Validation of ICD-9 codes with a high positive predictive value for incident strokes resulting in hospitalization using Medicaid health data
- PMID: 17979142
- DOI: 10.1002/pds.1518
Validation of ICD-9 codes with a high positive predictive value for incident strokes resulting in hospitalization using Medicaid health data
Abstract
Purpose: To validate ICD 9 codes with a high positive predictive value (PPV) for incident strokes. The study population consisted of Tennessee Medicaid enrollees aged from 50 to 84 years.
Methods: We identified all patients who were hospitalized with a discharge diagnosis of stroke between 1999 and 2003 using highly specific codes (ischemic stroke ICD 9-CM codes 433.x1, 434 [excluding 434.x0], or 436; intracerebral hemorrhage [431]; and subarachnoid hemorrhage [430]). We reviewed medical records of a systematic sample of 250 cohort members. We randomly selected 10-30 eligible records for review from hospitals with at least 10 stroke hospitalizations.
Results: We reviewed 231 charts (93% of total sampled), and 205 (89%) met study criteria for new outpatient stroke. Of the 205 confirmed new outpatient strokes, 196 had stroke listed as the primary discharge diagnosis (PPV = 96%). However, 46 (23%) of the 196 patients identified by the primary diagnosis also had a remote stroke history (recurrent stroke not incident). Thus the PPV of the primary discharge diagnosis for identifying incident stroke decreased to 74%. When we applied an algorithm that restricted our population to those with stroke as the primary diagnosis and excluded patients with any prior outpatient diagnosis of stroke, we identified incident stroke events with more precision (PPV = 80%).
Conclusion: The PPV of incident strokes was 80% using our strategy of primary discharge diagnosis and excluding prior outpatient diagnoses of stroke. Although an unknown percentage of incident strokes are missed, this group of proven incident stroke patients can be used for etiologic studies of medication exposures.
Similar articles
-
Validation of discharge diagnosis codes to identify serious infections among middle age and older adults.BMJ Open. 2018 Jun 19;8(6):e020857. doi: 10.1136/bmjopen-2017-020857. BMJ Open. 2018. PMID: 29921683 Free PMC article.
-
Validation of ICD-10 hospital discharge diagnosis codes to identify incident and recurrent ischemic stroke from a US integrated healthcare system.Pharmacoepidemiol Drug Saf. 2023 Dec;32(12):1439-1445. doi: 10.1002/pds.5675. Epub 2023 Aug 1. Pharmacoepidemiol Drug Saf. 2023. PMID: 37528669 Free PMC article.
-
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. Stroke. 2014. PMID: 25190443 Free PMC article.
-
Validity of cerebrovascular ICD-9-CM codes in healthcare administrative databases. The Umbria Data-Value Project.PLoS One. 2020 Jan 9;15(1):e0227653. doi: 10.1371/journal.pone.0227653. eCollection 2020. PLoS One. 2020. PMID: 31918434 Free PMC article.
-
Validity of Diagnostic Codes for Acute Stroke in Administrative Databases: A Systematic Review.PLoS One. 2015 Aug 20;10(8):e0135834. doi: 10.1371/journal.pone.0135834. eCollection 2015. PLoS One. 2015. PMID: 26292280 Free PMC article.
Cited by
-
Incidence estimate and guideline-oriented treatment for post-stroke spasticity: an analysis based on German statutory health insurance data.Int J Gen Med. 2013;6:135-44. doi: 10.2147/IJGM.S36030. Epub 2013 Mar 13. Int J Gen Med. 2013. PMID: 23516125 Free PMC article.
-
Risk of cardiovascular events among patients with HIV treated with atazanavir-containing regimens: a retrospective cohort study.BMC Infect Dis. 2016 Sep 19;16:492. doi: 10.1186/s12879-016-1827-1. BMC Infect Dis. 2016. PMID: 27643691 Free PMC article.
-
Discharge against medical advice among neurological patients: Characteristics and outcomes.Health Serv Res. 2020 Oct;55(5):681-689. doi: 10.1111/1475-6773.13306. Epub 2020 Jun 24. Health Serv Res. 2020. PMID: 32578887 Free PMC article.
-
A computer case definition for sudden cardiac death.Pharmacoepidemiol Drug Saf. 2010 Jun;19(6):563-72. doi: 10.1002/pds.1888. Pharmacoepidemiol Drug Saf. 2010. PMID: 20029823 Free PMC article.
-
Using natural language processing on the free text of clinical documents to screen for evidence of homelessness among US veterans.AMIA Annu Symp Proc. 2013 Nov 16;2013:537-46. eCollection 2013. AMIA Annu Symp Proc. 2013. PMID: 24551356 Free PMC article.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous