How to choose between AUC PR and AUC ROC?

An excellent discussion on the topic or PR vs ROC:
https://www.kaggle.com/forums/f/15/kaggle-forum/t/7517/precision-recall-auc-vs-roc-auc-for-class-imbalance-problems/41179