With 135K on the car, I'd say it's the control arms. My 2002 with 145K made similar noises, and after I rebuilt the suspension, all is now quiet and thump-free.
If you are going to have it apart enough tot replace the LCA's, you may as well replace everything else, too. Expensive, but the results will be worth it.
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