Unos are power hogs, they are not designed for low power.
Use a pro mini (based on same microcontroller, but in smaller package and without the onboard serial adapter), so you can disconnect the usb serial adapter, and remove the power led and regulator. After doing that, when you put it into power down sleep with the ADC off, can get power consumption down to microamp range.