Turan rejoins the squad after missing his first game since making his debut at the start of the month in the Spanish Cup against rivals Espanyol.
The match will mark the bearded wingers first game against Atleti since leaving the Rojiblancos over the summer.
Turan won every domestic Spanish title at Atleti as well as all European trophies except the Champions League.
The Turkish international winger is expected to feature against his former side but Marc Batra, Jordi Masip, Sandro Ramírez and Adriano Correia are all out.
Full Barcelona squad:
Goalkeepers: 1. Marc-André ter Stegen, 13. Claudio Bravo
Defenders: 3. Gerard Piqué, 6. Dani Alves, 14. Javier Mascherano, 18. Jordi Alba, 22. Aleix Vidal, 23. Thomas Vermaelen, 24. Jérémy Mathieu
Midfielders: 4. Ivan Rakitic, 5. Sergio Busquets, 7. Arda Turan, 8. Andrés Iniesta, 20. Sergi Roberto
Forwards: 9. Luis Suárez, 10. Lionel Messi, 11. Neymar Jr., 17. Munir El-Haddadi