To estimate their parameters, Saenz et al. used a weighted non-linear least squares procedure that incorporated viral load measurements, IFN-α fold change measurements, and an estimate that only 27 per cent of host cells were depleted by the end of an infection. Here, IFNA1 is linked to infection.