Cluster analysis: A new approach for identification of underlying risk factors for coronary artery disease in essential hypertensive patients

Scientific Reports

Volumn 7, Issue , 2017, Pages

  Guo, Qi ^a   Lu, Xiaoni ^a   Gao, Ya ^a   Zhang, Jingjing ^a   Yan, Bin ^a   Su, Dan ^a   Song, Anqi ^a   Zhao, Xi ^a   Wang, Gang ^a  

^a XI'AN JIAOTONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

AGED; ARTERIAL WALL THICKNESS; BLOOD PRESSURE; CIRCADIAN RHYTHM; CLUSTER ANALYSIS; COMPLICATION; CORONARY ARTERY DISEASE; ESSENTIAL HYPERTENSION; FEMALE; HUMAN; MALE; MIDDLE AGED; PATHOLOGY; PREVALENCE; PROSPECTIVE STUDY; RISK FACTOR;

AGED; BLOOD PRESSURE; CAROTID INTIMA-MEDIA THICKNESS; CIRCADIAN RHYTHM; CLUSTER ANALYSIS; CORONARY ARTERY DISEASE; ESSENTIAL HYPERTENSION; FEMALE; HUMANS; MALE; MIDDLE AGED; PREVALENCE; PROSPECTIVE STUDIES; RISK FACTORS;

EID: 85014942078     PISSN: None     EISSN: 20452322     Source Type: Journal    
DOI: 10.1038/srep43965     Document Type: Article

References (28)

1. Lawes, C. M. M., Vander Hoorn, S., Rodgers, A. & Int Soc, H. Global burden of blood-pressure-related disease, 2001. Lancet. 371, 1513-1518, doi: 10.1016/s0140-6736(08)60655-8 (2008).
2. Afridi, I. et al. 2003 World Health Organization (WHO)/International Society of Hypertension (ISH) statement on management of hypertension. Journal of Hypertension. 21, 1983-1992, doi: 10.1097/01.hjh.0000084751-37215.d2 (2003).
3. Myers, M. G. et al. New algorithm for the diagnosis of hypertension. Am J Hypertens. 18, 1369-1374, doi: 10.1016/j. amjhyper.2005.04.024 (2005).
4. Sun, L. et al. Relationship between blood pressure reverse dipping and type 2 diabetes in hypertensive patients. Scientific reports. 6, 25053, doi: 10.1038/srep25053 (2016).
5. Yan, B. et al. Novel Association Between the Reverse-Dipper Pattern of Ambulatory Blood Pressure Monitoring and Metabolic Syndrome in Men But Not in Women. Medicine. 94, e2115, doi: 10.1097/md.0000000000002115 (2015).
6. Cao, J. J. et al. Association of carotid artery intima-media thickness, plaques, and C-reactive protein with future cardiovascular disease and all-cause mortality: the Cardiovascular Health Study. Circulation. 116, 32-38, doi: 10.1161/CIRCULATIONAHA. 106.645606 (2007).
7. Mathiesen, E. B. et al. Carotid plaque area and intima-media thickness in prediction of first-ever ischemic stroke: a 10-year followup of 6584 men and women: the Tromso Study. Stroke. 42, 972-978, doi: 10.1161/STROKEAHA.110.589754 (2011).
8. Hinton, G. E. & Salakhutdinov, R. R. Reducing the dimensionality of data with neural networks. Science. 313, 504-507, doi: 10.1126/science.1127647 (2006).
9. Everitt, B. An R and S-PLUS companion to multivariate analysis (Springer, 2005).
10. Wardlaw, A. J., Silverman, M., Siva, R., Pavord, I. D. & Green, R. Multi-dimensional phenotyping: towards a new taxonomy for airway disease. Clin Exp Allergy. 35, 1254-1262, doi: 10.1111/j.1365-2222.2005.02344.x (2005).
11. Weatherall, M., Shirtcliffe, P., Travers, J. & Beasley, R. Use of cluster analysis to define COPD phenotypes. The European respiratory journal. 36, 472-474, doi: 10.1183/09031936.00035210 (2010).
12. Ahmad, T. et al. Clinical Implications of Chronic Heart Failure Phenotypes Defined by Cluster Analysis. J Am Coll Cardiol. 64, 1765-1774, doi: 10.1016/j.jacc.2014.07.979 (2014).
13. Cheng, W. Y., Ou Yang, T. H. & Anastassiou, D. Development of a prognostic model for breast cancer survival in an open challenge environment. Sci Transl Med. 5, 181ra150, doi: 10.1126/scitranslmed.3005974 (2013).
14. Tzeng, C. R. et al. Cluster analysis of cardiovascular and metabolic risk factors in women of reproductive age. Fertil Steril. 101, 1404-1410, doi: 10.1016/j.fertnstert.2014.01.023 (2014).
15. Motoyama, S. et al. Plaque Characterization by Coronary Computed Tomography Angiography and the Likelihood of Acute Coronary Events in Mid-Term Follow-Up. J Am Coll Cardiol. 66, 337-346, doi: 10.1016/j.jacc.2015.05.069 (2015).
16. McAlister, F. A. & Straus, S. E. Evidence based treatment of hypertension. Measurement of blood pressure: an evidence based review. BMJ. 322, 908-911 (2001).
17. Bouhanick, B., Bongard, V., Amar, J., Bousquel, S. & Chamontin, B. Prognostic value of nocturnal blood pressure and reversedipping status on the occurrence of cardiovascular events in hypertensive diabetic patients. Diabetes Metab. 34, 560-567, doi: 10.1016/j.diabet.2008.05.005 (2008).
18. Yan, B. et al. Reverse-dipper pattern of blood pressure may predict lacunar infarction in patients with essential hypertension. European journal of neurology. 22, 1022-1025, doi: 10.1111/ene.12659 (2015).
19. Johnsen, S. H. et al. Carotid atherosclerosis is a stronger predictor of myocardial infarction in women than in men: a 6-year followup study of 6226 persons: the Tromso Study. Stroke. 38, 2873-2880, doi: 10.1161/strokeaha.107.487264 (2007).
20. Spence, J. D. et al. Carotid plaque area: a tool for targeting and evaluating vascular preventive therapy. Stroke. 33, 2916-2922 (2002).
21. Sillesen, H. et al. Carotid plaque burden as a measure of subclinical atherosclerosis: comparison with other tests for subclinical arterial disease in the High Risk Plaque BioImage study. JACC. Cardiovascular imaging. 5, 681-689, doi: 10.1016/j.jcmg.2012.03.013 (2012).
22. Wannarong, T. et al. Progression of carotid plaque volume predicts cardiovascular events. Stroke. 44, 1859-1865, doi: 10.1161/STROKEAHA.113.001461 (2013).
23. Mancia, G. et al. 2013 ESH/ESC guidelines for the management of arterial hypertension: the Task Force for the Management of Arterial Hypertension of the European Society of Hypertension (ESH) and of the European Society of Cardiology (ESC). Eur Heart J. 34, 2159-2219, doi: 10.1093/eurheartj/eht151 (2013).
24. Touboul, P. J. et al. Mannheim carotid intima-media thickness consensus (2004-2006). An update on behalf of the Advisory Board of the 3rd and 4th Watching the Risk Symposium, 13th and 15th European Stroke Conferences, Mannheim, Germany, 2004, and Brussels, Belgium, 2006. Cerebrovasc Dis. 23, 75-80, doi: 10.1159/000097034 (2007).
25. Task Force, M. et al. 2013 ESC guidelines on the management of stable coronary artery disease: the Task Force on the management of stable coronary artery disease of the European Society of Cardiology. Eur Heart J. 34, 2949-3003, doi: 10.1093/eurheartj/eht296 (2013).
26. Zargar, A. H. et al. Prevalence of diabetes mellitus and other abnormalities of glucose tolerance in young adults aged 20-40 years in North India (Kashmir Valley). Diabetes Res Clin. Pract 82, 276-281, doi: 10.1016/j.diabres.2008.08.006 (2008).
27. World Health Organization. Guidelines for controlling and monitoring the tobacco epidemic (World Health Organization, 1998).
28. O'Brien,. E., Sheridan, J. & O'Malley, K. Dippers and non-dippers. Lancet. 2, 397 (1988).