Methylation profiles refer to the patterns of DNA methylation across the genome. DNA methylation, primarily occurring at cytosine residues in the context of CpG dinucleotides, is a crucial epigenetic mechanism that regulates gene expression. In the context of cancer, these methylation patterns can become disrupted, leading to aberrant gene expression and contributing to tumorigenesis.