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In this paper, we first construct varieties of any dimension $n>2$ fibered over curves with low slopes. These examples violate the conjectural slope inequality of Barja and Stoppino [BS14b].   Led by their conjecture, we focus on finding the lowest possible slope when $n=3$. Based on a characteristic $p > 0$ method, we prove that the sharp lower bound of the slope of fibered $3$-folds over curves is $4/3$, and it occurs only when the general fiber is a $(1, 2)$-surface. Otherwise, the sharp lower bound is $2$. We also obtain a Cornalba-Harris-Xiao type slope inequality for families of surfaces of general type over curves, and it is sharper than all previously known results.   As an application of the slope bound, we deduce a sharp Noether-Severi type inequality that $K_X^3 \ge 2\chi(X, \omega_X)$ for an irregular minimal $3$-fold $X$ of general type not having a $(1,2)$-surface Albanese fibration. It answers a question in [Zha15] and thus completes the full Severi type inequality for irregular $3$-folds of general type.

Fibered varieties over curves with low slope and sharp bounds in dimension three