Clothing with an integrated heart rate monitoring device for monitoring the vital signs of a user is disclosed herein. The monitoring device preferably comprises an optical sensor, an accelerometer and processor. The optical sensor preferably comprises a photodetector and a plurality of light emitting diodes. A sensor signal from the optical sensor is processed to generate a real-time vital sign for a user.