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He Y, Zhang X, Mei Y, Qianyun D, Zhang X, Chen Y, Li J, Meng Z, Wei Y. Construction of a machine learning-based prediction model for unfavorable discharge outcomes in patients with ischemic stroke. Heliyon 2024; 10:e37179. [PMID: 39296250 PMCID: PMC11408056 DOI: 10.1016/j.heliyon.2024.e37179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 08/28/2024] [Accepted: 08/28/2024] [Indexed: 09/21/2024] Open
Abstract
Background Ischemic stroke is a common and serious disease with economic and healthcare burdens. Predicting the unfavorable discharge outcome of patients is essential for formulating appropriate treatment strategies and providing personalized care. Therefore, this study aims to establish and validate a prediction model based on machine learning methods to accurately predict the discharge outcome of ischemic stroke patients, providing valuable information for clinical decision making. Methods The derivation data consisted of 964 patients from Guangdong Provincial People's Hospital and was used for training and internal validation. A favourable discharge outcome was defined as a National Institutes of Health Stroke Scale score of ≤1 or a decrease of ≥8 points compared to the admission score. A predictive model was created based on 88 medical characteristics gathered during the patient's initial admission, using nine machine learning algorithms. The model's predictive performance was compared using various evaluation metrics. The final model's feature importance was ranked and explained using the Shapley additive explanation method. Findings The random forest model demonstrated the greatest discriminative ability among the nine machine learning models. We created an interpretable random forest model by ranking and reducing the features based on their importance, which included eight features. In internal validations, the final model accurately predicted the discharge outcomes of ischemic stroke with AUC values of 0.903 and has been translated into a convenient tool to facilitate its utility in clinical settings. Conclusions Our explainable ML model was not only successfully developed to accurately predict discharge outcomes in patients with ischemic stroke and it mitigated the concern of the "black-box" issue with an undirect interpretation of the ML technique.
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Affiliation(s)
- Yuancheng He
- School of Public Health, Sun Yat-sen University, Guangzhou, China
- Institute of Public Health, Guangzhou Medical University & Guangzhou Center for Disease Control and Prevention, Guangzhou, China
| | - Xiaojuan Zhang
- Department of Medical Statistics and Epidemiology, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yuexin Mei
- Department of Neurology, The First Affiliated Hospital, SunYat-Sen University, Guangdong Provincial Key Laboratoryfor Diagnosis and Treatment of Major NeurologicalDiseases, China
| | - Deng Qianyun
- Laboratory Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, Guangdong, 510080, China
| | - Xiuqing Zhang
- Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, China
| | - Yuehua Chen
- Institute of Public Health, Guangzhou Medical University & Guangzhou Center for Disease Control and Prevention, Guangzhou, China
- School of Public Health, Guangzhou Medical University, Guangzhou, China
| | - Jie Li
- Institute of Public Health, Guangzhou Medical University & Guangzhou Center for Disease Control and Prevention, Guangzhou, China
- School of Public Health, Guangzhou Medical University, Guangzhou, China
| | - Zhou Meng
- Taihe Branch of Nanfang Hospital, Guangzhou, Guangdong, China
| | - Yuehong Wei
- Institute of Public Health, Guangzhou Medical University & Guangzhou Center for Disease Control and Prevention, Guangzhou, China
- Department of Parasite and Endemic Disease Prevention and Control, Guangzhou Center for Disease Control and Prevention, Guangzhou, China
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Jia S, Liu X, Qu H, Jia X. Observation of the Therapeutic Effect of Dual Antiplatelet Therapy with Aspirin and Clopidogrel on the Incidence, Characteristics, and Outcome in Acute Ischemic Stroke Patients with Cerebral Microbleeds at a Teaching Hospital, China. Int J Gen Med 2024; 17:2327-2336. [PMID: 38803551 PMCID: PMC11128718 DOI: 10.2147/ijgm.s459323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Accepted: 04/30/2024] [Indexed: 05/29/2024] Open
Abstract
Background Cerebral microbleeds (CMBs) are an important risk factor for stroke recurrence and prognosis. However, there is no consensus on the safety of antiplatelet therapy in patients with ischemic stroke and CMBs. Objective This study aimed to observe the effects of dual antiplatelet therapy with aspirin and clopidogrel on bleeding conversion in patients with different degrees of CMBs. Materials and Methods An observational retrospective study was conducted on 160 patients with acute mild ischemic stroke admitted to the Stroke Center, Affiliated Hospital of Beihua University between March 2021 and December 2022. Patients were divided into the CMBs and non-CMB groups. The CMB group was then divided into the low, medium and high-risk groups. In two groups, all patients were administered dual antiplatelet therapy (aspirin 100 mg and clopidogrel 75 mg orally once a day for 21 days according to the Chinese Stroke Guidelines of 2018), and no other anticoagulant or antiplatelet drugs were administered during the treatment period. Head CT, National Institutes of Health Stroke Scale(NIHSS) and modified Rankin Scale (mRS) score were re-checked, and the number of bleeding conversions was calculated at 21 days. Results Five patients in the CMB group had intracranial hemorrhage (5/116, 4.3%), while no intracranial hemorrhage was observed in the non-CMB group. There were no differences in the conversion rate of cerebral hemorrhage, NIHSS score, or mRS score between two groups after dual antiplatelet therapy (p>0.05). The conversion rate of cerebral hemorrhage in the high-risk group was higher than that in the non-CMB group (p<0.05), but the NIHSS and mRS score showed no difference between the high-risk and non-CMB groups (p>0.05). Conclusion Dual antiplatelet therapy with aspirin and clopidogrel does not significantly increase the risk of bleeding transformation; however, it improves neurological recovery or long-term prognosis in patients with acute ischemic cerebral stroke complicated by low-risk and middle-risk CMBs.
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Affiliation(s)
- Shaojie Jia
- Stroke Center, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
- Department of Orthopedics, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
| | - Xin Liu
- Department of Neurology II, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
| | - Hongyan Qu
- Department of Neurology II, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
| | - Xiaojing Jia
- Stroke Center, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
- Department of Neurology II, Affiliated Hospital, Beihua University, Jilin, 132011, People’s Republic of China
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Cochrane A, Chen C, Stephen J, Rønning OM, Anderson CS, Hankey GJ, Al-Shahi Salman R. Antithrombotic treatment after stroke due to intracerebral haemorrhage. Cochrane Database Syst Rev 2023; 1:CD012144. [PMID: 36700520 PMCID: PMC9878977 DOI: 10.1002/14651858.cd012144.pub3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
BACKGROUND This is an update of the Cochrane Review last published in 2017. Survivors of stroke due to intracerebral haemorrhage (ICH) are at risk of major adverse cardiovascular events (MACE). Antithrombotic (antiplatelet or anticoagulant) treatments may lower the risk of ischaemic MACE after ICH, but they may increase the risk of bleeding. OBJECTIVES To determine the overall effectiveness and safety of antithrombotic drugs on MACE and its components for people with ICH. SEARCH METHODS We searched the Cochrane Stroke Group Trials Register (5 October 2021). We also searched the Cochrane Central Register of Controlled Trials (CENTRAL: the Cochrane Library 2021, Issue 10), MEDLINE Ovid (from 1948 to October 2021) and Embase Ovid (from 1980 to October 2021). The online registries of clinical trials searched were the US National Institutes of Health Ongoing Trials Register ClinicalTrials.gov (clinicaltrials.gov) and the World Health Organization (WHO) International Clinical Trials Registry Platform (ICTRP) (5 October 2021). We screened the reference lists of included randomised controlled trials (RCTs) for additional, potentially relevant RCTs. SELECTION CRITERIA We selected RCTs in which participants with ICH of any age were allocated to a class of antithrombotic treatment as intervention or comparator. DATA COLLECTION AND ANALYSIS In accordance with standard methodological procedures recommended by Cochrane, two review authors assessed each selected RCT for its risk of bias and extracted data independently. The primary outcome was a composite of MACE, and secondary outcomes included death, individual components of the MACE composite, ICH growth, functional status and cognitive status. We estimated effects using the frequency of outcomes that occurred during the entire duration of follow-up and calculated a risk ratio (RR) for each RCT. We grouped RCTs separately for analysis according to 1) the class(es) of antithrombotic treatment used for the intervention and comparator, and 2) the duration of antithrombotic treatment use (short term versus long term). We pooled the intention-to-treat populations of RCTs using a fixed-effect model for meta-analysis, but used a random-effects model if RCTs differed substantially in their design or there was considerable heterogeneity (I2 ≥ 75%) in their results. We applied GRADE to assess the certainty of the evidence. MAIN RESULTS We identified seven new completed RCTs for this update, resulting in the inclusion of a total of nine RCTs based in secondary care, comprising 1491 participants (average age ranged from 61 to 79 years and the proportion of men ranged from 44% to 67%). The proportion of included RCTs at low risk of bias, by category was: random sequence generation (67%), allocation concealment (67%), performance (22%), detection (78%), attrition (89%), and reporting (78%). For starting versus avoiding short-term prophylactic dose anticoagulation after ICH, no RCT reported MACE. The evidence is very uncertain about the effect of starting short-term prophylactic dose anticoagulation on death (RR 1.00, 95% CI 0.59 to 1.70, P = 1.00; 3 RCTs; very low-certainty evidence), venous thromboembolism (RR 0.84, 95% CI 0.51 to 1.37, P = 0.49; 4 RCTs; very low-certainty evidence), ICH (RR 0.24, 95% CI 0.04 to 1.38, P = 0.11; 2 RCTs; very low-certainty evidence), and independent functional status (RR 2.03, 95% CI 0.78 to 5.25, P = 0.15; 1 RCT; very low-certainty evidence) over 90 days. For starting versus avoiding long-term therapeutic dose oral anticoagulation for atrial fibrillation after ICH, starting long-term therapeutic dose oral anticoagulation probably reduces MACE (RR 0.61, 95% CI 0.40 to 0.94, P = 0.02; 3 RCTs; moderate-certainty evidence) and probably reduces all major occlusive vascular events (RR 0.27, 95% CI 0.14 to 0.53, P = 0.0002; 3 RCTs; moderate-certainty evidence), but probably results in little to no difference in death (RR 1.05, 95% CI 0.62 to 1.78, P = 0.86; 3 RCTs; moderate-certainty evidence), probably increases intracranial haemorrhage (RR 2.43, 95% CI 0.88 to 6.73, P = 0.09; 3 RCTs; moderate-certainty evidence), and may result in little to no difference in independent functional status (RR 0.98, 95% CI 0.78 to 1.24, P = 0.87; 2 RCTs; low-certainty evidence) over one to three years. For starting versus avoiding long-term antiplatelet therapy after ICH, the evidence is uncertain about the effects of starting long-term antiplatelet therapy on MACE (RR 0.89, 95% CI 0.64 to 1.22, P = 0.46; 1 RCT; moderate-certainty evidence), death (RR 1.08, 95% CI 0.76 to 1.53, P = 0.66; 1 RCT; moderate-certainty evidence), all major occlusive vascular events (RR 1.03, 95% CI 0.68 to 1.55, P = 0.90; 1 RCT; moderate-certainty evidence), ICH (RR 0.52, 95% CI 0.27 to 1.03, P = 0.06; 1 RCT; moderate-certainty evidence) and independent functional status (RR 0.95, 95% CI 0.77 to 1.18, P = 0.67; 1 RCT; moderate-certainty evidence) over a median follow-up of two years. For adults within 180 days of non-cardioembolic ischaemic stroke or transient ischaemic attack and a clinical history of prior ICH, there was no evidence of an effect of long-term cilostazol compared to aspirin on MACE (RR 1.33, 95% CI 0.74 to 2.40, P = 0.34; subgroup of 1 RCT; low-certainty evidence), death (RR 1.65, 95% CI 0.55 to 4.91, P = 0.37; subgroup of 1 RCT; low-certainty evidence), or ICH (RR 1.29, 95% CI 0.35 to 4.69, P = 0.70; subgroup of 1 RCT; low-certainty evidence) over a median follow-up of 1.8 years; all major occlusive vascular events and functional status were not reported. AUTHORS' CONCLUSIONS We did not identify beneficial or hazardous effects of short-term prophylactic dose parenteral anticoagulation and long-term oral antiplatelet therapy after ICH on important outcomes. Although there was a significant reduction in MACE and all major occlusive vascular events after long-term treatment with therapeutic dose oral anticoagulation for atrial fibrillation after ICH, the pooled estimates were imprecise, the certainty of evidence was only moderate, and effects on other important outcomes were uncertain. Large RCTs with a low risk of bias are required to resolve the ongoing dilemmas about antithrombotic treatment after ICH.
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Affiliation(s)
| | - Chen Chen
- The George Institute for Global Health, Faculty of Medicine, UNSW, Sydney, Australia
- The George Institute for Global Health, Beijing, China
- Department of Neurology, Shanghai East Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Jacqueline Stephen
- Edinburgh Clinical Trials Unit, Usher Institute, The University of Edinburgh, Edinburgh, UK
| | - Ole Morten Rønning
- Department of Neurology, Akershus University Hospital, Lørenskog, Norway
| | - Craig S Anderson
- The George Institute for Global Health, Faculty of Medicine, University of New South Wales, Sydney, Australia
- The George Institute China at Peking University Health Science Center, Beijing, China
| | - Graeme J Hankey
- Medical School, Faculty of Health and Medical Sciences, The University of Western Australia, Perth, Australia
- Perron Institute for Neurological and Translational Science, Perth, Australia
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Soomägi A, Viktorisson A, Sunnerhagen KS. Predictors of do-not-attempt-resuscitation decisions in patients with infratentorial or large supratentorial intracerebral hemorrhages and consequences thereafter: a register-based, longitudinal study in Sweden. BMC Neurol 2023; 23:19. [PMID: 36647055 PMCID: PMC9841725 DOI: 10.1186/s12883-023-03056-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 01/06/2023] [Indexed: 01/18/2023] Open
Abstract
OBJECTIVES Do-not-attempt-resuscitation (DNAR) decisions for patients with infratentorial or large supratentorial intracerebral hemorrhages (ICHs) pose clinical and ethical challenges. We aimed to investigate factors associated with DNAR decisions in patients with infratentorial or large (≥30 mL) supratentorial ICH, and differences in complications, treatment, and mortality. MATERIALS & METHODS This longitudinal, observational study comprised all patients treated for ICH at three stroke units in Gothenburg, Sweden, between November 2014 and June 2019. Patients were identified in the local stroke register, and additional data were collected from medical records and national registries. Mortality rates were followed 1 year after incident ICHs. Factors associated with DNAR decisions, and one-year mortality were explored. RESULTS Of 307 included patients, 164 received a DNAR decision. Most (75%) decisions were made within 24 h. DNAR decisions were associated with higher age, pre-stroke dependency, stroke severity, and intraventricular hemorrhage. Patients without DNAR decisions received thrombosis prophylaxis, oral antibiotics, and rehabilitative evaluations more frequently. The one-year survival probability was 0.16 (95% confidence interval [CI] 0.11-0.23) in patients with DNAR decisions, and 0.87 (95% CI 0.81-0.92) in patients without DNAR decision. DNAR decisions, higher age, stroke severity, hematoma volume, and comorbidities were associated with increased one-year mortality. Thrombosis prophylaxis and living alone were associated with a lower hazard. CONCLUSION The majority of DNAR decisions for patients with infratentorial or large supratentorial ICH were made within 48 h. Higher age, pre-stroke dependency, high stroke severity, and intraventricular hemorrhage predicted receiving a DNAR decision. DNAR decisions were strongly associated with increased short- and long-term mortality.
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Affiliation(s)
- Amanda Soomägi
- grid.8761.80000 0000 9919 9582Institute of Neuroscience and Physiology, Rehabilitation Medicine, Sahlgrenska Academy, University of Gothenburg, and the Sahlgrenska University Hospital, PO Box 430, Per Dubbsgatan 14, 3rd floor, SE 405 30 Gothenburg, Sweden
| | - Adam Viktorisson
- grid.8761.80000 0000 9919 9582Institute of Neuroscience and Physiology, Rehabilitation Medicine, Sahlgrenska Academy, University of Gothenburg, and the Sahlgrenska University Hospital, PO Box 430, Per Dubbsgatan 14, 3rd floor, SE 405 30 Gothenburg, Sweden
| | - Katharina S. Sunnerhagen
- grid.8761.80000 0000 9919 9582Institute of Neuroscience and Physiology, Rehabilitation Medicine, Sahlgrenska Academy, University of Gothenburg, and the Sahlgrenska University Hospital, PO Box 430, Per Dubbsgatan 14, 3rd floor, SE 405 30 Gothenburg, Sweden
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Liu T, Li Y, Niu X, Wang Y, Zhang K, Fan H, Ren J, Li J, Fang Y, Li X, Wu X. Factors affecting physician decision-making regarding antiplatelet therapy in minor ischemic stroke. Front Neurol 2022; 13:937417. [PMID: 36119700 PMCID: PMC9477012 DOI: 10.3389/fneur.2022.937417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 07/22/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose To identify the most important factors affecting physician decision-making regarding antiplatelet therapy. Methods We retrospectively gathered data from minor ischemic stroke patients with NIHSS scores ≤ 5 within 72 h of onset from 2010 to 2018. The population was divided into four groups by initial antiplatelet therapy: aspirin monotherapy (AM), dual antiplatelet therapy with aspirin and a loading dose of clopidogrel (clopidogrel loading dose of 300 mg on the first day; DAPT-ALC), dual antiplatelet therapy with aspirin and no loading dose of clopidogrel (clopidogrel 75 mg daily, no loading dose; DAPT-AUC), and clopidogrel monotherapy (CM). Results In total, 1,377 patients were included in the analysis (excluding patients who accepted thrombolytic drugs, participated in other clinical trials, or had not used antiplatelet drugs). The mean ± S.D. age was 62.0 ± 12.7 years; 973 (70.7%) patients were male. The four groups were AM (n = 541, 39.3%), DAPT-ALC (n = 474, 34.4%), DAPT- AUC (n = 301, 21.9%), and CM (n = 61, 4.4%). Patients receiving antiplatelet monotherapy were older than those receiving dual antiplatelet therapy (63.7–65.7 vs. 59.6–61.4 years), and the median initial systolic blood pressure level was higher in the DAPT-ALC group than in the other groups (all P < 0.05). Patients under 75 years old with an admission SBP lower than 180 mmHg, a history of AM, coronary heart disease, no history of intracerebral hemorrhage, stroke onset occurring after guideline recommendations were updated (the year of 2015), onset-to-arrival time within 24 h, and initial NIHSS score ≤ 3 were more likely to take DAPT-ALC than AM. Compared with DAPT-ALC, DAPT-AUC was associated with an initial SBP level lower than 180 mmHg, a history of smoking, hypertension, no history of ICH, previous treatment with antihypertensives, and onset year after the recommendations were updated. Conclusions Many factors affect doctors' decisions regarding antiplatelet therapy, especially guidelines, age, admission SBP level, and hypertensive disease.
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Affiliation(s)
- Tingting Liu
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, China
- Shanxi Medical University, Taiyuan, China
| | - Yanan Li
- Shanxi Medical University, Taiyuan, China
| | - Xiaoyuan Niu
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, China
- *Correspondence: Xiaoyuan Niu
| | | | - Kaili Zhang
- The Bethune Hospital of Shanxi Province, Taiyuan, China
| | - Haimei Fan
- General Hospital of Tisco (Sixth Hospital of Shanxi Medical University), Shanxi, China
| | - Jing Ren
- Shanxi Medical University, Taiyuan, China
| | - Juan Li
- Shanxi Medical University, Taiyuan, China
| | - Yalan Fang
- Department of Neurology, First Hospital of Shanxi Medical University, Taiyuan, China
| | - Xinyi Li
- The Bethune Hospital of Shanxi Province, Taiyuan, China
| | - Xuemei Wu
- General Hospital of Tisco (Sixth Hospital of Shanxi Medical University), Shanxi, China
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Prediction Model between Serum Vitamin D and Neurological Deficit in Cerebral Infarction Patients Based on Machine Learning. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:2914484. [PMID: 35799673 PMCID: PMC9256304 DOI: 10.1155/2022/2914484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 05/27/2022] [Accepted: 06/15/2022] [Indexed: 11/22/2022]
Abstract
Objective Vitamin D is associated with neurological deficits in patients with cerebral infarction. This study uses machine learning to evaluate the prediction model's efficacy of the correlation between vitamin D and neurological deficit in patients with cerebral infarction. Methods A total of 200 patients with cerebral infarction admitted to the Department of Neurology of our hospital from July 2018 to June 2019 were selected. The patients were randomly divided into a training set (n = 140) and a test set (n = 60) in a 7 : 3 ratio. The prediction model is constructed from the training set's data, and the model's prediction effect was evaluated by test set data. The area under the receiver operator characteristic curve was used to assess the prediction efficiency of models. Results In the training set, the area under the curve (AUC) of the logistic regression model and XGBoost algorithm model was 0.727 (95% CI: 0.601~0.854) and 0.818 (95% CI: 0.734~0.934), respectively. While in the test set, the AUC of the logistic regression model and XGBoost algorithm model was 0.761 (95% CI: 0.640~0.882) and 0.786 (95% CI: 0.670~0.902), respectively. Conclusion The prediction model of the correlation between vitamin D and neurological deficit in patients with cerebral infarction based on machine learning has a good prediction efficiency.
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Paciaroni M, Agnelli G, Alberti A, Becattini C, Guercini F, Martini G, Tassi R, Marotta G, Venti M, Acciarresi M, Mosconi MG, Marcheselli S, Fratticci L, D'Amore C, Ageno W, Versino M, De Lodovici ML, Carimati F, Pezzini A, Padovani A, Corea F, Scoditti U, Denti L, Tassinari T, Silvestrelli G, Ciccone A, Caso V. PREvention of VENous Thromboembolism in Hemorrhagic Stroke Patients - PREVENTIHS Study: A Randomized Controlled Trial and a Systematic Review and Meta-Analysis. Eur Neurol 2020; 83:566-575. [PMID: 33190135 DOI: 10.1159/000511574] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 09/05/2020] [Indexed: 11/19/2022]
Abstract
BACKGROUND In this randomized trial, currently utilized standard treatments were compared with enoxaparin for the prevention of venous thromboembolism (VTE) in patients with intracerebral hemorrhage (ICH). METHODS Enoxaparin (0.4 mg daily for 10 days) was started after 72 h from the onset of ICH. The primary outcome was symptomatic or asymptomatic deep venous thrombosis as assessed by ultrasound at the end of study treatment. The safety of enoxaparin was also assessed. We included the results of this study in a meta-analysis of all relevant studies comparing anticoagulants with standard treatments or placebo. RESULTS PREVENTIHS was prematurely stopped after the randomization of 73 patients, due to the low recruitment rate. The prevalence of any VTE at 10 days was 15.8% in the enoxaparin group and 20.0% in the control group (RR 0.79 [95% CI 0.29-2.12]); 2.6% of enoxaparin and 8.6% of standard therapy patients had severe bleedings (RR 0.31 [95% CI 0.03-2.82]). When these results were meta-analyzed with the results of the selected studies (4,609 patients; 194 from randomized trials), anticoagulants were associated with a nonsignificant reduction in any VTE (OR 0.81; 95% CI 0.43-1.51), in pulmonary embolism (OR 0.53; 95% CI, 0.17-1.60), and in mortality (OR 0.85; 95% CI 0.64-1.12) without increase in hematoma enlargement (OR 0.97; 95% CI, 0.31-3.04). CONCLUSIONS In patients with acute ICH, the use of anticoagulants to prevent VTE was safe but the overall level of evidence was low due to the low number of patients included in randomized clinical trials.
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Affiliation(s)
- Maurizio Paciaroni
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy,
| | - Giancarlo Agnelli
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - Andrea Alberti
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - Cecilia Becattini
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - Francesco Guercini
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | | | | | | | - Michele Venti
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - Monica Acciarresi
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - Maria Giulia Mosconi
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | | | - Lara Fratticci
- Humanitas Clinical and Research Center - IRCSS, Milano, Italy
| | - Cataldo D'Amore
- Stroke Unit, Ospedale di Portogruaro, Portogruaro (Venice), Italy
| | - Walter Ageno
- Department of Medicine, University of Insubria, Ospedale di Circolo, Varese, Italy
| | - Maurizio Versino
- Neurology and Stroke Unit, ASST Settelaghi, DMC University of Insubria, Varese, Italy
| | | | | | - Alessandro Pezzini
- Department of Clinical and Experimental Sciences, Neurology Unit, University of Brescia, Brescia, Italy
| | - Alessandro Padovani
- Department of Clinical and Experimental Sciences, Neurology Unit, University of Brescia, Brescia, Italy
| | - Francesco Corea
- UO Gravi Cerebrolesioni, San Giovanni Battista Hospital, Foligno, Italy
| | - Umberto Scoditti
- Stroke Unit, Neuroscience Department, University of Parma, Parma, Italy
| | - Licia Denti
- Stroke Unit - Dipartimento Geriatrico Riabilitativo - University of Parma, Parma, Italy
| | - Tiziana Tassinari
- Stroke Unit & Department of Neurology, Santa Corona Hospital, Pietra Ligure, Italy
| | | | - Alfonso Ciccone
- S.C. di Neurologia e S.S. di Stroke Unit, ASST di Mantova, Mantova, Italy
| | - Valeria Caso
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
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Larsen KT, Forfang E, Pennlert J, Glader EL, Kruuse C, Wester P, Ihle-Hansen H, Carlsson M, Berge E, Al-Shahi Salman R, Bruun Wyller T, Rønning OM. STudy of Antithrombotic Treatment after IntraCerebral Haemorrhage: Protocol for a randomised controlled trial. Eur Stroke J 2020; 5:414-422. [PMID: 33598560 PMCID: PMC7856578 DOI: 10.1177/2396987320954671] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 07/29/2020] [Indexed: 12/11/2022] Open
Abstract
Background and aims Many patients with prior intracerebral haemorrhage have indications for antithrombotic treatment with antiplatelet or anticoagulant drugs for prevention of ischaemic events, but it is uncertain whether such treatment is beneficial after intracerebral haemorrhage. STudy of Antithrombotic Treatment after IntraCerebral Haemorrhage will assess (i) the effects of long-term antithrombotic treatment on the risk of recurrent intracerebral haemorrhage and occlusive vascular events after intracerebral haemorrhage and (ii) whether imaging findings, like cerebral microbleeds, modify these effects. Methods STudy of Antithrombotic Treatment after IntraCerebral Haemorrhage is a multicentre, randomised controlled, open trial of starting versus avoiding antithrombotic treatment after non-traumatic intracerebral haemorrhage, in patients with an indication for antithrombotic treatment. Participants with vascular disease as an indication for antiplatelet treatment are randomly allocated to antiplatelet treatment or no antithrombotic treatment. Participants with atrial fibrillation as an indication for anticoagulant treatment are randomly allocated to anticoagulant treatment or no anticoagulant treatment. Cerebral CT or MRI is performed before randomisation. Duration of follow-up is at least two years. The primary outcome is recurrent intracerebral haemorrhage. Secondary outcomes include occlusive vascular events and death. Assessment of clinical outcomes is performed blinded to treatment allocation. Target recruitment is 500 participants. Trial status: Recruitment to STudy of Antithrombotic Treatment after IntraCerebral Haemorrhage is on-going. On 30 April 2020, 44 participants had been enrolled in 31 participating hospitals. An individual patient–data meta-analysis is planned with similar randomised trials.
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Affiliation(s)
- Kristin Tveitan Larsen
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway.,University of Oslo, Institute of Clinical Medicine, Oslo, Norway
| | | | - Johanna Pennlert
- Department of Public Health and Clinical Medicine, Umeå University Hospital, Umeå, Sweden
| | - Eva-Lotta Glader
- Department of Public Health and Clinical Medicine, Umeå University Hospital, Umeå, Sweden
| | - Christina Kruuse
- Herlev Gentofte Hospital and University of Copenhagen, Herlev, Denmark
| | - Per Wester
- Department of Public Health and Clinical Medicine, Umeå University Hospital, Umeå, Sweden.,Department of Clinical Sciences, Karolinska Institute, Danderyds Hospital, Stockholm, Sweden
| | - Hege Ihle-Hansen
- University of Oslo, Institute of Clinical Medicine, Oslo, Norway.,Department of Neurology, Oslo University Hospital, Oslo, Norway
| | - Maria Carlsson
- Department of Neurology, Nordland Hospital Trust, Bodø, Norway.,Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Eivind Berge
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
| | | | - Torgeir Bruun Wyller
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway.,University of Oslo, Institute of Clinical Medicine, Oslo, Norway
| | - Ole Morten Rønning
- University of Oslo, Institute of Clinical Medicine, Oslo, Norway.,Department of Neurology, Akershus University Hospital, Lørenskog, Norway
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9
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Al-Shahi Salman R, Minks DP, Mitra D, Rodrigues MA, Bhatnagar P, du Plessis JC, Joshi Y, Dennis MS, Murray GD, Newby DE, Sandercock PAG, Sprigg N, Stephen J, Sudlow CLM, Werring DJ, Whiteley WN, Wardlaw JM, White PM. Effects of antiplatelet therapy on stroke risk by brain imaging features of intracerebral haemorrhage and cerebral small vessel diseases: subgroup analyses of the RESTART randomised, open-label trial. Lancet Neurol 2019; 18:643-652. [PMID: 31129065 PMCID: PMC7645733 DOI: 10.1016/s1474-4422(19)30184-x] [Citation(s) in RCA: 63] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 04/04/2019] [Accepted: 04/04/2019] [Indexed: 12/15/2022]
Abstract
BACKGROUND Findings from the RESTART trial suggest that starting antiplatelet therapy might reduce the risk of recurrent symptomatic intracerebral haemorrhage compared with avoiding antiplatelet therapy. Brain imaging features of intracerebral haemorrhage and cerebral small vessel diseases (such as cerebral microbleeds) are associated with greater risks of recurrent intracerebral haemorrhage. We did subgroup analyses of the RESTART trial to explore whether these brain imaging features modify the effects of antiplatelet therapy. METHODS RESTART was a prospective, randomised, open-label, blinded-endpoint, parallel-group trial at 122 hospitals in the UK that assessed whether starting antiplatelet therapy might reduce the risk of recurrent symptomatic intracerebral haemorrhage compared with avoiding antiplatelet therapy. For this prespecified subgroup analysis, consultant neuroradiologists masked to treatment allocation reviewed brain CT or MRI scans performed before randomisation to confirm participant eligibility and rate features of the intracerebral haemorrhage and surrounding brain. We followed participants for primary (recurrent symptomatic intracerebral haemorrhage) and secondary (ischaemic stroke) outcomes for up to 5 years (reported elsewhere). For this report, we analysed eligible participants with intracerebral haemorrhage according to their treatment allocation in primary subgroup analyses of cerebral microbleeds on MRI and in exploratory subgroup analyses of other features on CT or MRI. The trial is registered with the ISRCTN registry, number ISRCTN71907627. FINDINGS Between May 22, 2013, and May 31, 2018, 537 participants were enrolled, of whom 525 (98%) had intracerebral haemorrhage: 507 (97%) were diagnosed on CT (252 assigned to start antiplatelet therapy and 255 assigned to avoid antiplatelet therapy, of whom one withdrew and was not analysed) and 254 (48%) underwent the required brain MRI protocol (122 in the start antiplatelet therapy group and 132 in the avoid antiplatelet therapy group). There were no clinically or statistically significant hazards of antiplatelet therapy on recurrent intracerebral haemorrhage in primary subgroup analyses of cerebral microbleed presence (2 or more) versus absence (0 or 1) (adjusted hazard ratio [HR] 0·30 [95% CI 0·08-1·13] vs 0·77 [0·13-4·61]; pinteraction=0·41), cerebral microbleed number 0-1 versus 2-4 versus 5 or more (HR 0·77 [0·13-4·62] vs 0·32 [0·03-3·66] vs 0·33 [0·07-1·60]; pinteraction=0·75), or cerebral microbleed strictly lobar versus other location (HR 0·52 [0·004-6·79] vs 0·37 [0·09-1·28]; pinteraction=0·85). There was no evidence of heterogeneity in the effects of antiplatelet therapy in any exploratory subgroup analyses (all pinteraction>0·05). INTERPRETATION Our findings exclude all but a very modest harmful effect of antiplatelet therapy on recurrent intracerebral haemorrhage in the presence of cerebral microbleeds. Further randomised trials are needed to replicate these findings and investigate them with greater precision. FUNDING British Heart Foundation.
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Affiliation(s)
- Rustam Al-Shahi Salman
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK.
| | - David P Minks
- Department of Neuroradiology, Newcastle-upon-Tyne Hospitals NHS Trust, Newcastle-upon-Tyne, UK
| | - Dipayan Mitra
- Department of Neuroradiology, Newcastle-upon-Tyne Hospitals NHS Trust, Newcastle-upon-Tyne, UK; Institute of Neuroscience and Newcastle University Institute for Ageing, Newcastle University, Newcastle-upon-Tyne, UK
| | - Mark A Rodrigues
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Priya Bhatnagar
- Department of Neuroradiology, Newcastle-upon-Tyne Hospitals NHS Trust, Newcastle-upon-Tyne, UK
| | | | - Yogish Joshi
- Department of Radiology, Addenbrooke's Hospital, Cambridge, UK
| | - Martin S Dennis
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Gordon D Murray
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - David E Newby
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | | | - Nikola Sprigg
- Division of Clinical Neurosciences, Faculty of Medicine and Health Sciences, University of Nottingham, Nottingham, UK
| | - Jacqueline Stephen
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Cathie L M Sudlow
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - David J Werring
- Stroke Research Group, Department of Brain Repair and Rehabilitation, University College London Queen Square Institute of Neurology, London, UK
| | - William N Whiteley
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Joanna M Wardlaw
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK; UK Dementia Research Institute at the University of Edinburgh, University of Edinburgh, Edinburgh, UK
| | - Philip M White
- Department of Neuroradiology, Newcastle-upon-Tyne Hospitals NHS Trust, Newcastle-upon-Tyne, UK; Institute of Neuroscience and Newcastle University Institute for Ageing, Newcastle University, Newcastle-upon-Tyne, UK
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10
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Abstract
BACKGROUND Antiplatelet therapy reduces the risk of major vascular events for people with occlusive vascular disease, although it might increase the risk of intracranial haemorrhage. Patients surviving the commonest subtype of intracranial haemorrhage, intracerebral haemorrhage, are at risk of both haemorrhagic and occlusive vascular events, but whether antiplatelet therapy can be used safely is unclear. We aimed to estimate the relative and absolute effects of antiplatelet therapy on recurrent intracerebral haemorrhage and whether this risk might exceed any reduction of occlusive vascular events. METHODS The REstart or STop Antithrombotics Randomised Trial (RESTART) was a prospective, randomised, open-label, blinded endpoint, parallel-group trial at 122 hospitals in the UK. We recruited adults (≥18 years) who were taking antithrombotic (antiplatelet or anticoagulant) therapy for the prevention of occlusive vascular disease when they developed intracerebral haemorrhage, discontinued antithrombotic therapy, and survived for 24 h. Computerised randomisation incorporating minimisation allocated participants (1:1) to start or avoid antiplatelet therapy. We followed participants for the primary outcome (recurrent symptomatic intracerebral haemorrhage) for up to 5 years. We analysed data from all randomised participants using Cox proportional hazards regression, adjusted for minimisation covariates. This trial is registered with ISRCTN (number ISRCTN71907627). FINDINGS Between May 22, 2013, and May 31, 2018, 537 participants were recruited a median of 76 days (IQR 29-146) after intracerebral haemorrhage onset: 268 were assigned to start and 269 (one withdrew) to avoid antiplatelet therapy. Participants were followed for a median of 2·0 years (IQR [1·0- 3·0]; completeness 99·3%). 12 (4%) of 268 participants allocated to antiplatelet therapy had recurrence of intracerebral haemorrhage compared with 23 (9%) of 268 participants allocated to avoid antiplatelet therapy (adjusted hazard ratio 0·51 [95% CI 0·25-1·03]; p=0·060). 18 (7%) participants allocated to antiplatelet therapy experienced major haemorrhagic events compared with 25 (9%) participants allocated to avoid antiplatelet therapy (0·71 [0·39-1·30]; p=0·27), and 39 [15%] participants allocated to antiplatelet therapy had major occlusive vascular events compared with 38 [14%] allocated to avoid antiplatelet therapy (1·02 [0·65-1·60]; p=0·92). INTERPRETATION These results exclude all but a very modest increase in the risk of recurrent intracerebral haemorrhage with antiplatelet therapy for patients on antithrombotic therapy for the prevention of occlusive vascular disease when they developed intracerebral haemorrhage. The risk of recurrent intracerebral haemorrhage is probably too small to exceed the established benefits of antiplatelet therapy for secondary prevention. FUNDING British Heart Foundation.
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11
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Klijn CJ, Paciaroni M, Berge E, Korompoki E, Kõrv J, Lal A, Putaala J, Werring DJ. Antithrombotic treatment for secondary prevention of stroke and other thromboembolic events in patients with stroke or transient ischemic attack and non-valvular atrial fibrillation: A European Stroke Organisation guideline. Eur Stroke J 2019; 4:198-223. [PMID: 31984228 DOI: 10.1177/2396987319841187] [Citation(s) in RCA: 123] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2018] [Accepted: 03/08/2019] [Indexed: 01/10/2023] Open
Abstract
Patients with ischemic stroke or transient ischemic attack and non-valvular atrial fibrillation have a high risk of recurrent stroke and other vascular events. The aim of this guideline is to provide recommendations on antithrombotic medication for secondary prevention of stroke and other vascular outcomes in these patients. The working group identified questions and outcomes, graded evidence, and developed recommendations according to the Grading of Recommendations Assessment, Development, and Evaluation approach and the European Stroke Organisation (ESO) standard operating procedure for guidelines. The guideline was reviewed and approved by the ESO guideline board and the ESO executive committee. In patients with atrial fibrillation and previous stroke or transient ischemic attack, oral anticoagulants reduce the risk of recurrence over antiplatelets or no antithrombotic treatment. Non-vitamin K antagonist oral anticoagulants are preferred over vitamin K antagonists because they have a lower risk of major bleeding and death. Recommendations are weak regarding timing of treatment, (re-)starting oral anticoagulants in patients with previous intracerebral haemorrhage, and treatment in specific patient subgroups of those of older age, with cognitive impairment, renal failure or small vessel disease, because of a lack of strong evidence. In conclusion, for patients with atrial fibrillation and ischemic stroke or transient ischemic attack, non-vitamin K antagonist oral anticoagulants are the preferred treatment for secondary prevention of recurrent stroke or thromboembolism. Further research is required to determine the best timing for initiating oral anticoagulants after an acute ischemic stroke, whether or not oral anticoagulants should be (re)started in patients with a history of intracerebral haemorrhage, and the best secondary preventive treatment in specific subgroups.
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Affiliation(s)
- Catharina Jm Klijn
- Department of Neurology, Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Maurizio Paciaroni
- Stroke Unit and Division of Cardiovascular Medicine, Santa Maria della Misericordia Hospital, University of Perugia, Perugia, Italy
| | - Eivind Berge
- Department of Cardiology, Oslo University Hospital, Oslo, Norway.,Division of Brain Sciences, Imperial College London, London, UK
| | - Eleni Korompoki
- First Department of Neurology, National and Kapodistrian University of Athens, Athens, Greece.,Department of Neurology and Neurosurgery, University of Tartu, Tartu, Estonia
| | - Janika Kõrv
- European Stroke Organisation, Basel, Switzerland
| | - Avtar Lal
- Department of Internal Medicine, Oslo University Hospital, Oslo, Norway
| | | | - David J Werring
- Stroke Research Centre, Department of Brain Repair and Rehabilitation, UCL Institute of Neurology, London, UK.,The National Hospital for Neurology and Neurosurgery, London, UK
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12
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Al-Shahi Salman R, Murray GD, Dennis MS, Newby DE, Sandercock PAG, Sprigg N, Sudlow CLM, Werring DJ, White PM, Whiteley WN. The REstart or STop Antithrombotics Randomised Trial (RESTART) after stroke due to intracerebral haemorrhage: statistical analysis plan for a randomised controlled trial. Trials 2019; 20:183. [PMID: 30909946 PMCID: PMC6434884 DOI: 10.1186/s13063-019-3270-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2018] [Accepted: 03/01/2019] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND For adults surviving stroke due to spontaneous (non-traumatic) intracerebral haemorrhage (ICH) who had taken an antithrombotic (i.e. anticoagulant or antiplatelet) drug for the prevention of vaso-occlusive disease before the ICH, it is unclear whether starting antiplatelet therapy modifies the risks of recurrent ICH, major haemorrhagic events, major occlusive vascular events, or a composite of all major vascular events compared to avoiding antiplatelet therapy. METHODS/DESIGN The REstart or STop Antithrombotics Randomised Trial (RESTART) is an investigator-led, parallel group, open, assessor-blind, randomised trial comparing starting versus avoiding antiplatelet therapy for adults surviving antithrombotic-associated ICH. Recruitment began on 22 May 2013 and ended on 31 May 2018. Follow-up ended on 30 November 2018. This update to the protocol describes the statistical analysis plan (version 1.7, finalised on 25 January 2019). Database lock and un-blinding occurred on 29 January 2019, after which the un-masked trial statistician conducted the final analyses according to this statistical analysis plan. DISCUSSION Final results of RESTART will be analysed and disseminated in May 2019. TRIAL REGISTRATION ISRCTN registry 71907627 . Prospectively registered on 25 April 2013.
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Affiliation(s)
- Rustam Al-Shahi Salman
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh, EH16 4SB UK
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Gordon D. Murray
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Martin S. Dennis
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh, EH16 4SB UK
| | - David E. Newby
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | - Peter A. G. Sandercock
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh, EH16 4SB UK
| | - Nikola Sprigg
- Faculty of Medicine & Health Sciences, University of Nottingham, Nottingham, UK
| | - Cathie L. M. Sudlow
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh, EH16 4SB UK
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | | | - Philip M. White
- Institute of Neuroscience and Newcastle University Institute for Ageing, Newcastle-upon-Tyne, UK
| | - William N. Whiteley
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor’s Building, 49 Little France Crescent, Edinburgh, EH16 4SB UK
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13
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Previous chronic symptomatic and asymptomatic cerebral hemorrhage in patients with acute ischemic stroke. Neuroradiology 2018; 61:103-107. [PMID: 30488255 PMCID: PMC6336746 DOI: 10.1007/s00234-018-2141-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2018] [Accepted: 11/19/2018] [Indexed: 12/22/2022]
Abstract
PURPOSE Identifying previous chronic cerebral hemorrhage (PCH), especially asymptomatic cases in patients with ischemic stroke, is essential for proper antithrombotic management. The study aimed to further clarify the prevalence of PCH and the associated factors in patients with acute ischemic stroke using multi-modal neuroimaging including susceptibility-weighted MR imaging (SWI). METHODS This was a retrospective cross-sectional study of 382 patients with acute ischemic stroke. All patients underwent 3.0-T MRI for cranial SWI, 1.5-T or 3.0-T conventional cranial MRI, and cranial CT. Patients found with PCH were matched 1:4 with patients without PCH. Clinical manifestation, computed tomography, conventional cranial MRI, and cranial SWI were used to determine PCH. Clinical and neuroimaging findings between the patients with symptomatic vs. asymptomatic PCH were compared. RESULTS Thirty-six patients (36/382, 9.4%) were determined to have had a PCH. Of these 36 patients, 17 (17/36, 47.2%, or 17/382, 4.5%) had asymptomatic PCH. Multivariable analysis showed that serum total cholesterol (OR = 0.510, 95%CI 0.312-0.832, P = 0.007), cerebral microbleeds (OR = 6.251, 95%CI 2.220-17.601, P = 0.001), and antithrombotic drugs history (OR = 3.213, 95%CI 1.018-10.145, P = 0.047) were independently associated with PCH. Asymptomatic PCH had similar clinical and neuroimaging characteristics with symptomatic PCH. CONCLUSION PCH is not uncommon in acute ischemic stroke patients. Total serum cholesterol, cerebral microbleeds on SWI, and history of antithrombotic drugs were independently associated with PCH in patients with acute ischemic stroke. Asymptomatic PCH, which is easier to be missed and has similar characteristics with symptomatic PCH, should draw much attention.
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14
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Øie LR, Madsbu MA, Solheim O, Jakola AS, Giannadakis C, Vorhaug A, Padayachy L, Jensberg H, Dodick D, Salvesen Ø, Gulati S. Functional outcome and survival following spontaneous intracerebral hemorrhage: A retrospective population-based study. Brain Behav 2018; 8:e01113. [PMID: 30240164 PMCID: PMC6192392 DOI: 10.1002/brb3.1113] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Accepted: 07/31/2018] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND Accurate and reliable clinical and radiological predictors of intracerebral hemorrhage (ICH) outcomes are needed to optimize treatment of ICH. The aim of this study was to investigate functional outcome and identify predictors of severe disability or death following ICH. MATERIALS AND METHODS Retrospective population-based study of spontaneous ICH. Clinical and radiological data were obtained from electronic medical records, and functional outcome estimated using the modified Rankin Scale (mRS) before ICH and at 3 and 12 months after ICH. RESULTS Four hundred and fifty-two patients were included (mean age 74.8 years, 45.6% females). Proportion of fatal outcome at 1 week was 22.1%, at 3 months 39.2%, and at 12 months 44.9%. Median mRS score before the ICH was 1 (interquartile range [IQR] 2); for survivors at 3 months, it was 5 (IQR 3); and at 12 months, it was 3 (IQR 2). Independent predictors of severe disability (mRS of 5) or death (mRS of 6) were use of oral antithrombotic drugs (OR 2.2, 95% CI 1.3-3.8, p = 0.04), mRS score before the ICH (OR 1.8, 95% CI 1.4-2.2, p < 0.001), Glasgow Coma Scale (GCS) on admission (OR 8.3, 95% CI 3.5-19.7, p < 0.001), hematoma volume >60 ml (OR 4.5, 05% CI 2.0-10.2, p < 0.001), and intraventricular hematoma extension (OR 1.8, 95% CI 0.8-4.2, p < 0.001). CONCLUSION Intracerebral hemorrhage is associated with high mortality, and more than one third of survivors end up with severe disability or death 3 months later. Predictors of severe disability or death were use of oral antithrombotic drugs, functional disability prior to ICH, low GCS on admission, larger hematoma volume, and intraventricular hematoma extension.
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Affiliation(s)
- Lise R Øie
- Department of Neurology, St Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Mattis A Madsbu
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurosurgery, St. Olavs hospital, Trondheim University Hospital, Trondheim, Norway
| | - Ole Solheim
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurosurgery, St. Olavs hospital, Trondheim University Hospital, Trondheim, Norway
| | - Asgeir S Jakola
- Department of Neurosurgery, St. Olavs hospital, Trondheim University Hospital, Trondheim, Norway.,Department of Neurosurgery, Sahlgrenska University Hospital, Gothenburg, Sweden.,Institute of Neuroscience and Physiology, University of Gothenburg, Sahlgrenska Academy, Gothenburg, Sweden
| | - Charalampis Giannadakis
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Anders Vorhaug
- Department of Neurosurgery, St. Olavs hospital, Trondheim University Hospital, Trondheim, Norway
| | - Llewellyn Padayachy
- Department of Neurosurgery, University of Cape Town, Cape Town, South Africa
| | | | - David Dodick
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurology, Mayo Clinic, Phoenix, Arizona
| | - Øyvind Salvesen
- Department of Public Health and General Practice, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - Sasha Gulati
- Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway.,Department of Neurosurgery, St. Olavs hospital, Trondheim University Hospital, Trondheim, Norway
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15
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Debette S, Strbian D, Wardlaw JM, van der Worp HB, Rinkel GJE, Caso V, Dichgans M. Fourth European stroke science workshop. Eur Stroke J 2018; 3:206-219. [PMID: 31009021 PMCID: PMC6453207 DOI: 10.1177/2396987318774443] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Accepted: 03/23/2018] [Indexed: 12/15/2022] Open
Abstract
Lake Eibsee, Garmisch-Partenkirchen, 16 to 18 November, 2017: The European Stroke Organisation convened >120 stroke experts from 21 countries to discuss latest results and hot topics in clinical, translational and basic stroke research. Since its inception in 2011, the European Stroke Science Workshop has become a cornerstone of European Stroke Organisation's academic activities and a major highlight for researchers in the field. Participants include stroke researchers at all career stages and with different backgrounds, who convene for plenary lectures and discussions. The workshop was organised in seven scientific sessions focusing on the following topics: (1) acute stroke treatment and endovascular therapy; (2) small vessel disease; (3) opportunities for stroke research in the omics era; (4) vascular cognitive impairment; (5) intracerebral and subarachnoid haemorrhage; (6) alternative treatment concepts and (7) neural circuits, recovery and rehabilitation. All sessions started with a keynote lecture providing an overview on current developments, followed by focused talks on a timely topic with the most recent findings, including unpublished data. In the following, we summarise the key contents of the meeting. The program is provided in the online only Data Supplement. The workshop started with a key note lecture on how to improve the efficiency of clinical trial endpoints in stroke, which was delivered by Craig Anderson (Sydney, Australia) and set the scene for the following discussions.
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Affiliation(s)
- S Debette
- Inserm Centre Bordeaux Population Health (U1219), University of Bordeaux, Bordeaux, France
- Department of Neurology, Bordeaux University Hospital, Bordeaux, France
| | - D Strbian
- Department of Neurology, Helsinki University Central Hospital, Helsinki, Finland
| | - JM Wardlaw
- Centre for Clinical Brain Sciences, and UK Dementia Research Institute at the University of Edinburgh, University of Edinburgh, Edinburgh, UK
| | - HB van der Worp
- Department of Neurology and neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, the Netherlands
| | - GJE Rinkel
- Department of Neurology and neurosurgery, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, the Netherlands
| | - V Caso
- Stroke Unit and Division of Cardiovascular Medicine, University of Perugia, Perugia, Italy
| | - M Dichgans
- Institute for Stroke and Dementia Research, Klinikum der Universität München, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
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16
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Risk of intracranial hemorrhage (RICH) in users of oral antithrombotic drugs: Nationwide pharmacoepidemiological study. PLoS One 2018; 13:e0202575. [PMID: 30138389 PMCID: PMC6107180 DOI: 10.1371/journal.pone.0202575] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Accepted: 08/05/2018] [Indexed: 12/26/2022] Open
Abstract
Background The risks of intracranial haemorrhage (ICH) associated with antithrombotic drugs outside clinical trials are gaining increased attention. The aim of this nationwide study was to investigate the risk of ICH requiring hospital admission in users of antithrombotic drugs. Methods and findings Data from the Norwegian Patient Registry and Norwegian Prescription Database were linked on an individual level. The primary outcome was incidence rates of ICH associated with use of antithrombotic drugs. Secondary endpoints were risk of ICH and fatal outcome following ICH assessed by Cox models. Among 3,131,270 individuals ≥18 years old observed from 2008 through 2014, there were 729,818 users of antithrombotic medications and 22,111 ICH hospitalizations. Annual crude ICH rates per 100 person-years were 0.076 (95% CI, 0.075–0.077) in non-users and 0.30 (95% CI, 0.30–0.31) in users of antithrombotic medication, with the highest age and sex adjusted rates observed for aspirin-dipyridamole plus clopidogrel (0.44; 95% CI, 0.19–0.69), rivaroxaban plus aspirin (0.36; 95% CI, 0.16–0.56), warfarin plus aspirin (0.34; 95% CI, 0.26–0.43), and warfarin plus aspirin and clopidogrel (0.33; 95% CI, 0.073–0.60). With no antithrombotic medication as reference, the highest adjusted hazard ratios (HR) for ICH were observed for aspirin-dypiridamole plus clopidogrel (6.29; 95% CI 3.71–10.7), warfarin plus aspirin and clopidogrel (4.38; 95% CI 2.71–7.09), rivaroxaban plus aspirin (3.82; 95% CI, 2.46–5.95), and warfarin plus aspirin (3.40; 95% CI, 2.99–3.86). All antithrombotic medication regimens were associated with an increased risk of ICH, except dabigatran monotherapy (HR 1.20; 95% CI, 0.88–1.65) and dabigatran plus aspirin (HR 1.79; 95% CI, 0.96–3.34). Fatal outcome within 90 days was more common in users (2,603 of 8,055) than non-users (3,228 of 14,056) of antithrombotic medication (32.3% vs 23.0%, p<0.001), and was associated with use of warfarin plus aspirin and clopidogrel (HR 2.89; 95% CI, 1.49–5.60), warfarin plus aspirin (HR 1.37; 95% CI, 1.11–1.68), aspirin plus clopidogrel (HR 1.30; 95% CI, 1.05–1.61), and warfarin (HR 1.19; 95% CI, 1.09–1.31). Increased one-year mortality was observed in users of antithrombotic medication following hemorrhagic stroke, subdural hemorrhage, subarachnoid hemorrhage, and traumatic ICH (all p<0.001). Limitations include those inherent to observational studies including the inability to make causal inferences, certain assumptions regarding drug exposure, and the possibility of residual confounding. Conclusions The real-world incidence rates and risks of ICH were generally higher than reported in randomized controlled trials. There is still major room for improvement in terms of antithrombotic medication safety (clinicaltrials.gov NCT02481011).
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Al-Shahi Salman R, Dennis MS, Murray GD, Innes K, Drever J, Dinsmore L, Williams C, White PM, Whiteley WN, Sandercock PAG, Sudlow CLM, Newby DE, Sprigg N, Werring DJ. The REstart or STop Antithrombotics Randomised Trial (RESTART) after stroke due to intracerebral haemorrhage: study protocol for a randomised controlled trial. Trials 2018; 19:162. [PMID: 29506580 PMCID: PMC5838871 DOI: 10.1186/s13063-018-2542-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 02/12/2018] [Indexed: 01/08/2023] Open
Abstract
Background For adults surviving stroke due to spontaneous (non-traumatic) intracerebral haemorrhage (ICH) who had taken an antithrombotic (i.e. anticoagulant or antiplatelet) drug for the prevention of vaso-occlusive disease before the ICH, it is unclear whether starting antiplatelet drugs results in an increase in the risk of recurrent ICH or a beneficial net reduction of all serious vascular events compared to avoiding antiplatelet drugs. Methods/design The REstart or STop Antithrombotics Randomised Trial (RESTART) is an investigator-led, randomised, open, assessor-blind, parallel-group, randomised trial comparing starting versus avoiding antiplatelet drugs for adults surviving antithrombotic-associated ICH at 122 hospital sites in the United Kingdom. RESTART uses a central, web-based randomisation system using a minimisation algorithm, with 1:1 treatment allocation to which central research staff are masked. Central follow-up includes annual postal or telephone questionnaires to participants and their general (family) practitioners, with local provision of information about adverse events and outcome events. The primary outcome is recurrent symptomatic ICH. The secondary outcomes are: symptomatic haemorrhagic events; symptomatic vaso-occlusive events; symptomatic stroke of uncertain type; other fatal events; modified Rankin Scale score; adherence to antiplatelet drug(s). The magnetic resonance imaging (MRI) sub-study involves the conduct of brain MRI according to a standardised imaging protocol before randomisation to investigate heterogeneity of treatment effect according to the presence of brain microbleeds. Recruitment began on 22 May 2013. The target sample size is at least 720 participants in the main trial (at least 550 in the MRI sub-study). Discussion Final results of RESTART will be analysed and disseminated in 2019. Trial registration ISRCTN71907627 (www.isrctn.com/ISRCTN71907627). Prospectively registered on 25 April 2013. Electronic supplementary material The online version of this article (10.1186/s13063-018-2542-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Rustam Al-Shahi Salman
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK.
| | - Martin S Dennis
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Gordon D Murray
- Usher Institute of Population Health Sciences and Informatics, University of Edinburgh, Edinburgh, UK
| | - Karen Innes
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Jonathan Drever
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Lynn Dinsmore
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Carol Williams
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Philip M White
- Institute of Neuroscience and Newcastle University Institute for Ageing, Newcastle-upon-Tyne, UK
| | - William N Whiteley
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Peter A G Sandercock
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - Cathie L M Sudlow
- Centre for Clinical Brain Sciences, University of Edinburgh, Chancellor's Building, 49 Little France Crescent, Edinburgh, EH16 4SB, UK
| | - David E Newby
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, UK
| | - Nikola Sprigg
- Faculty of Medicine and Health Sciences, University of Nottingham, Nottingham, UK
| | - David J Werring
- Institute of Neurology, University College London, London, UK
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Xu Y, Shoamanesh A, Schulman S, Dowlatshahi D, Salman RAS, Moldovan ID, Wells PS, AlKherayf F. Oral anticoagulant re-initiation following intracerebral hemorrhage in non-valvular atrial fibrillation: Global survey of the practices of neurologists, neurosurgeons and thrombosis experts. PLoS One 2018; 13:e0191137. [PMID: 29370183 PMCID: PMC5784940 DOI: 10.1371/journal.pone.0191137] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Accepted: 12/28/2017] [Indexed: 11/23/2022] Open
Abstract
Background While oral anticoagulants (OACs) are highly effective for ischemic stroke prevention in atrial fibrillation, intracerebral hemorrhage (ICH) remains the most feared complication of OAC. Clinical controversy remains regarding OAC resumption and its timing for ICH survivors with atrial fibrillation because the balance between risks and benefits has not been investigated in randomized trials. Aims/Hypothesis To survey the practice of stroke neurologists, thrombosis experts and neurosurgeons on OAC re-initiation following OAC-associated ICH. Methods An online survey was distributed to members of the International Society for Thrombosis and Haemostasis, Canadian Stroke Consortium, NAVIGATE-ESUS trial investigators (Clinicatrials.gov identifier NCT02313909) and American Association of Neurological Surgeons. Demographic factors and 11 clinical scenarios were included. Results Two hundred twenty-eight participants from 38 countries completed the survey. Majority of participants were affiliated with academic centers, and >20% managed more than 15 OAC-associated ICH patients/year. Proportion of respondents suggesting OAC anticoagulant resumption varied from 30% (for cerebral amyloid angiopathy) to 98% (for traumatic ICH). Within this group, there was wide distribution in response for timing of resumption: 21.4% preferred to re-start OACs after 1–3 weeks of incident ICH, while 25.3% opted to start after 1–3 months. Neurosurgery respondents preferred earlier OAC resumption compared to stroke neurologists or thrombosis experts in 5 scenarios (p<0.05 by Kendall’s tau). Conclusions Wide variations in current practice exist among management of OAC-associated ICH, with decisions influenced by patient- and provider-related factors. As these variations likely reflect the lack of high quality evidence, randomized trials are direly needed in this population.
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Affiliation(s)
- Yan Xu
- Department of Medicine, University of Toronto, Toronto, Canada
| | - Ashkan Shoamanesh
- Division of Neurology, Department of Medicine, Population Health Research Institute, McMaster University, Hamilton, Canada
| | - Sam Schulman
- Division of Hematology, Department of Medicine, McMaster University, Hamilton, Canada
| | - Dar Dowlatshahi
- Division of Neurology, Department of Medicine, University of Ottawa, Ottawa, Canada
| | | | - Ioana Doina Moldovan
- Division of Neurosurgery, Department of Surgery, University of Ottawa, Ottawa, Canada
| | | | - Fahad AlKherayf
- Division of Neurosurgery, Department of Surgery, University of Ottawa, Ottawa, Canada
- * E-mail:
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