City's Bernardo Silva and Mateo Kovacic both misfired in the shootout to put Madrid in the driving seat
The defeat caps a disappointing four days for Arteta's team after their Premier League title challenge suffered a blow with their loss to Aston Villa
Atletico bounced back with two goals early in the second half to put Dortmund on the ropes before they dug deep to complete a superb comeback