Transponder Key Coil
WARNING: This page is about a different car, the 2001 Lexus GS 430 and 2001 Lexus GS 300. However, it is still accessible from the selected car via links, so may be relevant.
Check continuity between transponder key coil terminals No. 1 and 2. If continuity does not exist, replace transponder key coil.