The QCD phase diagram has been well-understood along the temperature axis, both by analytical arguments and lattice simulations. The situation along the chemical potential axis is a different story. Because of the phase of the fermion determinant Monte-Carlo simulations are not possible and first principle information of QCD at finite density is lacking. In this lecture, we will discuss the effect of the phase of the fermion determinant on the chiral phase transition and emphasize the role of the spectral density of Dirac operator. Our ideas will be illustrated by exact analytical results in the so called microscopic domain of QCD.