This study analyzed data from over 21,000 Japanese patients to investigate the relationship between blood pressure measurements and cardiovascular outcomes. The results showed that morning home systolic blood pressure was a stronger predictor of coronary artery disease events than clinic blood pressure. There was a graded association between higher morning home systolic blood pressure and increased risk of coronary events. Neither home nor clinic blood pressure measurements showed a J-shaped curve relationship with stroke or coronary artery disease risk.