# Identification of Adverse Drug Withdrawal Events after Older Adults Discontinue Statins

**Authors:** Jonathan Norton, Glenn Goodrich, Jennifer Barrow, Valerie Paolino, Ariel Green, Orla Sheehan, Elizabeth Bayliss, Cynthia Boyd

PMC · DOI: 10.1093/geroni/igaf122.3088 · 2025-12-31

## TL;DR

This paper explores methods to identify adverse effects in older adults after they stop taking statins, using health records and clinical review.

## Contribution

The study introduces new methods to identify adverse drug withdrawal events using ICD-10 and procedure codes in electronic health records.

## Key findings

- 48% of potential adverse drug withdrawal events were classified as doubtful.
- 48% were classified as possible, with no events classified as definite.
- The methods require clinical review but offer a scalable approach for future deprescribing studies.

## Abstract

Assessing the safety of deprescribing interventions is difficult due to inadequate methods of accurately identifying adverse drug withdrawal events (ADWE) at scale. We explored methods to identify ADWEs after a medication discontinuation using electronic health record (EHR) data, and report on the relationship between statin discontinuations and potential ADWEs. The study population was older adults (65+), taking a statin, and had a confirmed statin discontinuation by chart review. Potential ADWEs were identified by ICD-10 and procedure codes (e.g. stroke, carotid artery disease, ischemic heart disease, coronary artery bypass graft, or percutaneous coronary intervention) within a 12-month time frame following the discontinuation. Two clinicians adjudicated each record to determine if the identified events were related to discontinuations and could constitute ADWEs. Outcome categories were: doubtful, possible, probable, or definite ADWE. Among 44 potential ADWEs, 48% (21/44) were determined to be doubtful (e.g. stroke during the 12 months following statin discontinuation was more likely related to atrial fibrillation than discontinuation), 48% (21/44) as possible (e.g. myocardial infarction (MI) occurred after discontinuation, but cancer may have also contributed to the MI), 4% (2/44) as probable (e.g. factors other than discontinuation couldn’t explain the ADWE), and 0% (0/44) as definite (e.g. same as probable, and confirmed improvement in medical condition after restarting of statin). These exploratory methods of identifying possible ADWEs with ICD-10 and procedure codes after a confirmed discontinuation, while still requiring record review, are new tools that could be enhanced and applied at scale in future deprescribing studies classes to assess safety.

## Linked entities

- **Diseases:** stroke (MONDO:0005098), atrial fibrillation (MONDO:0004981), myocardial infarction (MONDO:0005068), ischemic heart disease (MONDO:0024644), cancer (MONDO:0004992)

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Source: https://tomesphere.com/paper/PMC12762403