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RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma
There is no cost-effective, accurate, and non-invasive method for the detection of esophageal squamous cell carcinoma (ESCC) in clinical practice. We aimed to investigate the diagnostic potential of tumor-educated platelets in ESCC. In this study, seventy-one ESCC patients and eighty healthy individ...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124963/ https://www.ncbi.nlm.nih.gov/pubmed/35615147 http://dx.doi.org/10.3389/fonc.2022.824354 |
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author | Liu, Tiejun Wang, Xin Guo, Wei Shao, Fei Li, Zitong Zhou, Yang Zhao, Zhihong Xue, Liyan Feng, Xiaoli Li, Yin Tan, Fengwei Zhang, Kai Xue, Qi Gao, Shugeng Gao, Yibo He, Jie |
author_facet | Liu, Tiejun Wang, Xin Guo, Wei Shao, Fei Li, Zitong Zhou, Yang Zhao, Zhihong Xue, Liyan Feng, Xiaoli Li, Yin Tan, Fengwei Zhang, Kai Xue, Qi Gao, Shugeng Gao, Yibo He, Jie |
author_sort | Liu, Tiejun |
collection | PubMed |
description | There is no cost-effective, accurate, and non-invasive method for the detection of esophageal squamous cell carcinoma (ESCC) in clinical practice. We aimed to investigate the diagnostic potential of tumor-educated platelets in ESCC. In this study, seventy-one ESCC patients and eighty healthy individuals were enrolled and divided into a training cohort (23 patients and 27 healthy individuals) and a validation cohort (48 patients and 53 healthy individuals). Next-generation RNA sequencing was performed on platelets isolated from peripheral blood of all participants, and a support vector machine/leave-one-out cross validation (SVM/LOOCV) approach was used for binary classification. A diagnostic signature composed of ARID1A, GTF2H2, and PRKRIR discriminated ESCC patients from healthy individuals with 91.3% sensitivity and 85.2% specificity in the training cohort and 87.5% sensitivity and 81.1% specificity in the validation cohort. The AUC was 0.924 (95% CI, 0.845–0.956) and 0.893 (95% CI, 0.821–0.966), respectively, in the training cohort and validation cohort. This 3-gene platelet RNA signature could effectively discriminate ESCC from healthy control. Our data highlighted the potential of tumor-educated platelets for the noninvasive diagnosis of ESCC. Moreover, we found that keratin and collagen protein families and ECM-related pathways might be involved in tumor progression and metastasis of ESCC, which might provide insights to understand ESCC pathobiology and advance novel therapeutics. |
format | Online Article Text |
id | pubmed-9124963 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91249632022-05-24 RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma Liu, Tiejun Wang, Xin Guo, Wei Shao, Fei Li, Zitong Zhou, Yang Zhao, Zhihong Xue, Liyan Feng, Xiaoli Li, Yin Tan, Fengwei Zhang, Kai Xue, Qi Gao, Shugeng Gao, Yibo He, Jie Front Oncol Oncology There is no cost-effective, accurate, and non-invasive method for the detection of esophageal squamous cell carcinoma (ESCC) in clinical practice. We aimed to investigate the diagnostic potential of tumor-educated platelets in ESCC. In this study, seventy-one ESCC patients and eighty healthy individuals were enrolled and divided into a training cohort (23 patients and 27 healthy individuals) and a validation cohort (48 patients and 53 healthy individuals). Next-generation RNA sequencing was performed on platelets isolated from peripheral blood of all participants, and a support vector machine/leave-one-out cross validation (SVM/LOOCV) approach was used for binary classification. A diagnostic signature composed of ARID1A, GTF2H2, and PRKRIR discriminated ESCC patients from healthy individuals with 91.3% sensitivity and 85.2% specificity in the training cohort and 87.5% sensitivity and 81.1% specificity in the validation cohort. The AUC was 0.924 (95% CI, 0.845–0.956) and 0.893 (95% CI, 0.821–0.966), respectively, in the training cohort and validation cohort. This 3-gene platelet RNA signature could effectively discriminate ESCC from healthy control. Our data highlighted the potential of tumor-educated platelets for the noninvasive diagnosis of ESCC. Moreover, we found that keratin and collagen protein families and ECM-related pathways might be involved in tumor progression and metastasis of ESCC, which might provide insights to understand ESCC pathobiology and advance novel therapeutics. Frontiers Media S.A. 2022-05-09 /pmc/articles/PMC9124963/ /pubmed/35615147 http://dx.doi.org/10.3389/fonc.2022.824354 Text en Copyright © 2022 Liu, Wang, Guo, Shao, Li, Zhou, Zhao, Xue, Feng, Li, Tan, Zhang, Xue, Gao, Gao and He 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 Liu, Tiejun Wang, Xin Guo, Wei Shao, Fei Li, Zitong Zhou, Yang Zhao, Zhihong Xue, Liyan Feng, Xiaoli Li, Yin Tan, Fengwei Zhang, Kai Xue, Qi Gao, Shugeng Gao, Yibo He, Jie RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title | RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title_full | RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title_fullStr | RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title_full_unstemmed | RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title_short | RNA Sequencing of Tumor-Educated Platelets Reveals a Three-Gene Diagnostic Signature in Esophageal Squamous Cell Carcinoma |
title_sort | rna sequencing of tumor-educated platelets reveals a three-gene diagnostic signature in esophageal squamous cell carcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9124963/ https://www.ncbi.nlm.nih.gov/pubmed/35615147 http://dx.doi.org/10.3389/fonc.2022.824354 |
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