A method of treating a subject having peripheral neuropathy is described that includes administering a therapeutically effective amount of a pyruvate compound to the subject. Controlled release formulations of a pharmaceutically acceptable pyruvate salt can be used to administer the pyruvate compound over a substantial period of time.