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Published in: Journal of Thrombosis and Thrombolysis 3/2018

01-10-2018

Introduction of direct oral anticoagulant within 7 days of stroke onset: a nomogram to predict the probability of 3-month modified Rankin Scale score > 2

Authors: Manuel Cappellari, Gianni Turcato, Stefano Forlivesi, Nicola Micheletti, Giampaolo Tomelleri, Bruno Bonetti, Giovanni Merlino, Roberto Eleopra, Monia Russo, Roberto L’Erario, Alessandro Adami, Carolina Gentile, Anna Gaudenzi, Sandro Bruno, Paolo Bovi

Published in: Journal of Thrombosis and Thrombolysis | Issue 3/2018

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Abstract

In clinical practice, direct oral anticoagulants (DOACs) are often started earlier (≤ 7 days) than in randomized clinical trials after stroke. We aimed to develop a nomogram model incorporating time of DOAC introduction ≤ 7 days of stroke onset in combination with different degrees of stroke radiological/neurological severity at the time of treatment to predict the probability of unfavorable outcome. We conducted a multicenter prospective study including 344 patients who started DOAC 1–7 days after atrial fibrillation-related stroke onset. Computed tomography scan 24–36 h after stroke onset was performed in all patients before starting DOAC. Unfavorable outcome was defined as modified Rankin Scale (mRS) score > 2 at 3 months. Based on multivariate logistic model, the nomogram was generated. We assessed the discriminative performance by using the area under the receiver operating characteristic curve (AUC–ROC) and calibration of risk prediction model by using the Hosmer–Lemeshow test. Onset-to-treatment time for DOAC (OR: 1.21, p = 0.030), NIH Stroke Scale (NIHSS) score at the time of treatment (OR: 1.00 for NIHSS = 0–5; OR: 2.67, p = 0.016 for NIHSS = 6–9; OR: 26.70, p < 0.001 for NIHSS = 10–14; OR: 57.48, p < 0.001 for NIHSS ≥ 15), size infarct (OR: 1.00 for small infarct; OR: 2.26, p = 0.023 for medium infarct; OR: 3.40, p = 0.005 for large infarct), and age ≥ 80 years (OR: 1.96, p = 0.028) remained independent predictors of unfavorable outcome to compose the nomogram. The AUC–ROC of nomogram was 0.858. Calibration was good (p = 2.889 for the Hosmer–Lemeshow test). The combination of onset-to-treatment time of DOAC with stroke radiological/neurological severity at the time of treatment and old age may predict the probability of unfavorable outcome.
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Literature
1.
go back to reference Connolly SJ, Ezekowitz MD, Yusuf S et al (2009) Dabigatran versus warfarin in patients with atrial fibrillation. N Engl J Med 361:1139–1151CrossRefPubMed Connolly SJ, Ezekowitz MD, Yusuf S et al (2009) Dabigatran versus warfarin in patients with atrial fibrillation. N Engl J Med 361:1139–1151CrossRefPubMed
2.
go back to reference Granger CB, Alexander JH, McMurray JJ et al (2011) Apixaban versus warfarin in patients with atrial fibrillation. N Engl J Med 365:981–992CrossRefPubMed Granger CB, Alexander JH, McMurray JJ et al (2011) Apixaban versus warfarin in patients with atrial fibrillation. N Engl J Med 365:981–992CrossRefPubMed
3.
go back to reference Patel MR, Mahaffey KW, Garg J et al (2011) Rivaroxaban versus warfarin in nonvalvular atrial fibrillation. N Engl J Med 365:883–891CrossRefPubMed Patel MR, Mahaffey KW, Garg J et al (2011) Rivaroxaban versus warfarin in nonvalvular atrial fibrillation. N Engl J Med 365:883–891CrossRefPubMed
4.
go back to reference Giugliano RP, Ruff CT, Braunwald E et al (2013) Edoxaban versus warfarin in patients with atrial fibrillation. N Engl J Med 369:2093–2104CrossRefPubMed Giugliano RP, Ruff CT, Braunwald E et al (2013) Edoxaban versus warfarin in patients with atrial fibrillation. N Engl J Med 369:2093–2104CrossRefPubMed
5.
go back to reference Ntaios G, Papavasileiou V, Diener HC et al (2017) Nonvitamin-K-antagonist oral anticoagulants versus warfarin in patients with atrial fibrillation and previous stroke or transient ischemic attack: an updated systematic review and meta-analysis of randomized controlled trials. Int J Stroke 12:589–596CrossRefPubMed Ntaios G, Papavasileiou V, Diener HC et al (2017) Nonvitamin-K-antagonist oral anticoagulants versus warfarin in patients with atrial fibrillation and previous stroke or transient ischemic attack: an updated systematic review and meta-analysis of randomized controlled trials. Int J Stroke 12:589–596CrossRefPubMed
6.
go back to reference Abdul-Rahim AH, Fulton RL et al (2015) Association of improved outcome in acute ischaemic stroke patients with atrial fibrillation who receive early antithrombotic therapy: analysis from VISTA. Eur J Neurol 22:1048–1055CrossRefPubMed Abdul-Rahim AH, Fulton RL et al (2015) Association of improved outcome in acute ischaemic stroke patients with atrial fibrillation who receive early antithrombotic therapy: analysis from VISTA. Eur J Neurol 22:1048–1055CrossRefPubMed
7.
go back to reference Cappellari M, Bovi P (2017) Early use of direct oral anticoagulants after TIA/stroke in patients with atrial fibrillation: a 2016 update. J Thromb Thrombolysis 43:302–305CrossRefPubMed Cappellari M, Bovi P (2017) Early use of direct oral anticoagulants after TIA/stroke in patients with atrial fibrillation: a 2016 update. J Thromb Thrombolysis 43:302–305CrossRefPubMed
8.
go back to reference Paciaroni M, Agnelli G, Caso V et al (2017) Prediction of early recurrent thromboembolic event and major bleeding in patients with acute stroke and atrial fibrillation by a risk stratification schema: The ALESSA score study. Stroke 48:726–732CrossRefPubMed Paciaroni M, Agnelli G, Caso V et al (2017) Prediction of early recurrent thromboembolic event and major bleeding in patients with acute stroke and atrial fibrillation by a risk stratification schema: The ALESSA score study. Stroke 48:726–732CrossRefPubMed
9.
go back to reference Saver JL, Altman H (2012) Relationship between neurologic deficit severity and final functional outcome shifts and strengthens during first hours after onset. Stroke 43:1537–1541CrossRefPubMedPubMedCentral Saver JL, Altman H (2012) Relationship between neurologic deficit severity and final functional outcome shifts and strengthens during first hours after onset. Stroke 43:1537–1541CrossRefPubMedPubMedCentral
10.
go back to reference Lip GY, Nieuwlaat R, Pisters R, Lane DA, Crijns HJ (2010) Refining clinical risk stratification for predicting stroke and thromboembolism in atrial fibrillation using a novel risk factor-based approach: the Euro Heart Survey on atrial fibrillation. Chest 137:263–272CrossRefPubMed Lip GY, Nieuwlaat R, Pisters R, Lane DA, Crijns HJ (2010) Refining clinical risk stratification for predicting stroke and thromboembolism in atrial fibrillation using a novel risk factor-based approach: the Euro Heart Survey on atrial fibrillation. Chest 137:263–272CrossRefPubMed
11.
go back to reference Pisters R, Lane DA, Nieuwlaat R, de Vos CB, Crijns HJ, Lip GY (2010) A novel user-friendly score (HAS-BLED) to assess 1-year risk of major bleeding in patients with atrial fibrillation: the Euro Heart Survey. Chest 138:1093–1100CrossRefPubMed Pisters R, Lane DA, Nieuwlaat R, de Vos CB, Crijns HJ, Lip GY (2010) A novel user-friendly score (HAS-BLED) to assess 1-year risk of major bleeding in patients with atrial fibrillation: the Euro Heart Survey. Chest 138:1093–1100CrossRefPubMed
12.
go back to reference Larrue V, Von Kummar R, del Zoppo G, Bluhmki E (1997) Haemorrhagic transformation in acute ischaemic stroke. Potential contributing factors in the European Cooperative Acute Stroke Study. Stroke 28:957–960CrossRefPubMed Larrue V, Von Kummar R, del Zoppo G, Bluhmki E (1997) Haemorrhagic transformation in acute ischaemic stroke. Potential contributing factors in the European Cooperative Acute Stroke Study. Stroke 28:957–960CrossRefPubMed
13.
go back to reference Jehi L, Yardi R, Chagin K et al (2015) Development and validation of nomograms to provide individualised predictions of seizure outcomes after epilepsy surgery: a retrospective analysis. Lancet Neurol 14:283–290CrossRefPubMed Jehi L, Yardi R, Chagin K et al (2015) Development and validation of nomograms to provide individualised predictions of seizure outcomes after epilepsy surgery: a retrospective analysis. Lancet Neurol 14:283–290CrossRefPubMed
14.
go back to reference Callegaro D, Miceli R, Bonvalot S et al (2016) Development and external validation of two nomograms to predict overall survival and occurrence of distant metastases in adults after surgical resection of localised soft-tissue sarcomas of the extremities: a retrospective analysis. Lancet Oncol 17:671–680CrossRefPubMed Callegaro D, Miceli R, Bonvalot S et al (2016) Development and external validation of two nomograms to predict overall survival and occurrence of distant metastases in adults after surgical resection of localised soft-tissue sarcomas of the extremities: a retrospective analysis. Lancet Oncol 17:671–680CrossRefPubMed
15.
go back to reference Hijazi Z, Oldgren J, Lindbäck J et al (2016) The novel biomarker-based ABC (age, biomarkers, clinical history)-bleeding risk score for patients with atrial fibrillation: a derivation and validation study. Lancet 387:2302–2311CrossRefPubMed Hijazi Z, Oldgren J, Lindbäck J et al (2016) The novel biomarker-based ABC (age, biomarkers, clinical history)-bleeding risk score for patients with atrial fibrillation: a derivation and validation study. Lancet 387:2302–2311CrossRefPubMed
17.
go back to reference Cappellari M, Turcato G, Forlivesi S et al (2018) STARTING-SICH nomogram to predict symptomatic intracerebral hemorrhage after intravenous thrombolysis for stroke. Stroke 49:397–404CrossRefPubMed Cappellari M, Turcato G, Forlivesi S et al (2018) STARTING-SICH nomogram to predict symptomatic intracerebral hemorrhage after intravenous thrombolysis for stroke. Stroke 49:397–404CrossRefPubMed
18.
go back to reference Nolte CH, Albach FN, Heuschmann PU et al (2012) Silent new DWI lesions within the first week after stroke. Cerebrovasc Dis 33:248–254CrossRefPubMed Nolte CH, Albach FN, Heuschmann PU et al (2012) Silent new DWI lesions within the first week after stroke. Cerebrovasc Dis 33:248–254CrossRefPubMed
19.
go back to reference Heidbuchel H, Verhamme P, Alings M et al (2015) Updated European Heart Rhythm Association Practical Guide on the use of non-vitamin K antagonist anticoagulants in patients with non-valvular atrial fibrillation. Europace 17:1467–1507CrossRefPubMed Heidbuchel H, Verhamme P, Alings M et al (2015) Updated European Heart Rhythm Association Practical Guide on the use of non-vitamin K antagonist anticoagulants in patients with non-valvular atrial fibrillation. Europace 17:1467–1507CrossRefPubMed
Metadata
Title
Introduction of direct oral anticoagulant within 7 days of stroke onset: a nomogram to predict the probability of 3-month modified Rankin Scale score > 2
Authors
Manuel Cappellari
Gianni Turcato
Stefano Forlivesi
Nicola Micheletti
Giampaolo Tomelleri
Bruno Bonetti
Giovanni Merlino
Roberto Eleopra
Monia Russo
Roberto L’Erario
Alessandro Adami
Carolina Gentile
Anna Gaudenzi
Sandro Bruno
Paolo Bovi
Publication date
01-10-2018
Publisher
Springer US
Published in
Journal of Thrombosis and Thrombolysis / Issue 3/2018
Print ISSN: 0929-5305
Electronic ISSN: 1573-742X
DOI
https://doi.org/10.1007/s11239-018-1700-8

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