KCNQ1OT1 and melanoma: Using the real datasets obtained from melanoma patients, we showed that Cyclum can accurately infer the cell-cycle expression components, nominate novel cell-cycle genes (e.g., KCNQ1OT1 and FBLIM1), and elucidate latent associations between cell subpopulations and drug resistance.