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



            rate should the patient receive treatment with DOACs,   platelet count, white blood cell count, mean platelet
            treatment with warfarin, or no treatment. The score was   volume, red cell distribution width, mean corpuscular
            developed using prospective data from the international   hemoglobin concentration, and mean platelet volume) and
            GARFIELD-AF registry and validated using data from   the basic metabolic panel (sodium, potassium, bicarbonate,
            the  Outcome  Registry  for  Better  Informed  Treatment  of   calcium, glucose, and  creatinine),  The  resultant IMRS
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            AF (ORBIT-AF) trial.  GARFIELD-AF showed better    score estimates risk using different models for males and
            predictive value compared to CHA DS -VASc for stroke or   females. It demonstrated that among patients within the
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            systemic embolism.  A major limitation of GARFIELD-AF   stratum of a traditional CHA DS -VASc score of 2, there
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            is that the weights for each variable are not readily available,   was a four-fold separation between those with a high IMRS
            so they cannot easily be calculated from memory, unlike   score and those with a low IMRS score. To date, the IMRS
            more commonly used scores such as CHA DS -VASc.    score has not been validated in patients with AF outside
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              As  the  aforementioned  scores  improved  risk   the Intermountain Health-care dataset.
            stratification in moderate-risk patients, there was a need   While the addition of increasing numbers of laboratory-
            to improve the prediction of stroke in low-risk patients. In   based biomarkers may improve the predictive accuracy of
            2019, the ABCD score was introduced as a means of refining   the score, as indicated by superior c-statistics, this may
            the risk stratification of low-risk patients who had a non-  not necessarily translate into a net clinical benefit in real-
            gender CHA DS -VASc (i.e., CHA DS -VA) score of 0 or   world practice due to the corresponding offset in simplicity
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            1.  The ABCD score includes age (≥60 years), NT‐proBNP   and practicality for clinical decision-making.  In a study
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            ≥300  pg/mL,  creatinine  clearance  <50  mL/min,  and  left   examining the addition of ≥2 biomarkers compared to one
            atrial dimension (≥45  mm).  The score was developed   biomarker to the CHA DS -VASc and HAS-BLED scores
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            in Korea by a retrospective review of patients with non-  in real-world patients with AF on warfarin, the predictive
            valvular AF who experienced cardioembolic stroke, with a   ability of CHA DS -VASC for ischemic stroke was not
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            control group of patients with AF who did not experience   significantly increased, whereas the predictive ability of
            cardioembolic  stroke,  matched  with  a  nearest-neighbor   HAS-BLED for major bleeding was only slightly increased.
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            approach.  The ABCD score for estimating the risk of   All things considered, the CHA DS -VASc score remains
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            stroke in patients with AF should not be confused with the   the most validated among the scores for estimating stroke
            ABCD2 score commonly used to estimate the risk of stroke   risk in AF, with 82 validation studies.  This is followed by
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            in patients with TIA. 41                           the CHADS2 score, with 46 validation studies; the ATRIA
              In addition to ABCD, two other scores were published   score, with 11 validation studies; the AFI score, with seven
            in 2019: the Anticoagulation-specific Stroke (ACTS) score   validation studies; the GARFIELD-AF score, with four
            and the Intermountain Mortality Risk Score (IMRS).  It   validation studies; the SPAF score, with five validation
            was noted that for patients with a CHA DS -VASc score   studies; the Framingham score, with six validation studies;
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            of ≥2, anticoagulation was recommended, but provided   and the ABC score, with five validation studies. 8
            little guidance on choosing between warfarin and DOACs.
            Therefore, ACTS was designed to refine the estimation   3. Estimation of stroke risk in patients with
            of stroke risk by the type of anticoagulant used, focusing   AF using non-discrete predictors
            on those at high risk for stroke.  It was developed using   Findings  derived  from  electrocardiographic  and
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            health claims data from MarketScan and validated with   echocardiographic data, including non-discrete features,
            data  from  Optum  Clinformatics.   Variables  in  ACTS   have been observed to predict outcomes in patients
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            incorporate prescribed pharmacotherapy, including   with AF.  In fact, left atrial abnormality, as defined
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            anticoagulants, antiplatelet medications, beta-blockers,   by abnormal P wave morphology, and paroxysmal
            anti-diabetics, antihyperlipidemic, and antiarrhythmic   supraventricular tachycardia have both been associated
            (type  II and type  III) medications. However, ACTS did   with the development of ischemic stroke, consistent with
            not show improved discrimination compared to simpler   the paradigm that the presence of the left atrial substrate
            models such as CHA DS -VASc. 42
                            2  2                               itself  predicts  stroke  independent  of  the  presence  of
              The IMRS score was developed  by investigators at   AF. 49,50  In a study examining different types of P-wave
            Intermountain Medical Center by combining their    abnormalities — prolonged P-wave duration, abnormal
            previously  established  IMRS,  which  assesses  mortality   P-wave axis, advanced interatrial block, and abnormal
            and morbidity using laboratory markers across various   P-wave terminal force in lead V1 — an abnormal P-wave
            diseases, with the CHA DS -VASc score. 43-45  The IMRS uses   axis was identified as the only P-wave index associated
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            components from the complete blood count (hematocrit,   with increased ischemic stroke risk independent of the
            Volume 2 Issue 3 (2024)                         5                                doi: 10.36922/bh.3068
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