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Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers
Patients at different ages have different rates of cell development and metabolisms. As a result, age should be an essential part of how a disease diagnosis model is trained and optimized. Unfortunately, most of the existing studies have not taken age into account. This study demonstrated that disea...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6448048/ https://www.ncbi.nlm.nih.gov/pubmed/30984234 http://dx.doi.org/10.3389/fgene.2019.00212 |
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author | Feng, Xin Li, Jialiang Li, Han Chen, Hang Li, Fei Liu, Quewang You, Zhu-Hong Zhou, Fengfeng |
author_facet | Feng, Xin Li, Jialiang Li, Han Chen, Hang Li, Fei Liu, Quewang You, Zhu-Hong Zhou, Fengfeng |
author_sort | Feng, Xin |
collection | PubMed |
description | Patients at different ages have different rates of cell development and metabolisms. As a result, age should be an essential part of how a disease diagnosis model is trained and optimized. Unfortunately, most of the existing studies have not taken age into account. This study demonstrated that disease diagnosis models could be improved by merely applying individual models for patients of different age groups. Both transcriptomes and methylomes of the TCGA breast cancer dataset (TCGA-BRCA) were utilized for the analysis procedure of feature selection and classification. Our experimental data strongly suggested that disease diagnosis modeling should integrate patient age into the whole experimental design. |
format | Online Article Text |
id | pubmed-6448048 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-64480482019-04-12 Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers Feng, Xin Li, Jialiang Li, Han Chen, Hang Li, Fei Liu, Quewang You, Zhu-Hong Zhou, Fengfeng Front Genet Genetics Patients at different ages have different rates of cell development and metabolisms. As a result, age should be an essential part of how a disease diagnosis model is trained and optimized. Unfortunately, most of the existing studies have not taken age into account. This study demonstrated that disease diagnosis models could be improved by merely applying individual models for patients of different age groups. Both transcriptomes and methylomes of the TCGA breast cancer dataset (TCGA-BRCA) were utilized for the analysis procedure of feature selection and classification. Our experimental data strongly suggested that disease diagnosis modeling should integrate patient age into the whole experimental design. Frontiers Media S.A. 2019-03-26 /pmc/articles/PMC6448048/ /pubmed/30984234 http://dx.doi.org/10.3389/fgene.2019.00212 Text en Copyright © 2019 Feng, Li, Li, Chen, Li, Liu, You and Zhou. http://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 | Genetics Feng, Xin Li, Jialiang Li, Han Chen, Hang Li, Fei Liu, Quewang You, Zhu-Hong Zhou, Fengfeng Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title | Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title_full | Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title_fullStr | Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title_full_unstemmed | Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title_short | Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers |
title_sort | age is important for the early-stage detection of breast cancer on both transcriptomic and methylomic biomarkers |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6448048/ https://www.ncbi.nlm.nih.gov/pubmed/30984234 http://dx.doi.org/10.3389/fgene.2019.00212 |
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