Current methods for diagnosis and monitoring of genitourinary (GU) cancers are often invasive and/or lack sensitivity and specificity [1-4]. Owing to the profound genomic heterogeneity between tumors, successful application of just a single analyte for cancer detection will probably remain an exception, which raises the question of whether integrated `omics` technologies would be superior for cancer diagnostics. To shed light on this question, we assessed DNA methylomes and copy-number alterations (CNAs) via shallow whole-genome bisulfite sequencing (sWGBS) of urinary sediment from 225 GU cancer patients (60 prostate cancer [PRAD], 100 urothelial cancer [UC], 65 kidney cancer [KIRC]) and 88 healthy individuals (Fig.