Beta-lactam resistance acquisition in Streptococcus pneumoniae

We hypothesize that when the experienced stress is maintained over many generations, a bacterial population acquires adaptive mutations regardless of the mode of growth, which are localized in genetic regions that resolve the experienced stress. However, it is unclear whether the emergence of antibiotic resistance in a bacterial population is predictable, and what types of data would be necessary to make accurate predictions.