Yes, but if you are going to thread a needle, you will need thinner thread, as threading the needle doubles the thickness of the thread. ;)
For the usual size pearls (neither tiny nor huge), I use size 30 (medium, 0.37mm) Serafil and Fine needles. There is also a Fine thread, size 40, 0.33mm.