You'd be surprised. Heart disease, for example, is one of the deadliest age-related diseases, but it's by no means exclusive to the wealthy. See for example the World Health Organization's statistics[0]; they report that three quarters of deaths from cardiovascular disease occur in low-income and middle-income countries.
[0] http://www.who.int/cardiovascular_diseases/en/