In this paper, it is shown that two random matrices have a joint matrix variate distribution if conditioning each one on the other the resulting distributions satisfy certain conditions. A general result involving more than two matrices is also proved.
Gupta, A.K. and Varga, T., "Characterization of Matrix Variate Normal Distributions" (1990). Mathematical Sciences Technical Reports (MSTR). 149.