The correct response is:
first a high-pressure system, and then a low-pressure system
A sunny week typically indicates the presence of a high-pressure system, which brings clear skies and stable weather. As the weekend approaches with a forecast of rain, it suggests that a low-pressure system is moving in, which is associated with cloudy and rainy conditions.