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A universal molecular prognostic score for gastrointestinal tumors
Colorectal and gastric cancers are a leading cause of cancer deaths in developed countries. Precise estimation of prognosis is important with regard to clinical decision making for individuals with such cancers. We here comprehensively compiled a complete atlas of prognostic genes based on an integr...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7862603/ https://www.ncbi.nlm.nih.gov/pubmed/33542224 http://dx.doi.org/10.1038/s41525-021-00172-1 |
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author | Shimizu, Hideyuki Nakayama, Keiichi I. |
author_facet | Shimizu, Hideyuki Nakayama, Keiichi I. |
author_sort | Shimizu, Hideyuki |
collection | PubMed |
description | Colorectal and gastric cancers are a leading cause of cancer deaths in developed countries. Precise estimation of prognosis is important with regard to clinical decision making for individuals with such cancers. We here comprehensively compiled a complete atlas of prognostic genes based on an integrated meta-analysis of one of the largest assembled colorectal cancer cohorts. A simple yet robust machine learning approach was then applied to establish a universal molecular prognostic score (mPS_colon) that relies on the expression status of only 16 genes and which was validated with independent data sets. This score was found to be an independent prognostic indicator in multivariate models including cancer stage, to be valid independent of tumor characteristics or patient ethnicity, and to be also applicable to gastric cancer. We conclude that mPS_colon is a universal prognostic classifier for patients with gastrointestinal cancers and that it should prove informative for optimization of personalized therapy for such patients. |
format | Online Article Text |
id | pubmed-7862603 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78626032021-02-16 A universal molecular prognostic score for gastrointestinal tumors Shimizu, Hideyuki Nakayama, Keiichi I. NPJ Genom Med Article Colorectal and gastric cancers are a leading cause of cancer deaths in developed countries. Precise estimation of prognosis is important with regard to clinical decision making for individuals with such cancers. We here comprehensively compiled a complete atlas of prognostic genes based on an integrated meta-analysis of one of the largest assembled colorectal cancer cohorts. A simple yet robust machine learning approach was then applied to establish a universal molecular prognostic score (mPS_colon) that relies on the expression status of only 16 genes and which was validated with independent data sets. This score was found to be an independent prognostic indicator in multivariate models including cancer stage, to be valid independent of tumor characteristics or patient ethnicity, and to be also applicable to gastric cancer. We conclude that mPS_colon is a universal prognostic classifier for patients with gastrointestinal cancers and that it should prove informative for optimization of personalized therapy for such patients. Nature Publishing Group UK 2021-02-04 /pmc/articles/PMC7862603/ /pubmed/33542224 http://dx.doi.org/10.1038/s41525-021-00172-1 Text en © The Author(s) 2021 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 Shimizu, Hideyuki Nakayama, Keiichi I. A universal molecular prognostic score for gastrointestinal tumors |
title | A universal molecular prognostic score for gastrointestinal tumors |
title_full | A universal molecular prognostic score for gastrointestinal tumors |
title_fullStr | A universal molecular prognostic score for gastrointestinal tumors |
title_full_unstemmed | A universal molecular prognostic score for gastrointestinal tumors |
title_short | A universal molecular prognostic score for gastrointestinal tumors |
title_sort | universal molecular prognostic score for gastrointestinal tumors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7862603/ https://www.ncbi.nlm.nih.gov/pubmed/33542224 http://dx.doi.org/10.1038/s41525-021-00172-1 |
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