Saturday's broadcast of Little Mix The Search has been postponed as a result.
Its producers said they hoped to be back on air by the following Saturday, 24 October.
They have not revealed who has tested positive or how many, but did confirm that none of the four members of the UK girl band had contracted the virus.
Those who have tested positive "are now self-isolating following the latest government guidelines," a statement said.
