You could damage the mass air sensor if you drive with out a air filter.
it's sounds to me that your car running rich on fuel because the car works fine with out air filter. So the O2 sensor is a possibility, the sensor is expensive but if it never been replaced it is a good idea to change the sensor even if the sensor is working.