The correct statement is:
The comma should follow the subordinating conjunction if the dependent clause begins the sentence.
When a sentence begins with a dependent clause (which starts with a subordinating conjunction), a comma is used after that dependent clause before the independent clause. For example: "Although it was raining, we went for a walk."