Written this way we get Hypergeometric functions:
$Assumptions = \[CapitalTheta] > 0 && t > 0 && \[Delta] > 0 &&
s < \[CapitalTheta];
Subscript[m, d][t_] =
Subscript[\[Lambda],
2] t + (Subscript[\[Lambda], 1] - Subscript[\[Lambda], 2])/
Subscript[\[Lambda], 1] (1 - E^(-Subscript[\[Lambda], 1] t));
Subscript[M, X][s_] =
Integrate[
E^(s x) \[CapitalTheta]*E^(-\[CapitalTheta] x), {x, 0, Infinity}]
Subscript[M, Subscript[Z, 0][t_]][s_] =
E^(Subscript[\[Lambda], 2] Integrate[
Subscript[M, X][s E^(-\[Delta] v)], {v, 0, t}])
Integrate[(Subscript[M, X][s E^(-\[Delta] v)] - 1) Subscript[M,
Subscript[Z, 0] [t - v]][s E^(-\[Delta] v)] D[Subscript[m, d][v],
v], v]