Epigenetic factors (DNA methylation, histone modifications, or ncRNAs) are involved in gene expression regulation. Thus, determining abnormal epigenetic changes is a suitable approach to extract meaningful information about human diseases. An altered pattern of epigenetic modifications has been firstly defined as a hallmark for cancer, although it is also a key element to many common human diseases, such as cardiovascular, metabolic, and neurological pathologies. During the last decade, the advent of genome-scale analysis techniques applied to epigenetics has provided a massive amount of data, enabling an important advance in the molecular mechanisms underlying disease initiation, progression, and expansion. Disease-specific epigenomic signatures, mainly based on DNA methylation analysis, have been studied for several clinical purposes including prognostics and diagnostics, as well as disease-specific chemotherapy response. Using noninvasive specimens, epigenetic profiling holds the promise of being of clinical value in the management of patients, even at the early stages of disease. Additionally, epigenetic marks have also been catalogued as targets for pharmacological drugs. The upgrade of epigenetic research to epigenomics together with other -omics would tackle the many unanswered questions in the field, paving the path to achieve a more precise personalized medicine.