Thank for your comment. Someone already asked me for the brown chicken, the answer is:
Once you unlock the "golden nugget feeding", both brown and white chickens lay a single golden eggs (equal production. Therefore, in the end game, brown chickens are a bit better because cheaper to buy in large number :)