how about just using the MGFs?
I would split it into two parts....
Pull out the beta1 and use MGFs on the sum of the gammas and call that W.
Then write Z as
This might not be recognizable as any known distribution, via MGFs
but you can use Calc 3 to obtain the density here.
AND you better have independence here.