You are assuming he went to the pharmacy.
In addition to everything else, I hope that if Patient0 has a credit card, “they” have tracked all of his usage of it. That card is infected and so is every machine he used it in and anyone he handed it to. My opinion is that our highly civilized society is going to be much more conducive to the spread of the virus than W.A.