The Wikipedia article on conservative forces says,
A force field F, defined everywhere in space (or within a simply-connected volume of space), is called a conservative force or conservative vector field if it meets any of these three equivalent conditions: [...] 3. The force can be written as the negative gradient of a potential, $\Phi$: $\vec F = - \vec \nabla \Phi$.
Source: https://en.wikipedia.org/wiki/Conservative_force
I don't understand why $\Phi$ having spatial derivatives equal to $\vec F$'s components implies that the work done by the force $W = -\Delta \Phi$ is independent of the path a test particle takes.