Joint Gaussians of three random variables

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Suppose that

  • $(X,Y)$ are joint Gaussian with $Cov(X,Y)=\theta_1$,
  • $(Y,Z)$ are joint Gaussian with $Cov(Y,Z)=\theta_2$.

Are $(X,Z)$ also joint Gaussian? What is $Cov(X,Z)$?