Since window.history.pushState is not aviliable for HTML 4 browsers like IE9 , I have looked for history.js, a jQuery library that simulates the pushState behavior.
Maybe try:
History.replaceState(null,null,'?issue=' + currPageIssueNo + '&page=' + pageNo);