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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...

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Autores principales: Song, Yang, Zhu, Suzhu, Zhang, Ning, Cheng, Lixin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
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.
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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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