From enrollment to discharge, these treatments increased markedly in patients with CKD stage 1 to 3, but no comparable increase was observed in stage 4 and 5; the latter received especially ACE inhibitors and ARBs but also beta-blockers and statins significantly less frequently (Fig 2). Here, ACE is linked to chronic kidney disease.