Shirtliff joined Rovers as Ronnie Moore's assistant two years ago but is keen to team up with Swindon boss Danny Wilson, his former Sheffield Wednesday team-mate.
Shirtliff said: "I've really enjoyed my two years at Tranmere Rovers and would like to wish the club all the very best for the future."
Source: Team_Talk