You say your current marriage is devoid of any sex whatsoever so I can't think of any reason to carry on with things. You might as well join a monastery.
If you're willing to accept the fact that your second relationship could end up just like your present marriage after a few years then i say go for it.
Nothing ventured nothing gained.