Couple months ago I heard an exhaust like noise and thought it was my EGR pipe. But it turned out to be a bent exhaust heat shield rubbing again my car's exhaust pipe.
I have the EGR pipe, that I rushed into buying, listed on eBay now. It is Lexus Part # 25601-50060, also the listing has the needed gaskets and the corresponding diagram.