Drivers convicted of a first time DUI in Missouri can expunge that DUI after it has been on their records for at least 10 years. … Under Missouri law (RSMO Section 610.130. 1) an expungement is only available to eligible persons once in a lifetime. Furthermore, you can only expunge first-time misdemeanor DUI convictions.