$A^{1/2}$ commutes with $B^{1/2}$

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Let $A,B$ be two positive (possibly unbounded) closed operator on a Hilbert space with $AB=BA$. Do we have $A^{1/2}$ commutes with $B^{1/2}$?

I know it is true for bounded operators but I am not sure for unbounded case.