Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Original Article
  • Published:

Cardiovascular reactivity patterns and pathways to hypertension: a multivariate cluster analysis

Abstract

Substantial evidence links exaggerated mental stress induced blood pressure reactivity to future hypertension, but the results for heart rate reactivity are less clear. For this reason multivariate cluster analysis was carried out to examine the relationship between heart rate and blood pressure reactivity patterns and hypertension in a large prospective cohort (age range 55–60 years). Four clusters emerged with statistically different systolic and diastolic blood pressure and heart rate reactivity patterns. Cluster 1 was characterised by a relatively exaggerated blood pressure and heart rate response while the blood pressure and heart rate responses of cluster 2 were relatively modest and in line with the sample mean. Cluster 3 was characterised by blunted cardiovascular stress reactivity across all variables and cluster 4, by an exaggerated blood pressure response and modest heart rate response. Membership to cluster 4 conferred an increased risk of hypertension at 5-year follow-up (hazard ratio=2.98 (95% CI: 1.50–5.90), P<0.01) that survived adjustment for a host of potential confounding variables. These results suggest that the cardiac reactivity plays a potentially important role in the link between blood pressure reactivity and hypertension and support the use of multivariate approaches to stress psychophysiology.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1

Similar content being viewed by others

References

  1. Matthews KA, Woodall KL, Allen MT . Cardiovascular reactivity to stress predicts future blood pressure status. Hypertension 1993; 22: 479–485.

    Article  CAS  Google Scholar 

  2. Carroll D, Phillips AC, Der G, Hunt K, Benzeval M . Blood pressure reactions to acute mental stress and future blood pressure status: data from the 12-year follow-up of the West of Scotland study. Psychosom Med 2011; 73: 737–742.

    Article  Google Scholar 

  3. Matthews KA, Katholi CR, McCreath H, Whooley MA, Williams DR, Zhu S et al. Blood pressure reactivity to psychological stress predicts hypertension in the CARDIA study. Circulation 2004; 110: 74–78.

    Article  Google Scholar 

  4. Tuomisto M . Intra-arterial blood pressure and heart rate reactivity to behavioral stress in normotensive, borderline, and mild hypertensive men. Health Psychol 1997; 16: 554–565.

    Article  CAS  Google Scholar 

  5. Chida Y, Steptoe A . Greater cardiovascular responses to laboratory mental stress are associated with poor subsequent cardiovascular risk status: a meta-analysis of prospective evidence. Hypertension 2010; 55: 1026–1032.

    Article  CAS  Google Scholar 

  6. Hastrup JL, Light KC, Obrist PA . Parental hypertension and cardiovascular responses to stress in healthy young adults. Psychophysiology 1982; 19: 615–622.

    Article  CAS  Google Scholar 

  7. von Eiff AW, Gogolin E, Jacobs U, Neus H . Heart rate reactivity under mental stress as a predictor of blood pressure development in children. J Hypertens 1985; 3: S89–S91.

    Article  CAS  Google Scholar 

  8. Vrijkotte TGM, van Doornen LJP, de Geus EJC . Effects of work stress on ambulatory blood pressure, heart rate, and heart rate variability. Hypertension 2000; 35: 880–886.

    Article  CAS  Google Scholar 

  9. Carroll D, Phillips AC, Der G . Body mass index, abdominal adiposity, obesity, and cardiovascular reactions to psychological stress in a large community sample. Psychosom Med 2008; 70: 653–660.

    Article  Google Scholar 

  10. Ginty AT, Jones A, Carroll D, Roseboom TJ, Phillips AC, Painter R et al. Neuroendocrine and cardiovascular reactions to acute psychological stress are attenuated in smokers. Psychoneuroendocrinology 2014; 48: 87–97.

    Article  CAS  Google Scholar 

  11. Panknin TL, Dickensheets SL, Nixon SJ, Lovallo WR . Attenuated heart rate responses to public speaking in individuals with alcohol dependence. Alcohol Clin Exp Res 2002; 26: 841–847.

    Article  Google Scholar 

  12. Manuck SB . Cardiovascular reactivity in cardiovascular disease: “once more unto the breach”. Int J Behav Med 1994; 1: 4–31.

    Article  CAS  Google Scholar 

  13. Klabunde RE . Cardiovascular Physiology Concepts. Lippincott Williams & Wilkins: New York, NY, 2005.

    Google Scholar 

  14. Roseboom TJ, van der Meulen JHP, Ravelli ACJ, Osmond C, Barker DJP, Bleker OP . Effects of prenatal exposure to the Dutch famine on adult disease in later life: an overview. Mol Cell Endocrinol 2001; 185: 93–98.

    Article  CAS  Google Scholar 

  15. Roseboom TJ, Painter RC, van Abeelen AFM, Veenendaal MVE, de Rooij SR . Hungry in the womb: what are the consequences? Lessons from the Dutch famine. Maturitas 2011; 70: 141–145.

    Article  Google Scholar 

  16. Veenendaal MVE, Painter RC, de Rooij SR, PMM Bossuyt, JAM van der Post, Gluckman PD et al. Transgenerational effects of prenatal exposure to the 1944-45 Dutch famine. BJOG 2013; 120: 548–554.

    Article  CAS  Google Scholar 

  17. Bakker B, Seiben I . Maten voor prestige, social-economische status en sociale klasse voor de standard beroepenclassificatie. Soc Wetenschap 1992; 40: 1–22.

    Google Scholar 

  18. Zigmond AS, Snaith RP . The Hospital Anxiety and Depression Scale. Acta Psychiatr Scand 1983; 67: 361–370.

    Article  CAS  Google Scholar 

  19. de Rooij SR, Schene AH, Phillips DI, Roseboom TJ . Depression and anxiety: associations with biological and perceived stress reactivity to a psychological stress protocol in a middle-aged sample. Psychoneuroendocrinology 2010; 35: 866–877.

    Article  Google Scholar 

  20. Ginty AT, Carroll D, Roseboom TJ, Phillips AC, de Rooij SR . Depression and anxiety are associated with a diagnosis of hypertension 5 years later in a cohort of late middle-aged men and women. J Hum Hypertens 2013; 27: 187–190.

    Article  CAS  Google Scholar 

  21. Kamarck TW, Jennings JR, Manuck SB . Psychometric applications in the assessment of cardiovascular reactivity. Homeostasis Health Dis 1992; 34: 229–243.

    Google Scholar 

  22. Ward JH . Hierarchical grouping to optimise an objective function. J Am Stat Assoc 1963; 58: 236–244.

    Article  Google Scholar 

  23. Jonas BS, Franks P, Ingram DD . Are symptoms of anxiety and depression risk factors for hypertension? Arch Fam Med 1997; 6: 643–649.

    Article  Google Scholar 

  24. Itamar G, Michael H, Yehonatan S . Hypertension and socioeconomic status. Curr Opin Cardiol 2008; 23: 335–339.

    Article  Google Scholar 

  25. Kannel WB . Risk factors in hypertension. J Cardiovasc Pharm 1989; 13: S4–S10.

    Article  Google Scholar 

  26. Mooi E, Sarstedt M . Cluster analysis. In: Mooi E, Sarstedt M (eds). A Concise Guide to Market Research, 1st edn. Springer-Verlag: Berlin, Heidelberg, Germany, 2011, p 243.

    Book  Google Scholar 

  27. Folkow B . “Structural factors” in primary and secondary hypertension. Hypertension 1990; 16: 89–101.

    Article  CAS  Google Scholar 

  28. Lambiase MJ, Dorn J, Roemmich JN . Metabolic and cardiovascular adjustments during psychological stress and carotid artery intima-media thickness in youth. Physiol Behav 2012; 105: 1140–1147.

    Article  CAS  Google Scholar 

  29. Roemmich J, Feda DM, Seelbinder AM, Lambiase MJ, Kala GK, Dorn J . Stress-induced cardiovascular reactivity and atherogenesis in adolescents. Atherosclerosis 2011; 215: 465–470.

    Article  CAS  Google Scholar 

  30. Jennings JR, Kamarck TW, Everson-Rose SA, Kaplan GA, Manuck SB, Salonen JT . Exaggerated blood pressure responses during mental stress are prospectively related to enhanced carotid atherosclerosis in middle-aged Finnish men. Circulation 2004; 110: 2198–2203.

    Article  Google Scholar 

  31. Lipman RD, Grossman P, Bridges SE, Hamner JW, Taylor JA . Mental stress responses, arterial stiffness, and baroreflex sensitivity in healthy aging. J Gerontol Biol Sci 2002; 57: B279–B284.

    Article  Google Scholar 

  32. Uchino BN, Birmingham W, Berg CA . Are older adults less or more physiologically reactivity? A meta-analysis of age-related differences in cardiovascular reactivity to laboratory tasks. J Gerontol Psychol Sci 2010; 65B: 154–162.

    Article  Google Scholar 

  33. Allen MT, Boquet AJ, Shelley KS . Cluster analysis and cardiovascular responsivity to three laboratory stressors. Psychosom Med 1991; 53: 272–288.

    Article  CAS  Google Scholar 

  34. Mills PJ, Dimsdale JE, Nelesen RA, Jasiewicz J, Ziegler MG, Kennedy B . Patterns of adrenergic receptors and adrenergic agonists underlying cardiovascular responses to a psychological challenge. Psychosom Med 1994; 56: 70–76.

    Article  CAS  Google Scholar 

  35. Clatworthy J, Buick D, Hankins M, Weinman J, Horne R . The use and reporting of cluster analysis in health psychology. Br J Health Psychol 2005; 10: 329–358.

    Article  Google Scholar 

Download references

Acknowledgements

We thank the participants for their willing cooperation. Data collection was supported by the Netherlands Heart Foundation (grant numbers 2001B087 and 2003B165). SdR was supported by European Community FP7 HEALTH Project 279281 (BRAINAGE). These funding sources had no role in study design, data collection, analysis and interpretation of the data. AG is funded by T32 HL07560.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to R C Brindle.

Ethics declarations

Competing interests

The authors declare no conflict of interest.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Brindle, R., Ginty, A., Jones, A. et al. Cardiovascular reactivity patterns and pathways to hypertension: a multivariate cluster analysis. J Hum Hypertens 30, 755–760 (2016). https://doi.org/10.1038/jhh.2016.35

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/jhh.2016.35

Search

Quick links