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Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer
Esophageal cancer (EC) is a common malignant tumor in the digestive system which is often diagnosed at the middle and late stages. Noninvasive diagnosis using circulating miRNA as biomarkers enables accurate detection of early-stage EC to reduce mortality. We built a diagnostic signature consisting...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8343071/ https://www.ncbi.nlm.nih.gov/pubmed/34368003 http://dx.doi.org/10.3389/fonc.2021.723779 |
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author | Song, Yang Zhu, Suzhu Zhang, Ning Cheng, Lixin |
author_facet | Song, Yang Zhu, Suzhu Zhang, Ning Cheng, Lixin |
author_sort | Song, Yang |
collection | PubMed |
description | Esophageal cancer (EC) is a common malignant tumor in the digestive system which is often diagnosed at the middle and late stages. Noninvasive diagnosis using circulating miRNA as biomarkers enables accurate detection of early-stage EC to reduce mortality. We built a diagnostic signature consisting of four miRNA pairs for the early detection of EC using individualized Pairwise Analysis of Gene Expression (iPAGE). Profiling of miRNA expression identified 496 miRNA pairs with significant relative expression change. Four miRNA pairs consistently selected from LASSO were used to construct the final diagnostic model. The performance of the signature was validated using two independent datasets, yielding both AUCs and PRCs over 0.99. Furthermore, precision, recall, and F-score were also evaluated for clinical application, when a fixed threshold is given, resulting in all the scores are larger than 0.92 in the training set, test set, and two validation sets. Our results suggested that the 4-miRNA signature is a new biomarker for the early diagnosis of patients with EC. The clinical use of this signature would have improved the detection of EC for earlier therapy and more favorite prognosis. |
format | Online Article Text |
id | pubmed-8343071 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83430712021-08-07 Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer Song, Yang Zhu, Suzhu Zhang, Ning Cheng, Lixin Front Oncol Oncology Esophageal cancer (EC) is a common malignant tumor in the digestive system which is often diagnosed at the middle and late stages. Noninvasive diagnosis using circulating miRNA as biomarkers enables accurate detection of early-stage EC to reduce mortality. We built a diagnostic signature consisting of four miRNA pairs for the early detection of EC using individualized Pairwise Analysis of Gene Expression (iPAGE). Profiling of miRNA expression identified 496 miRNA pairs with significant relative expression change. Four miRNA pairs consistently selected from LASSO were used to construct the final diagnostic model. The performance of the signature was validated using two independent datasets, yielding both AUCs and PRCs over 0.99. Furthermore, precision, recall, and F-score were also evaluated for clinical application, when a fixed threshold is given, resulting in all the scores are larger than 0.92 in the training set, test set, and two validation sets. Our results suggested that the 4-miRNA signature is a new biomarker for the early diagnosis of patients with EC. The clinical use of this signature would have improved the detection of EC for earlier therapy and more favorite prognosis. Frontiers Media S.A. 2021-07-23 /pmc/articles/PMC8343071/ /pubmed/34368003 http://dx.doi.org/10.3389/fonc.2021.723779 Text en Copyright © 2021 Song, Zhu, Zhang and Cheng https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Song, Yang Zhu, Suzhu Zhang, Ning Cheng, Lixin Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title | Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title_full | Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title_fullStr | Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title_full_unstemmed | Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title_short | Blood Circulating miRNA Pairs as a Robust Signature for Early Detection of Esophageal Cancer |
title_sort | blood circulating mirna pairs as a robust signature for early detection of esophageal cancer |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8343071/ https://www.ncbi.nlm.nih.gov/pubmed/34368003 http://dx.doi.org/10.3389/fonc.2021.723779 |
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