If we’re only talking about oxygen as in O₂, you’d probably be mostly fine. Even if we’re talking anything that contains an oxygen atom getting destroyed, something like Silicon would be so much worse - most of the Earth’s crust would just be gone. Hydrogen would probably also be fun, because it’d turn water and any organic compound into oxidizers.