A common data model for oral anticoagulants-related risk of spontaneous intracranial hemorrhage

Noah Hong, Yeh Hee Ko, Jeong Hyun Park, Eun Jin Ha, Sung Ho Lee, Kang Min Kim, Hyun Seung Kang, Jeong Eun Kim, Kwangsoo Kim, Won Sang Cho

Research output: Contribution to journalArticlepeer-review

Abstract

Spontaneous intracranial hemorrhage (sICH) is a major complication associated with oral anticoagulation which results in a high mortality rate, and the incidence of anticoagulant-induced sICH has increased markedly, so it is necessary to investigate the risk of anticoagulation-related sICH in a real-world setting. We aimed to investigate the incidence and risk factors of oral anticoagulant-related sICH using a common data model (CDM), and to determine whether a clinical study using the CDM would be comparable to conventional studies. After converting the various clinical codes of 12,821 patients taking oral anticoagulants, such as warfarin and non-vitamin K antagonist oral anticoagulants (NOACs), into the Observational Medical Outcomes Partnership (OMOP) CDM format, we analyzed the incidence and risk factors of sICH. sICH occurred in 0.5 % of 5,626 patients with warfarin and 0.2 % of 7,195 patients with NOAC. The mean duration of warfarin and NOACs before sICH occurrence was 251.4 ± 373.6 and 124.2 ± 135.7 days, respectively. Multivariable analysis showed significant risk factors of the sICH, such as warfarin over NOACs; hypertension; diabetes mellitus; brain tumors; and decreased duration of oral anticoagulation. NOACs demonstrated a lower risk of sICH than warfarin in a real-world setting using OMOP CDM confined to a single institution. Clinical studies using a CDM for the multicenter datasets may provide more reliable information about the risk of sICH.

Original languageEnglish
Article number111039
JournalJournal of Clinical Neuroscience
Volume133
DOIs
StatePublished - Mar 2025

Bibliographical note

Publisher Copyright:
© 2025 Elsevier Ltd

Keywords

  • Common data model
  • Non-vitamin K antagonist oral anticoagulants
  • Risk factors
  • Spontaneous intracranial hemorrhage
  • Warfarin

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