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Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens
Although many studies highlight the implication of circular RNAs (circRNAs) in carcinogenesis and tumor progression, their potential as cancer biomarkers has not yet been fully explored in the clinic due to the limitations of current quantification methods. Here, we report the use of the nCounter pl...
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/PMC9208080/ https://www.ncbi.nlm.nih.gov/pubmed/35060299 http://dx.doi.org/10.1002/1878-0261.13182 |
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author | Pedraz‐Valdunciel, Carlos Giannoukakos, Stavros Potie, Nicolas Giménez‐Capitán, Ana Huang, Chung‐Ying Hackenberg, Michael Fernandez‐Hilario, Alberto Bracht, Jill Filipska, Martyna Aldeguer, Erika Rodríguez, Sonia Bivona, Trever G. Warren, Sarah Aguado, Cristina Ito, Masaoki Aguilar‐Hernández, Andrés Molina‐Vila, Miguel Angel Rosell, Rafael |
author_facet | Pedraz‐Valdunciel, Carlos Giannoukakos, Stavros Potie, Nicolas Giménez‐Capitán, Ana Huang, Chung‐Ying Hackenberg, Michael Fernandez‐Hilario, Alberto Bracht, Jill Filipska, Martyna Aldeguer, Erika Rodríguez, Sonia Bivona, Trever G. Warren, Sarah Aguado, Cristina Ito, Masaoki Aguilar‐Hernández, Andrés Molina‐Vila, Miguel Angel Rosell, Rafael |
author_sort | Pedraz‐Valdunciel, Carlos |
collection | PubMed |
description | Although many studies highlight the implication of circular RNAs (circRNAs) in carcinogenesis and tumor progression, their potential as cancer biomarkers has not yet been fully explored in the clinic due to the limitations of current quantification methods. Here, we report the use of the nCounter platform as a valid technology for the analysis of circRNA expression patterns in non‐small cell lung cancer (NSCLC) specimens. Under this context, our custom‐made circRNA panel was able to detect circRNA expression both in NSCLC cells and formalin‐fixed paraffin‐embedded (FFPE) tissues. CircFUT8 was overexpressed in NSCLC, contrasting with circEPB41L2, circBNC2, and circSOX13 downregulation even at the early stages of the disease. Machine learning (ML) approaches from different paradigms allowed discrimination of NSCLC from nontumor controls (NTCs) with an 8‐circRNA signature. An additional 4‐circRNA signature was able to classify early‐stage NSCLC samples from NTC, reaching a maximum area under the ROC curve (AUC) of 0.981. Our results not only present two circRNA signatures with diagnosis potential but also introduce nCounter processing following ML as a feasible protocol for the study and development of circRNA signatures for NSCLC. |
format | Online Article Text |
id | pubmed-9208080 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92080802022-06-27 Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens Pedraz‐Valdunciel, Carlos Giannoukakos, Stavros Potie, Nicolas Giménez‐Capitán, Ana Huang, Chung‐Ying Hackenberg, Michael Fernandez‐Hilario, Alberto Bracht, Jill Filipska, Martyna Aldeguer, Erika Rodríguez, Sonia Bivona, Trever G. Warren, Sarah Aguado, Cristina Ito, Masaoki Aguilar‐Hernández, Andrés Molina‐Vila, Miguel Angel Rosell, Rafael Mol Oncol Research Articles Although many studies highlight the implication of circular RNAs (circRNAs) in carcinogenesis and tumor progression, their potential as cancer biomarkers has not yet been fully explored in the clinic due to the limitations of current quantification methods. Here, we report the use of the nCounter platform as a valid technology for the analysis of circRNA expression patterns in non‐small cell lung cancer (NSCLC) specimens. Under this context, our custom‐made circRNA panel was able to detect circRNA expression both in NSCLC cells and formalin‐fixed paraffin‐embedded (FFPE) tissues. CircFUT8 was overexpressed in NSCLC, contrasting with circEPB41L2, circBNC2, and circSOX13 downregulation even at the early stages of the disease. Machine learning (ML) approaches from different paradigms allowed discrimination of NSCLC from nontumor controls (NTCs) with an 8‐circRNA signature. An additional 4‐circRNA signature was able to classify early‐stage NSCLC samples from NTC, reaching a maximum area under the ROC curve (AUC) of 0.981. Our results not only present two circRNA signatures with diagnosis potential but also introduce nCounter processing following ML as a feasible protocol for the study and development of circRNA signatures for NSCLC. John Wiley and Sons Inc. 2022-02-10 2022-06 /pmc/articles/PMC9208080/ /pubmed/35060299 http://dx.doi.org/10.1002/1878-0261.13182 Text en © 2022 The Authors. Molecular Oncology published by John Wiley & Sons Ltd on behalf of Federation of European Biochemical Societies. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Pedraz‐Valdunciel, Carlos Giannoukakos, Stavros Potie, Nicolas Giménez‐Capitán, Ana Huang, Chung‐Ying Hackenberg, Michael Fernandez‐Hilario, Alberto Bracht, Jill Filipska, Martyna Aldeguer, Erika Rodríguez, Sonia Bivona, Trever G. Warren, Sarah Aguado, Cristina Ito, Masaoki Aguilar‐Hernández, Andrés Molina‐Vila, Miguel Angel Rosell, Rafael Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title | Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title_full | Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title_fullStr | Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title_full_unstemmed | Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title_short | Digital multiplexed analysis of circular RNAs in FFPE and fresh non‐small cell lung cancer specimens |
title_sort | digital multiplexed analysis of circular rnas in ffpe and fresh non‐small cell lung cancer specimens |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9208080/ https://www.ncbi.nlm.nih.gov/pubmed/35060299 http://dx.doi.org/10.1002/1878-0261.13182 |
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