I will discuss the nodal structure of wave functions in general and of single-particle approximation based wave functions in particular, and ts relevance to QMC simulations. In particular I will show that the nodal structures of atomic wave functions based on a product of spatial orbitals, namely Restricted, Unrestricted, and Generalized Valence Bond wave functions, are equivalent. This result is verified by fixed node-diffusion Monte Carlo simulations for atoms up to Ne. Also for a molecular system, Li2 at the equilibrium geometry, a multideterminantal GVB wave function does not improve the nodal surfaces of a RHF wave function