Linear combination and sum of probability variable

I've been reading following book this weekend.
ガウス過程と機会学習
Then I was just wondering what the probability distribution of linear combination of probability variable looks like. The followings are the log I checked it by hand.

1. Linear combination of probability variable

2. Sum of probability variable