The concept of the isotropy of a perfect gas is examined from the point of view of the distribution functions for molecular speed and velocity components. It is shown that to be compatible with the assumption of isotropy, any velocity component distribution function must satisfy several general relations. These relations are often presented as a consequence of the Maxwellian distribution but are shown to be independent of the form of the distribution of molecular speeds.