This study is supported by a grant to the University of Leicester from the MRC-UK Research and Innovation, and National Institute for Health Research (NIHR) rapid response panel to tackle COVID-19 and by core funding provided by NIHR Leicester Biomedical Research Centre - a partnership between the University Hospitals of Leicester NHS Trust. , the University of Leicester and Lounghborough University.