The heavy metal musical, which has featured a cast including X Factor winner Shayne Ward and Justin Lee Collins, opened at the Shaftesbury Theatre before moving to the Garrick Theatre.
Real-life rocker Alice Cooper made a surprise appearance in the show last year to mark the 40th anniversary of his hit single School's Out topping the chart in the UK.
A film version of the show, about a budding rock singer in 1980s' Los Angeles, came out last year starring Tom Cruise and Russell Brand.
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