Developing an Actionable Taxonomy of Persistent Hypertension Using Electronic Health Records

Yuan Lu1,2, Cindy Xinxin Du2, Hazar Khidir3

  • 1Center for Outcomes Research and Evaluation, Yale New Haven Hospital, CT (Y.L., C.C., S.M., E.S.S., H.M.K.).

Insights

Researchers developed a new way to classify patients with persistent hypertension using electronic health records. This taxonomy identifies reasons for uncontrolled blood pressure, enabling targeted interventions.

Area of Science:

  • Cardiology
  • Health Informatics
  • Clinical Research

Background:

  • Persistent hypertension management is evolving with digital health data.
  • Electronic health records (EHRs) offer opportunities for novel patient stratification.
  • Defining persistent hypertension requires consistent, high blood pressure readings over time.

Purpose of the Study:

  • To create an actionable taxonomy for classifying patients with persistent hypertension.
  • To leverage EHR data for stratifying patients based on hypertension persistence.
  • To identify contributing factors to uncontrolled blood pressure in a patient cohort.

Main Methods:

  • Qualitative content analysis of clinician notes within EHRs.
  • Systematic, inductive approach to data abstraction and analysis.
  • Analysis of 200 randomly selected patient records from 1664 eligible cases.

Main Results:

  • Identified 3 domains contributing to hypertension persistence: non-intensification of treatment, non-implementation of prescribed treatment, and non-response to treatment.
  • Saturation reached with 115 patients (mean age 66.0 years, 54.8% female).
  • Patient demographics included White (52.2%), Black (30.4%), and Hispanic (13.9%) individuals.

Conclusions:

  • A novel, actionable taxonomy for persistent hypertension classification was developed using EHR data.
  • This taxonomy categorizes patients by the root causes of their uncontrolled blood pressure.
  • The identified categories can be automated for targeted clinical interventions.
Abstract

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