In this article, we will prove the Generalized Nonvanishing Conjecture holds for threefolds with either the Kodaira dimension \(\varvec{\kappa (X)> 0}\) or the irregularity \(\varvec{h^1(X,\mathcal {O}_X)=q(X)>0}\) . As a result, we can prove that for an algebraic fiber space \(\varvec{f:X\rightarrow Y}\) with \(\varvec{\dim }X=7\) , the Iitaka Conjecture holds if either the \(\varvec{X}\) has non-negative Kodaira dimension, or if the general fiber or \( \varvec{F}\) has positive Kodaira dimension, or if \(\varvec{Y}\) is not a threefold with \(\varvec{\kappa }(Y)=q(Y)=0\) .