Vascular phenotypes in early hypertension

Eleanor C Murray1, Christian Delles2, Patryk Orzechowski3,4

  • 1School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK. Eleanor.Murray3@nhs.scot.

Insights

Untreated hypertension shows early arterial stiffening, not endothelial dysfunction. Machine learning identified distinct patient clusters based on blood pressure and arterial stiffness, aiding risk stratification.

Area of Science:

  • Cardiovascular Medicine
  • Hypertension Research
  • Biomedical Engineering

Background:

  • Primary hypertension is a complex condition with varied vascular presentations.
  • Early detection of vascular changes in hypertension is crucial for risk stratification.
  • Machine learning offers novel approaches to characterize disease heterogeneity.

Purpose of the Study:

  • To characterize vascular phenotypes in newly diagnosed, treatment-naïve primary hypertensive patients.
  • To utilize machine learning to identify distinct hypertensive subgroups.
  • To investigate early vascular alterations in incident hypertension.

Main Methods:

  • Recruited 73 primary hypertensive patients and 79 normotensive controls.
  • Assessed 24-hour ambulatory blood pressure (BP) and BP variability.
  • Performed vascular phenotyping including pulse wave velocity (PWV), augmentation index (PWA-AIx), central BP, reactive hyperemia index (LnRHI), and carotid intima-media thickness (CIMT).
  • Applied machine learning (biclustering) to identify hypertensive subgroups.

Main Results:

  • Hypertensive patients exhibited greater arterial stiffness (PWV, PWA-AIx, AI@75) and central pressures compared to normotensive controls.
  • No significant differences were found in endothelial function, nocturnal BP dip, or CIMT between groups.
  • Machine learning identified three clusters: 'arterially stiffened', 'vaso-protected', and 'non-dipper' based on BP and arterial stiffness measures.
  • White-coat hypertension mimicked sustained hypertension, while masked hypertension resembled normotension.

Conclusions:

  • Untreated primary hypertension is characterized by early arterial stiffening rather than endothelial dysfunction or CIMT changes.
  • Phenotypic heterogeneity in BP variability and arterial stiffness exists early in hypertension.
  • These findings suggest potential for improved risk stratification using machine learning-derived phenotypes.

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