List all issues from all projects

Is there a way to list all issues from Gitlab with administrator access?
GET /api/v3/issues lists issues created by that authenticated user.
I want all the issues to be listed when I use administrator’s api key to access and issue a get request to /api/v3/issues.

I think best way would be to first get all projects and after that request all issues for them recursively.