Medication-related harm in older adults following hospital discharge: development and validation of a prediction tool

BMJ Qual Saf. 2020 Feb;29(2):142-153. doi: 10.1136/bmjqs-2019-009587. Epub 2019 Sep 16.

Abstract

Objectives: To develop and validate a tool to predict the risk of an older adult experiencing medication-related harm (MRH) requiring healthcare use following hospital discharge.

Design, setting, participants: Multicentre, prospective cohort study recruiting older adults (≥65 years) discharged from five UK teaching hospitals between 2013 and 2015.

Primary outcome measure: Participants were followed up for 8 weeks in the community by senior pharmacists to identify MRH (adverse drug reactions, harm from non-adherence, harm from medication error). Three data sources provided MRH and healthcare use information: hospital readmissions, primary care use, participant telephone interview. Candidate variables for prognostic modelling were selected using two systematic reviews, the views of patients with MRH and an expert panel of clinicians. Multivariable logistic regression with backward elimination, based on the Akaike Information Criterion, was used to develop the PRIME tool. The tool was internally validated.

Results: 1116 out of 1280 recruited participants completed follow-up (87%). Uncertain MRH cases ('possible' and 'probable') were excluded, leaving a tool derivation cohort of 818. 119 (15%) participants experienced 'definite' MRH requiring healthcare use and 699 participants did not. Modelling resulted in a prediction tool with eight variables measured at hospital discharge: age, gender, antiplatelet drug, sodium level, antidiabetic drug, past adverse drug reaction, number of medicines, living alone. The tool's discrimination C-statistic was 0.69 (0.66 after validation) and showed good calibration. Decision curve analysis demonstrated the potential value of the tool to guide clinical decision making compared with alternative approaches.

Conclusions: The PRIME tool could be used to identify older patients at high risk of MRH requiring healthcare use following hospital discharge. Prior to clinical use we recommend the tool's evaluation in other settings.

Keywords: Medication harm; healthcare use; hospital discharge; older adults; risk prediction.

Publication types

  • Multicenter Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Cohort Studies
  • Continuity of Patient Care*
  • Drug-Related Side Effects and Adverse Reactions / epidemiology*
  • Drug-Related Side Effects and Adverse Reactions / prevention & control
  • Female
  • Follow-Up Studies
  • Geriatric Assessment / methods*
  • Hospitals, Teaching
  • Humans
  • Incidence
  • Linear Models
  • Male
  • Medication Errors / prevention & control
  • Medication Errors / statistics & numerical data*
  • Patient Discharge / statistics & numerical data*
  • Predictive Value of Tests
  • Prospective Studies
  • Reproducibility of Results
  • Risk Assessment
  • Time Factors