Web Pro News reports the items had been put together by several Italian museum curators as a tribute to Monroe in the 50th anniversary of her death.
Among the articles lost were shoes, clothing and diaries that belonged to the actress.
Exhibition officials have not yet decided if they'll carry on with the show. The display was supposed to travel to Tokyo after Prague.
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