I used to hear rattling in my wife's car (2001 LX470) when it was cold. Then, the noise would disappear when the car warms up. So, I changed the driver's side exhaust manifold and the noise is gone. You DO NOT need to pull the engine to change it as quoted by the dealer for $2,100. So, I did it myself!!!