Many stroke survivors are sedentary and are at risk for the development of diabetes. We will study the interactions of adipose tissue and the paretic and non-paretic muscle inflammation, insulin signaling and action in hemiparetic stroke patients and the ability to employ exercise training to reverse these abnormalities in this ethnically diverse population. Participants aged 40-75 years with chronic stroke will be randomized to treadmill training versus stretch control group using a one-two-one blocked randomization on race (black vs. white), sex (male vs. female), and glucose tolerance status (normal vs. impaired and type 2 diabetes).