Both of my dev machines have JDK 8 installed, the debugging function is restored once JDK 7.0.71 was installed and JAVA_HOME environmental variable was set to point to the new JDK.
Guess there's some compatibility issue between Android Studio + ADB + JDK8 (Eclipse + ADB + JDK8 works fine).