In your experience, are quant firms bothered about whether the STEM PhD had anything to do with finance?

I'm considering trying to get into the field when I finish my Comp Sci PhD in a few months. I'm a little worried that my sole explicit financial qualification is that I really enjoyed a course on Black-Scholes towards the end of my undergraduate in Physics, although I probably would word that slightly differently on a CV.