What do you mean in "low power"?
Arduino board has FTDI USB-to-serial driver, that consumes lots of power.
So you can choose arduino mini pro board, that comes without ftdi and costs about 2-3USD.
There is also voltage regulator that consumes few microampers.
If you remove this regulator and program mcu to go sleep mode, you'll get about 1mka current consumption.