M. Burman was funded by Bart's Charity and D. Zenner is affiliated with the National Institute for Health Research Health Protection Research Unit (NIHRHPRU) in Respiratory Infections at Imperial College London in partnership with Public Health England (PHE). The research received funding from the NIHR HPRU in Respiratory Infections at Imperial College London in Partnership with PHE