If $P_I$ is a parabolic subgroup in $GL_n(k)$, is $P_I$ conjugate to ${P_I}^-$ under some element of $W$?

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Suppose $P_I$ is a standard parabolic subgroup of $GL_n(k)$ (we can assume $k$ is finite, but I doubt it matters). Is $P_I$ conjugate to the opposite parabolic ${P_I}^-$ under some element of the Weyl group $W$? Is it perhaps the longest element of the Weyl subgroup $W_I$?

I know in general it's not possible to conjugate a parabolic to its opposite, but I wonder if it's at least possible for $GL_n(k)$? If it is true, a reference would be sufficient. Thanks.