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Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue

Gastric cancer (GC) is a heterogeneous disease, so molecular classification is important for selecting the most appropriate treatment strategies for GC patients. To be applicable in the clinic, there is an urgent need for a platform that will allow screening real-life archival tissue specimens. For...

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Autores principales: Heo, You Jeong, Park, Charny, Yu, Doyeong, Lee, Jeeyun, Kim, Kyoung-Mee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6609684/
https://www.ncbi.nlm.nih.gov/pubmed/31273278
http://dx.doi.org/10.1038/s41598-019-46216-6
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author Heo, You Jeong
Park, Charny
Yu, Doyeong
Lee, Jeeyun
Kim, Kyoung-Mee
author_facet Heo, You Jeong
Park, Charny
Yu, Doyeong
Lee, Jeeyun
Kim, Kyoung-Mee
author_sort Heo, You Jeong
collection PubMed
description Gastric cancer (GC) is a heterogeneous disease, so molecular classification is important for selecting the most appropriate treatment strategies for GC patients. To be applicable in the clinic, there is an urgent need for a platform that will allow screening real-life archival tissue specimens. For this purpose, we performed RNA sequencing of 50 samples from our Asian Cancer Research Group (ACRG) GC cohort to reproduce the molecular subtypes of GC using archival tissues with different platforms. We filtered out genes from the epithelial-to-mesenchymal transition (EMT) and microsatellite instability-high (MSI) signatures (coefficient ≤ 0.4) followed by the ACRG molecular subtype strategy. Overall accuracy of reproduction of ACRG subtype was 66% (33/50). Given the importance of EMT subtype in future clinical trials, we further developed the minimum number of genes (10 genes) for EMT signatures correlating highly with the original EMT signatures (correlation ≥ 0.65). Using our 10-gene model, we could classify EMT subtypes with high sensitivity (0.9576) and specificity (0.811). In conclusion, we reproduced ACRG GC subtypes using different platforms and could predict EMT subtypes with 10 genes and are now planning to use them in our prospective clinical study of precision oncology in GC.
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spelling pubmed-66096842019-07-14 Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue Heo, You Jeong Park, Charny Yu, Doyeong Lee, Jeeyun Kim, Kyoung-Mee Sci Rep Article Gastric cancer (GC) is a heterogeneous disease, so molecular classification is important for selecting the most appropriate treatment strategies for GC patients. To be applicable in the clinic, there is an urgent need for a platform that will allow screening real-life archival tissue specimens. For this purpose, we performed RNA sequencing of 50 samples from our Asian Cancer Research Group (ACRG) GC cohort to reproduce the molecular subtypes of GC using archival tissues with different platforms. We filtered out genes from the epithelial-to-mesenchymal transition (EMT) and microsatellite instability-high (MSI) signatures (coefficient ≤ 0.4) followed by the ACRG molecular subtype strategy. Overall accuracy of reproduction of ACRG subtype was 66% (33/50). Given the importance of EMT subtype in future clinical trials, we further developed the minimum number of genes (10 genes) for EMT signatures correlating highly with the original EMT signatures (correlation ≥ 0.65). Using our 10-gene model, we could classify EMT subtypes with high sensitivity (0.9576) and specificity (0.811). In conclusion, we reproduced ACRG GC subtypes using different platforms and could predict EMT subtypes with 10 genes and are now planning to use them in our prospective clinical study of precision oncology in GC. Nature Publishing Group UK 2019-07-04 /pmc/articles/PMC6609684/ /pubmed/31273278 http://dx.doi.org/10.1038/s41598-019-46216-6 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Heo, You Jeong
Park, Charny
Yu, Doyeong
Lee, Jeeyun
Kim, Kyoung-Mee
Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title_full Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title_fullStr Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title_full_unstemmed Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title_short Reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
title_sort reproduction of molecular subtypes of gastric adenocarcinoma by transcriptome sequencing of archival tissue
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6609684/
https://www.ncbi.nlm.nih.gov/pubmed/31273278
http://dx.doi.org/10.1038/s41598-019-46216-6
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