The Cowan and Piau model of DNA replication describes the asymptotic distribution of the so called Okazaki fragments, i.e. small pieces of DNA remaining after the process attains its equilibrium. We extend their results giving both explicite analytic formulae for the time evolution of Okazaki fragments and the limit distribution. Our method requires solving an infinite system of quasi-renewal equations.