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Aerotaxis, chemotaxis towards oxygen, occurs in bacteria and likely in cancer cells. Here the authors find that confined cells from different tissues escape hypoxia by aerotaxis, a process independent of mitochondria and the HIF pathway, and dependent on EGF receptor interpretation of a ROS gradient in mammary cells.