It is shown theoretically and experimentally that significant variations in the microwave modulation response of laser diodes occur due to optical feedback from the transmission fiber. These variations decrease if the laser spectrum is less coherent as introduced, for example, by an increased intensity modulation index. For a typical intensity modulation index m = 26% variations up to 3 dB in amplitude and 60-degrees in phase are observed.