The ministry said the plane was carrying the famous Alexandrov military band for a concert at the Russian air base in Syria.
The ministry said in a statement the plane was carrying 83 passengers and eight crew when it dropped off radar early today.
It said emergency services are searching for the plane. The Tu-154 is a Soviet-designed three-engine airliner.
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