Studies of morbidly obese patients demonstrate minimization of nearly all effort.
Very thin people were nearly always moving. Doing small exercises all the time during the day will burn calories, and make you more fit (even if you are wheelchair bound). Getting light hand weights (1-2lbs to start) may be the most you can do - but it is a start. Good luck!