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Brain & Heart                                                    Digital tools for stroke and bleeding risk in AF





































            Figure 1. Common variables used in scores for estimating the risk of stroke and bleeding in atrial fibrillation (AF). Shades of blue indicate that the variable
            is included in stroke risk scores, such as CHADS2 (2001), Framingham (2003), CHA2DS2-VASc (2010), ATRIA (2013), ABC (2016), GARFIELD-AF
            (2017), or IMRS-VASc (2019). Shades of red indicate that the variable is included in bleeding risk scores, such as HEMORR HAGES (2006), HAS-BLED
                                                                                           2
            (2010), ATRIA (2011), ORBIT (2015), GARFIELD-AF (2017), or DOAC (2023). The omission of a variable from a score is denoted as a blank box with
            a slash. Note: Please refer to Tables 1 and 2 for a full list of variables for each score, including the specific definitions of each variable. Source: Icons were
            created using BioRender.
            Abbreviations: INR: International normalized ratio; TIA: Transient ischemic attack.

            scores, including HEMORR HAGES.  However, in several   each. The ORBIT score classified patients as having low (0
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                                  2
            validation cohorts, ATRIA demonstrated a poorer ability   – 2), medium (3), and high risk for bleeding (≥4). ORBIT
            to predict intracranial bleeding compared with HAS-  was validated using an external clinical trial population
            BLED. 61,62                                        from the ROCKET-AF trial, which randomized patients
              Noting the limitations of scores such as HAS-BLED   with non-valvular AF to rivaroxaban or warfarin. 63,64
            and HEMORR HAGES, which were  formulated from a    ORBIT demonstrated similar discrimination but improved
                        2
            limited number of incidents and where HEMORR HAGES   calibration compared to HAS-BLED and ATRIA scores.
                                                   2
            demonstrated variable reliability across external validation   Various validation studies have compared the
            groups, O’Brien  et al.  proposed the ORBIT score in   accuracy of these bleeding risk scores. HAS-BLED and
                              63
            2015, intending to improve bleeding risk prediction using   HEMORR HAGES were validated in a “real-world”
                                                                       2
            only readily available clinical variables. The ORBIT score   cohort of patients with AF from Denmark, where they
            was derived from the prospective Outcomes Registry for   demonstrated similar performance in predicting major
            Better Informed Treatment of AF, which enrolled patients   bleeding  events,  although  HAS-BLED  was  preferred
            with AF from 176 sites across the US. The five strongest   due to its greater simplicity.  Additional studies further
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            predictors of major bleeding events were identified using a   supported HAS-BLED’s superior performance. HAS-BLED
            backward selection approach and formed the basis of a risk   was also found to have better predictive ability than ATRIA
            score with the same acronym as the prospective cohort. The   in a cohort of AF outpatients from an anticoagulation
            acronym ORBIT stands for older (age ≥75 years); reduced   clinic.  When all four scores were evaluated using data
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            hemoglobin, hematocrit, or history of anemia; bleeding   from the AMADEUS trial, HAS-BLED was the best
            history; insufficient kidney function; and treatment with   predictor of clinically relevant bleeding, defined as major
            an antiplatelet agent. Each of these factors was assigned 1   bleeding or any non-major clinically relevant bleeding. 61,65
            point except reduced hemoglobin, hematocrit, history of   Consequently,  HAS-BLED  has  become  the  predominant
            anemia, and bleeding history, which are assigned 2 points   score used today to assess bleeding risk in patients with AF.


            Volume 2 Issue 3 (2024)                         7                                doi: 10.36922/bh.3068
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