Outpatient adverse drug events identified by screening electronic health records

Tejal K. Gandhi, Andrew C. Seger, J. Marc Overhage, Michael D. Murray, Carol Hope, Julie Fiskio, Evgenia Teal, David W. Bates

Research output: Contribution to journalArticle

19 Scopus citations


OBJECTIVES:: Relatively little is known about rates of outpatient adverse drug events (ADEs), and most health systems do not routinely identify them. We developed a computerized ADE measurement process and used it to detect ADEs from electronic health records and then categorized them according to type, preventability, and severity. METHODS:: The rules used represent combinations of variables including coded medication names, laboratory results, diagnoses, and specific items such as symptoms from free text clinician notes, all obtained from electronic health records. Rules targeted various diagnostic and laboratory abnormalities potentially caused by a broad range of outpatient medications commonly used in primary care. The rules were run on 4 months of data on primary care patients seen in the outpatient setting in 2 large health systems; possible incidents were identified by chart review and validated as ADEs by clinician reviewers, then rated by severity and preventability. RESULTS:: The rates of ADEs were 75 ADEs/1000 person-years and 198/1000 person-years at the 2 sites, respectively. The overall rate was 138 ADEs/1000 person-years across the 2 sites. Eleven percent of ADEs were preventable, with a rate of 15 preventable ADEs/1000 person-years across sites. Approximately one-fourth of ADEs were serious or life threatening at both sites. The highest yield rules for identifying preventable ADEs included rules based on drug classes and symptoms, and drug-laboratory rules. CONCLUSIONS:: Adverse drug events occurred frequently in routine outpatient care, and many were serious and preventable. Computerized monitoring represents an efficacious approach for identifying ambulatory ADEs, although it needs additional refinement. In addition, site-specific variations need further exploration.

Original languageEnglish (US)
Pages (from-to)91-96
Number of pages6
JournalJournal of Patient Safety
Issue number2
StatePublished - Jun 1 2010
Externally publishedYes


  • Adverse drug event
  • Ambulatory care
  • Computerized adverse drug event monitor
  • Natural language processing
  • Patient safety

ASJC Scopus subject areas

  • Leadership and Management
  • Public Health, Environmental and Occupational Health

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    Gandhi, T. K., Seger, A. C., Overhage, J. M., Murray, M. D., Hope, C., Fiskio, J., Teal, E., & Bates, D. W. (2010). Outpatient adverse drug events identified by screening electronic health records. Journal of Patient Safety, 6(2), 91-96. https://doi.org/10.1097/PTS.0b013e3181dcae06