This short note investigates a special case of the Miyaoka-Yau inequality, specifically \(-c_2(X)\cdot c_1(X)\ge 0\) , for an elliptic threefold X under the condition that \(K_X^{\otimes m}=f^*L\) for some positive line bundle L on the base surface Y. We provide an explicit formula connecting this Chern number to the Weil-Petersson form \(\omega _{WP}\) : \(-c_2(X)\cdot c_1(X)=\frac{6 [\omega _{WP}]\cdot L}{\pi m}\) . Consequently, equality \(-c_2(X)\cdot c_1(X)=0\) holds if and only if the j-invariant of the fibers is constant.