Evaluation of agreement between common clustering strategies for DNA methylation-based subtyping of breast tumours

Our study highlights that common clustering strategies involving an arbitrary choice of algorithm, number of clusters and number of methylation sites are likely to identify different DNA methylation-based breast tumor subtypes.

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Publication Details

Journal
Epigenomics
Published
2024-12-23
DOI
https://doi.org/10.1080/17501911.2024.2441653
Citations
3
Primary Topic
Epigenetics and DNA Methylation
Type
article
Field-Weighted Citation Impact
0.70

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article

Evaluation of agreement between common clustering strategies for DNA methylation-based subtyping of breast tumours

Pierre‐Antoine Dugué, Graham G. Giles, Enes Makalic, Roger Laughlin Milne et al.
3 citations
Epigenomics
Epigenetics and DNA Methylation
0.70
article

Evaluation of agreement between common clustering strategies for DNA methylation-based subtyping of breast tumours

Pierre‐Antoine Dugué, Graham G. Giles, Enes Makalic, Roger Laughlin Milne, Catriona McLean, Melissa C. Southey, Shuai Li, Ee Ming Wong, Elaheh Zarean
article en
3 citations

Abstract

Our study highlights that common clustering strategies involving an arbitrary choice of algorithm, number of clusters and number of methylation sites are likely to identify different DNA methylation-based breast tumor subtypes.

EpigenomicsVol. 17(2)
The University of Melbourne (AU), Cancer Council Victoria (AU), Australian Regenerative Medicine Institute (AU), The Alfred Hospital (AU), Monash Health (AU), Alfred Health (AU), Monash University (AU)
National Health and Medical Research Council
Zero hunger
Openalex Percentile: Top 28%
Epigenetics and DNA Methylation
0.70
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Evaluation of agreement between common clustering strategies for DNA methylation-based subtyping of breast tumours — Pierre‐Antoine Dugué, Graham G. Giles, et al. · Epigenomics (2024) | TGRS Research Map | TGRS