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Using Tumour DNA Methylation for Breast Cancer Subtyping and Prediction of Survival

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Monash University Figshare2026-02-11 更新2026-07-03 收录
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This thesis explored the role of genome-wide DNA methylation for breast cancer subtyping and predicting survival outcomes. It reviewed the heterogenous literature on this topic. It then assessed the agreement between clustering algorithms for DNA methylation-based subtyping, revealing poor to moderate agreement. Replication analyses undertaken in the Melbourne Collaborative Cohort Study (MCCS) showed partial support for previously reported methylation markers of survival. It created a pooled dataset including close to 2,000 tumours, used to identify individual markers and derive a 228-CpG signature predictive of survival. These findings highlight the promise of DNA methylation to improve breast cancer classification and prognostication.

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2025-09-05
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