cross validation won't save you in this situation. it's a subtle point, but you can't say "omg this strain is increasing and it must therefore be more contagious" and then show that it is more contagious by showing it is increasing... this is counter-intuitive even to most scientists, in my experience. I remember when I learnt this during my PhD. I suspect many people high up in academia don't understand this point.