Is the response to antihypertensive drugs heterogeneous? Rationale for personalized approach

Mario Muselli1, Raffaella Bocale2, Stefano Necozione1

  • 1Department of Life, Health and Environmental Sciences, University of L'Aquila, L'Aquila.

Insights

Arterial hypertension is a major cardiovascular risk. Personalized treatment using machine learning may improve blood pressure control, addressing patient heterogeneity in response to antihypertensive drugs.

Area of Science:

  • Cardiology
  • Pharmacology
  • Medical Informatics

Background:

  • Arterial hypertension is a leading global cardiovascular risk factor, contributing significantly to mortality and morbidity.
  • Despite available therapies, blood pressure control remains suboptimal for many patients.
  • Current guidelines recommend specific drug classes and combination therapy for hypertension management.

Purpose of the Study:

  • To highlight the need for personalized antihypertensive therapy due to patient heterogeneity.
  • To explore the potential of machine learning in developing personalized treatment algorithms.
  • To address the unsatisfactory blood pressure control in large patient segments.

Main Methods:

  • Review of current hypertension management guidelines and drug classes.
  • Analysis of factors contributing to heterogeneous patient responses to antihypertensives.
  • Exploration of machine learning applications in healthcare data.

Main Results:

  • Evidence suggests significant heterogeneity in patient response to antihypertensive drugs.
  • Genetic, behavioral, environmental, and disease history factors influence treatment response.
  • Digitalization of healthcare systems is generating data suitable for machine learning.

Conclusions:

  • Personalized antihypertensive therapy is crucial due to individual patient variability.
  • Machine learning holds promise for developing algorithms for truly personalized hypertension management.
  • Future strategies should leverage big data and machine learning for optimized patient care.

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