Non-existence of positive phase-space distribution functions in quantum mechanics

We show that in space dimension ≥2, there cannot exist a positive definite phase-space distribution function whose marginals coincide with the quantum position probability density, momentum probability density and joint probability densities of commuting components of position and momentum.