With this cross-journal Collection, the editors at Nature Biomedical Engineering, Nature Medicine, Nature Neuroscience, Nature Biotechnology, Nature Communications, Communications Medicine, Communications Biology, and Scientific Reports invite manuscripts that highlight the development, use and insight obtained from applying neuroengineering approaches.