapid biomarker testing from FNA samples at low cost. The customizable and modular FAST‐FNA approach has relevance to multiple pathologies and organ systems where cytologic samples are often scarce and/or indeterminate resulting in improved diagnostic workflows and timely therapeutic clinical decision‐making. |
format | Online Article Text |
id | pubmed-9542730 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95427302022-10-14 Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors Oh, Juhyun Yoo, Tae Yeon Saal, Talia M. Tsay, Lisa Faquin, William C. Carlson, Jonathan C.T. Deschler, Daniel G. Pai, Sara I. Weissleder, Ralph Cancer Cytopathol Original Articles Diagnosing salivary gland tumors (SGTs) through fine‐needle aspiration (FNA) biopsies is challenging due to the overlapping cytomorphologic features between benign and malignant tumors. The authors developed an innovative, multiplexed cycling technology for the rapid analyses of single cells obtained from FNA that can facilitate the molecular analyses and diagnosis of SGTs. Antibodies against 29 protein markers associated with 7 SGT subtypes were validated and chemically modified via custom linker–bio‐orthogonal probes (FAST). Single‐cell homogenates and FNA samples were profiled by FAST cyclic imaging and computational analysis. A prediction model was generated using a training set of 151,926 cells from primary SGTs (N = 26) and validated on a separate cohort (N = 30). Companion biomarker testing, such as neurotrophic tyrosine receptor kinase (NTRK), was also assessed with the FAST technology. The FAST molecular diagnostic assay was able to distinguish between benign and malignant SGTs with an accuracy of 0.86 for single‐cell homogenate samples and 0.88 for FNA samples. Profiling of multiple markers as compared to a single marker increased the diagnostic accuracy (0.82 as compared to 0.65‐0.74, respectively), independent of the cell number sampled. NTRK expression was also assessed by the FAST assay, highlighting the potential therapeutic application of this technology. Application of the novel multiplexed single‐cell technology facilitates rapid biomarker testing from FNA samples at low cost. The customizable and modular FAST‐FNA approach has relevance to multiple pathologies and organ systems where cytologic samples are often scarce and/or indeterminate resulting in improved diagnostic workflows and timely therapeutic clinical decision‐making. John Wiley and Sons Inc. 2022-06-06 2022-08 /pmc/articles/PMC9542730/ /pubmed/35666645 http://dx.doi.org/10.1002/cncy.22594 Text en © 2022 The Authors. Cancer Cytopathology published by Wiley Periodicals LLC on behalf of American Cancer Society. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Oh, Juhyun Yoo, Tae Yeon Saal, Talia M. Tsay, Lisa Faquin, William C. Carlson, Jonathan C.T. Deschler, Daniel G. Pai, Sara I. Weissleder, Ralph Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title | Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title_full | Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title_fullStr | Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title_full_unstemmed | Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title_short | Multiplexed single‐cell analysis of FNA allows accurate diagnosis of salivary gland tumors |
title_sort | multiplexed single‐cell analysis of fna allows accurate diagnosis of salivary gland tumors |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9542730/ https://www.ncbi.nlm.nih.gov/pubmed/35666645 http://dx.doi.org/10.1002/cncy.22594 |
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