One primary objective is to evaluate the efficacy of palovarotene in decreasing new HO in subjects with FOP as assessed by low-dose, whole body computed tomography (WBCT), excluding head, compared to untreated subjects from Clementia's FOP natural history study (Study PVO-1A-001, NHS). The other primary objective is to evaluate the safety of palovarotene in subjects with FOP.