The St. Louis Post-Dispatch reports the man was found Friday night in a popular tourist area near the riverfront.
He was later identified as 31-year-old Bradley David Wood, of O’Fallon, Missouri.
Police say they were speaking with a “person of interest” and were searching for Wood’s car.
Police are treating the death as a homicide but didn’t release the cause of death.