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Using clock-like mutational signatures, we estimated a time lag of 2-4 decades between initiating events and diagnosis. In patients with hyperdiploidy, we demonstrate that trisomies of odd-numbered chromosomes can be acquired simultaneously with other chromosomal gains, such as 1q gain. We provide evidence that hyperdiploidy is acquired after canonical IGH translocation when both events are present. Finally, patients with early 1q gain had adverse outcomes similar to those with 1q amplification (&gt;1 extra-copies), but faring worse than those with late 1q gain. This underscores that the prognostic impact of 1q gain\/amp depends more on the timing of acquisition than on the number of extra copies gained. 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