Extensive damage is expected from the storm which has struck the state’s capital, Jefferson City.
At least three people have been killed by a “violent” tornado which has swept across Missouri, local officials said.
The fatalities were confirmed in Golden City, 170 miles (270km) southwest of state capital Jefferson City.