Would it be copyright infringement to have song lyrics as titles for chapters in a novel?

I'm writing a novel, my first one, and I would like to use song lyrics from Johnny Cash's "Ring of Fire" for some of the chapter titles. Is that copyright infringement? The song, in part or entirety, appears nowhere within the text of the novel.