 Timeaxe is an algorithm that captures disease dynamics using high-dimensional short-time series data which can differentiate between early and late tumors within the same tumor subtype, uncover molecular transitions and potential targetable pathways, providing improved molecular interpretability and clinical benefits for patient stratification and outcome prediction. This article was authored by Amit Frischberg, Nita Milman, Ayolit Alpert and others.