Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers

Feng, Xin and Li, Jialiang and Li, Han and Chen, Hang and Li, Fei and Liu, Quewang and You, Zhu-Hong and Zhou, Fengfeng (2019) Age Is Important for the Early-Stage Detection of Breast Cancer on Both Transcriptomic and Methylomic Biomarkers. Frontiers in Genetics, 10. ISSN 1664-8021

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Abstract

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.

Item Type: Article
Subjects: Academic Digital Library > Medical Science
Depositing User: Unnamed user with email info@academicdigitallibrary.org
Date Deposited: 08 Feb 2023 06:42
Last Modified: 06 Mar 2024 04:18
URI: http://publications.article4sub.com/id/eprint/632

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