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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...

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Autores principales: Feng, Xin, Li, Jialiang, Li, Han, Chen, Hang, Li, Fei, Liu, Quewang, You, Zhu-Hong, Zhou, Fengfeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
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.
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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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