Epigenetic Profiling for the Molecular Classification of Metastatic Brain Tumors
Preprint 2018 en
Authors
JO
Javier I. J. Orozco
TK
Theo Knijnenburg
AM
Ayla O. Manughian-Peter
Abstract
1 min read
Abstract Optimal treatment of brain metastases is often hindered by limitations in diagnostic capabilities. To meet these challenges, we generated genome-scale DNA methylomes of the three most frequent types of brain metastases: melanoma, breast, and lung cancers (n=96). Using supervised machine learning and integration of multiple DNA methylomes from normal, primary, and metastatic tumor specimens (n=1,860), we unraveled epigenetic signatures specific to each type of metastatic brain tumor and constructed a three-step DNA methylation-based classifier (BrainMETH) that categorizes brain metastases according to the tissue of origin and therapeutically-relevant subtypes. BrainMETH predictions were supported by routine histopathologic evaluation. We further characterized and validated the most predictive genomic regions in a large cohort of brain tumors (n=165) using quantitative methylation-specific PCR. Our study highlights the importance of brain tumor-defining epigenetic alterations, which can be utilized to further develop DNA methylation profiling as a critical tool in the histomolecular stratification of patients with brain metastases.
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Matthew P. Salomon, Javier I. J. Orozco, James S. Wilmott, Parvinder Hothi, Ayla O. Manughian-Peter, Charles Cobbs, Richard A Scolyer, Dave S.�B. Hoon, Diego M. Marzese
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