Cole and Payne, 23, have yet to talk about the pregnancy publicly.
The couple, who began dating in February last year, first met when Payne was 14 and auditioning on the The X Factor UK, and Cole was a judge.
They crossed paths again on the show when One Direction was formed on the series in 2010.
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