The aim of the present study was to evaluate if muscle fat depots were associated with increased mortality and may play a different role on muscle injury, as evaluated with CPK plasma concentrations, in critically ill COVID-19 patients admitted to our ICUs. Here, PIK3C2A is linked to COVID-19.