Validity of hospital discharge diagnosis codes for stroke: the Atherosclerosis Risk in Communities Study

Stroke. 2014 Nov;45(11):3219-25. doi: 10.1161/STROKEAHA.114.006316. Epub 2014 Sep 4.

Abstract

Background and purpose: Characterizing International Classification of Disease 9th Revision, Clinical Modification (ICD-9-CM) code validity is essential given widespread use of hospital discharge databases in research. Using the Atherosclerosis Risk in Communities (ARIC) Study, we estimated the accuracy of ICD-9-CM stroke codes.

Methods: Hospitalizations with ICD-9-CM codes 430 to 438 or stroke keywords in the discharge summary were abstracted for ARIC cohort members (1987-2010). A computer algorithm and physician reviewer classified definite and probable ischemic stroke, intracerebral hemorrhage, and subarachnoid hemorrhage. Using ARIC classification as a gold standard, we calculated the positive predictive value (PPV) and sensitivity of ICD-9-CM codes grouped according to the American Heart Association/American Stroke Association (AHA/ASA) 2013 categories and an alternative code grouping for comparison.

Results: Thirty-three percent of 4260 hospitalizations were validated as strokes (1251 ischemic, 120 intracerebral hemorrhage, 46 subarachnoid hemorrhage). The AHA/ASA code groups had PPV 76% and 68% sensitivity compared with PPV 72% and 83% sensitivity for the alternative code groups. The PPV of the AHA/ASA code group for ischemic stroke was slightly higher among blacks, individuals <65 years, and at teaching hospitals. Sensitivity was higher among older individuals and increased over time. The PPV of the AHA/ASA code group for intracerebral hemorrhage was higher among blacks, women, and younger individuals. PPV and sensitivity varied across study sites.

Conclusions: A new AHA/ASA discharge code grouping to identify stroke had similar PPV and lower sensitivity compared with an alternative code grouping. Accuracy varied by patient characteristics and study sites.

Keywords: ICD-9-CM; cerebrovascular disease; predictive value; sensitivity.

Publication types

  • Research Support, N.I.H., Extramural
  • Validation Study

MeSH terms

  • Atherosclerosis / diagnosis
  • Atherosclerosis / therapy*
  • Cohort Studies
  • Female
  • Humans
  • International Classification of Diseases / standards*
  • International Classification of Diseases / trends
  • Male
  • Middle Aged
  • Patient Discharge / standards*
  • Patient Discharge / trends
  • Residence Characteristics*
  • Stroke / diagnosis
  • Stroke / therapy*