Change axis label's font

I am trying to assign the same font for all elements in my view in Paraview. However I fail to find a setting where I can specify the font for the axis label (orientation axes). I can change the color but not the font. Any hints?

I fear it is not possible.

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Could one add this? It would be nice to create videos where the fonts match.