It was known that Dyson Brownian motion is closely related to the local statistics of random matrices. In this lecture, I’ll explain that Dyson Brownian motion can be studied by a partial differential equation with random coefficients. From the regularity theory of this PDE, important properties of  local spectral statistics of random matrices can be derived.