Personalizing personalized medicine

Recently, a new anti-cancer drug was approved by the FDA. It marks big moment in the movement toward personalized medicine because it's the first time a drug targeting specific biomarkers has been approved. 

This got me thinking about the phrase "personalized medicine." 

Person-alized medicine is about the person. How much do we really know about the person in today's medical treatment system?