“…In this purpose, we defined several scenarios of simulation by modifying the corresponding parameters in the viral dynamic model. First, we increased the viral production parameter, , by a factor of 2, 4, 8,16, 32, 64 and 100 corresponding to observed increases of 1-7 value for different variants 2,10,11 . Second, we decreased the production parameters by a factor of 2, 4, 8 and 16 as well 4 to emulate the impact of vaccination 4,13 .…”