I found these articles about an engineering education research collaboration that is studying doctoral student anxiety in engineering programs. The researchers are from bioengineering and education, and while the study is focused on working toward improving retention of engineering students in these programs, I think the takeaways will be applicable in other PhD fields as well. Both articles are about the same ongoing work. Here are the links: