I run with two pairs of running shoes per saison, one pair for good weather and one for wet weather conditions.
For wet weather i made good experience with Salomon xt series, which was a great choice for last autumm and winter. The shoes are absolutely solid and waterresistant trailrunners. Also in snow or on slippery surfaces you have a better grip than with lots of other running shoes. The feet never get wet!
For warm weather i picked this time Nike Pegasus, which are comfortable and well cushioned. In general I do not prefer a special brand, but by coincidence i had the same brands last season. Earlier, I used shoes from Asics and Adidas with which I also felt very comfortable. I decide a little spontaniously, but also by price, design, functionality and comfort and try to find the best deal then. After all, you have to feel well with your shoes, that`s most important.