While the given name Patrick is Roman in origin, the surname Patrick is thought to be primarily Gaelic. The Gaelic phrase “Mac Phádraig” means “son of Patrick.”
The name Patrick is now often associated with Ireland and Gaelic culture due to the Scottish emigration from the land. The Gaelic phrase was translated to English as the last name “Patrick” and gained popularity in Ireland (source).