Strange!
If this is only one Particle System, then maybe it has to do with the Material; the Shader uses the lifetime of the Particles to determine how they look and as the oldest Particles do not render, they might be transparent???
If your stuck, please upload your .blend file to a cloud service like Dropbox or so and post a link here.