The A711 in both directions closed due to a fallen tree between the B736 (Palnackie) and the A745 (Dalbeattie).
The road is expected to remain closed for some time.
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50-year-old Tyrone Glaister has been jailed after stabbing a man in a Whitehaven pub with a hunting knife.