In this paper we will present a symplectic Particle-in-Cell algorithm which has the particularity to use a space coordinate (instead of time) as the independent variable. The algorithm follows from canonical transformation to the Frenet-Serret coordinate system of the relativistic Low Hamiltonian for collisionless plasma. It presents the advantage to greatly simplify numerical simulation of problems such as tracking with space-charge throughout an electron gun.