The 31-year-old is likely to be sidelined for several weeks, meaning he will also miss Slovakia's UEFA Nations League fixtures against Czech Republic and Israel next month.
Dúbravka has not missed a Premier League game since making his debut in a 1-0 win against Manchester United in February 2018 and won the club's Player of the Season award for 2019/20.