Trabzon Governor Abdil Celil Oz said the two suspects were detained early on Tuesday. He said one of them is believed to have followed the convoy while the other fired shots at the bus.
Fenerbahce had said it would not play its matches until those responsible for the attack are caught.
Soccer authorities reacted to the incident by suspending Super League and Turkish Cup matches for a week.
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