Two top U.S. Immigration and Customs Enforcement (ICE) officials have been reassigned amid pressure to dramatically increase arrests of immigrants who are in the U.S. illegally, three sources familiar with the matter said.

The shake-up at ICE comes as the president, and his top immigration officials, are increasingly frustrated with the pace of arrests and deportations.