It is a well-known result that, for any finitely-presented group $G$ and any integer $n \geq 4$, there exists a closed $n$-manifold whose fundamental group is isomorphic to $G$ (a sketch of proof can be found here). It is also well-known that such a result becomes false when $n \leq 3$. However, I wonder whether there exists an "elementary" way to notice that in dimension three. That is,
Question: Does there exist a "simple" argument proving that not all finitely-presented groups are fundamental groups of a closed 3-manifold?
Of course, "simple" is quite vague. Typically, I would like to avoid evolved cohomological arguments: a geometric proof would be perfect.