Do I need to remove the Schrader valve from my OEM valve stems to install valve stem extensions?

No, you should not remove the Schrader valve from the OEM valve stem. Additionally, valve stem extensions must only be installed on steel valve stems; rubber valve stems are not strong enough to support the extra weight and may become damaged.