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Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes
Aberrant glycosylation in tumours stem from altered glycosyltransferase (GT) gene expression but can the expression profiles of these signature genes be used to classify cancer types and lead to cancer subtype discovery? The differential structural changes to cellular glycan structures are predomina...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4873817/ https://www.ncbi.nlm.nih.gov/pubmed/27198045 http://dx.doi.org/10.1038/srep26451 |
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author | Ashkani, Jahanshah Naidoo, Kevin J. |
author_facet | Ashkani, Jahanshah Naidoo, Kevin J. |
author_sort | Ashkani, Jahanshah |
collection | PubMed |
description | Aberrant glycosylation in tumours stem from altered glycosyltransferase (GT) gene expression but can the expression profiles of these signature genes be used to classify cancer types and lead to cancer subtype discovery? The differential structural changes to cellular glycan structures are predominantly regulated by the expression patterns of GT genes and are a hallmark of neoplastic cell metamorphoses. We found that the expression of 210 GT genes taken from 1893 cancer patient samples in The Cancer Genome Atlas (TCGA) microarray data are able to classify six cancers; breast, ovarian, glioblastoma, kidney, colon and lung. The GT gene expression profiles are used to develop cancer classifiers and propose subtypes. The subclassification of breast cancer solid tumour samples illustrates the discovery of subgroups from GT genes that match well against basal-like and HER2-enriched subtypes and correlates to clinical, mutation and survival data. This cancer type glycosyltransferase gene signature finding provides foundational evidence for the centrality of glycosylation in cancer. |
format | Online Article Text |
id | pubmed-4873817 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-48738172016-06-02 Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes Ashkani, Jahanshah Naidoo, Kevin J. Sci Rep Article Aberrant glycosylation in tumours stem from altered glycosyltransferase (GT) gene expression but can the expression profiles of these signature genes be used to classify cancer types and lead to cancer subtype discovery? The differential structural changes to cellular glycan structures are predominantly regulated by the expression patterns of GT genes and are a hallmark of neoplastic cell metamorphoses. We found that the expression of 210 GT genes taken from 1893 cancer patient samples in The Cancer Genome Atlas (TCGA) microarray data are able to classify six cancers; breast, ovarian, glioblastoma, kidney, colon and lung. The GT gene expression profiles are used to develop cancer classifiers and propose subtypes. The subclassification of breast cancer solid tumour samples illustrates the discovery of subgroups from GT genes that match well against basal-like and HER2-enriched subtypes and correlates to clinical, mutation and survival data. This cancer type glycosyltransferase gene signature finding provides foundational evidence for the centrality of glycosylation in cancer. Nature Publishing Group 2016-05-20 /pmc/articles/PMC4873817/ /pubmed/27198045 http://dx.doi.org/10.1038/srep26451 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Ashkani, Jahanshah Naidoo, Kevin J. Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title | Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title_full | Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title_fullStr | Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title_full_unstemmed | Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title_short | Glycosyltransferase Gene Expression Profiles Classify Cancer Types and Propose Prognostic Subtypes |
title_sort | glycosyltransferase gene expression profiles classify cancer types and propose prognostic subtypes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4873817/ https://www.ncbi.nlm.nih.gov/pubmed/27198045 http://dx.doi.org/10.1038/srep26451 |
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