We consider the group of all polynomial automorphisms of the coordinate space and its subgroups, and compute the first homologies of their groups. Our main result is that the first homology group of the group of all polynomial automorphisms of the coordinate plane is isomorphic to ${\bf K}^*$, where ${\bf K}={\bf R}$ or ${\bf C}$ and $ {\bf K}^*={\bf K}- \{ 0 \}$. This fact relates mostly to the topology of transversely algebraic foliations.