None of the three made the trip to the Turkish capital, with vice-captain Henderson unable to train on Thursday due to an ankle knock.
Defender Sakho has a hip problem, while full-back Johnson is suffering with illness.
Brendan Rodgers' side go into the last-32 second leg leading the 1-0 thanks to Mario Balotelli's late penalty at Anfield a week ago.
