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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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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. |
format | Online Article Text |
id | pubmed-6609684 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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