Symptomatic intracerebral hemorrhage

症状性脑出血
  • 文章类型: Journal Article
    目的:机械血栓切除术(MT),我们调查了主动脉弓钙化(AoAC)和颈动脉窦钙化(CaSC)对有症状的脑出血(sICH)和急性大动脉闭塞(LAO)预后不良的重要性.
    方法:在这项回顾性观察研究中,我们使用AoAC分级量表评分加Woodcock视觉评分计算了颅前动脉钙化负荷(PACB)评分(AoAC和CaSC的负荷评分).根据欧洲合作急性中风研究III的定义,结果测量为sICH。3个月改良的Rankin量表评分3-6被指定为不良结果。
    结果:与PACB<3的患者相比,PACB≥3的患者发生sICH的风险显著增高(比值比[OR]=2.567,95%置信区间[CI]=1.187-5.550),预后不良(OR=4.777,95%CI=1.659-13.756)。根据接收器工作特性(ROC)曲线,将PACB添加到回归模型中可增强不良结局的预测值(ROC曲线下面积[AUC]:0.718vs.0.519,Z=2.340)和接受MT的患者(AUC:0.714vs.0.584,Z=2.021),独立。
    结论:与PACB相关的因素与全身动脉粥样硬化的常见危险因素一致。低PACB评分提示预后较好。在MT后患有LAO的患者中,PACB可用于预测sICH和不良临床结局。
    OBJECTIVE: With mechanical thrombectomy (MT), we investigated the prognostic importance of aortic arch calcification (AoAC) and carotid sinus calcification (CaSC) for symptomatic intracerebral hemorrhage (sICH) and poor outcome in acute large artery occlusion (LAO).
    METHODS: In this retrospective observational study, we calculated pre-cranial artery calcification burden (PACB) scores (burden score of AoAC and CaSC) using the AoAC grading scale score plus Woodcock visual score. The outcome measure was sICH per the European Cooperative Acute Stroke Study III definition. A 3-month modified Rankin scale score 3-6 was designated as poor outcome.
    RESULTS: Compared with patients who had PACB <3, those with PACB ≥3 showed substantially higher risks of sICH (odds ratio [OR] = 2.567, 95% confidence interval [CI] = 1.187-5.550) and poor outcome (OR = 4.777, 95% CI = 1.659-13.756). According to receiver operating characteristic (ROC) curves, adding PACB to the regression model enhanced the predictive value for poor outcome (area under the ROC curve [AUC]: 0.718 vs. 0.519, Z = 2.340) and in patients receiving MT (AUC: 0.714 vs. 0.584, Z = 2.021), independently.
    CONCLUSIONS: Factors related to PACB were consistent with common risk factors of systemic atherosclerosis. Low PACB scores indicated better prognosis. In patients with LAO following MT, PACB was useful in predicting sICH and poor clinical outcome.
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  • 文章类型: Journal Article
    背景:前循环急性缺血性卒中(IS)的串联病变(TL)的血管内治疗(EVT)通常需要颈动脉支架置入后的围手术期抗血栓治疗和早期启动双重抗血小板治疗(DAPT)。然而,在某些病例中,它可能导致症状性脑出血(SICH)的发生.我们调查了影响SICH发生的因素,并评估了EVT后SICH的可能预测因素。
    方法:接受EVT治疗的前循环有TL的IS患者纳入多中心回顾性ASCENT研究。在改良的Rankin量表(mRS)和使用TICI量表的再通评分中,良好的三个月临床结果评分为0-2分。使用SITS-MOST标准评估SICH。使用Logistic回归分析评估SICH的可能预测因子,并调整潜在的混杂因素。
    结果:总计,300(68.7%男性,平均年龄67.3±10.2岁),中位入院NIHSS17的患者进行了分析。290例(96.7%)患者实现了再通(TICI2b-3),176例(58.7%)的mRS0-2。SICH发生在25例(8.3%)患者中。SICH患者与无SICH患者在围手术期抗血栓治疗率方面没有差异(64vs.57.5%,p=0.526),并且在EVT后的前12小时内开始的DAPT速率(20vs.42.2%,p=0.087)。调整后,入院NIHSS和入院血糖被发现是EVT后SICH的唯一预测因子。
    结论:入院时NIHSS和血糖被发现是TL的EVT后SICH的唯一预测因子。围手术期抗血栓治疗之间没有关联,发现EVT和SICH发生后早期开始DAPT。
    BACKGROUND: Endovascular treatment (EVT) of tandem lesion (TL) in the anterior circulation acute ischemic stroke (IS) usually requires periprocedural antithrombotic treatment and early initiation of dual antiplatelet therapy (DAPT) after carotid stenting. However, it may contribute to an occurrence of symptomatic intracerebral hemorrhage (SICH) in some cases. We investigated factors influencing the SICH occurrence and assessed the possible predictors of SICH after EVT.
    METHODS: IS patients with TL in the anterior circulation treated with EVT were enrolled in the multicenter retrospective ASCENT study. A good three-month clinical outcome was scored as 0-2 points in modified Rankin Scale (mRS) and recanalization using the TICI scale. SICH was assessed using the SITS-MOST criteria. Logistic regression analysis was used for the assessment of possible predictors of SICH with adjustment for potential confounders.
    RESULTS: In total, 300 (68.7 % males, mean age 67.3 ± 10.2 years) patients with median of admission NIHSS 17 were analyzed. Recanalization (TICI 2b-3) was achieved in 290 (96.7 %) patients and 176 (58.7 %) had mRS 0-2. SICH occurred in 25 (8.3 %) patients. Patients with SICH did not differ from those without SICH in the rate of periprocedural antithrombotic treatment (64 vs. 57.5 %, p = 0.526) and in the rate of DAPT started within the first 12 h after EVT (20 vs. 42.2 %, p = 0.087). After adjustment, admission NIHSS and admission glycemia were found as the only predictors of SICH after EVT.
    CONCLUSIONS: Admission NIHSS and glycemia were found as the only predictors of SICH after EVT for TL. No associations between periprocedural antithrombotic treatment, early start of DAPT after EVT and SICH occurrence were found.
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  • 文章类型: Journal Article
    脑出血风险与血脂的关系是否因性别而异尚不清楚。本研究旨在探讨使用重组组织型纤溶酶原激活剂(r-tPA)接受静脉溶栓治疗的急性缺血性卒中(AIS)患者的血脂状况与症状性脑出血(sICH)风险之间的潜在性别差异。
    这项多中心回顾性观察性研究分析了静脉r-tPA治疗的AIS患者。sICH定义为任何出血亚型在静脉溶栓后36小时内美国国立卫生研究院卒中量表(NIHSS)评分恶化4分或更高.我们使用逻辑回归模型对潜在的混杂因素进行了校正,评估了每种性别的sICH血脂谱的比值比(OR)和95%置信区间(CI)。
    957名参与者(平均年龄68岁(四分位距,59-75),男性628人(65.6%),观察到56例sICH事件(男性36例(5.7%),女性20例(6.1%))。在校正混杂因素后,随着血清甘油三酯水平的升高,男性sICH的风险降低(与最低三元组相比,中等三分位数或0.39,95%CI[0.17-0.91],最高三分位数或0.33,95%CI[0.13-0.84],总体p=0.021;每增加一个点,调整后OR0.29,95%CI[0.13-0.63],p=0.002)。男性血清总胆固醇和低密度脂蛋白(LDL)水平均与sICH无关。在女性中,任何血脂水平与sICH风险之间均无关联.
    这项研究表明,血清甘油三酯水平与sICH之间的关联可能因性别而异。在男人中,甘油三酯水平升高降低sICH的风险;在女性中,这个协会已经失去了。需要进一步研究与甘油三酯相关的卒中风险性别差异的生物学机制。
    UNASSIGNED: Whether the relationship of intracerebral bleeding risk with lipid profile may vary by sex remains unclear. This study aims to investigate potential sex differences in the association between lipid profile and the risk of symptomatic intracerebral hemorrhage (sICH) in patients with acute ischemic stroke (AIS) who received intravenous thrombolysis using recombinant tissue plasminogen activator (r-tPA).
    UNASSIGNED: This multicenter retrospective observational study analyzed patients with AIS treated with intravenous r-tPA. sICH was defined as a worsening of 4 or higher points in the National Institutes of Health Stroke Scale (NIHSS) score within 36 hours after intravenous thrombolysis in any hemorrhage subtype. We assessed the odds ratio (OR) with 95% confidence interval (CI) of lipid profile for sICH for each sex using logistic regression models adjusted for potential confounding factors.
    UNASSIGNED: Of 957 participants (median age 68 (interquartile range, 59-75), men 628 (65.6%)), 56 sICH events (36 (5.7%) in men and 20 (6.1%) in women) were observed. The risk of sICH in men decreased with increasing serum levels of triglyceride after adjustment for confounding factors (vs lowest tertile, medium tertile OR 0.39, 95% CI [0.17-0.91], top tertile OR 0.33, 95% CI [0.13-0.84], overall p = 0.021; per point increase, adjusted OR 0.29, 95% CI [0.13-0.63], p = 0.002). Neither serum levels of total cholesterol nor low-density lipoprotein (LDL) was associated with sICH in men. In women, there was no association between any of the lipid levels and the risk of sICH.
    UNASSIGNED: This study indicated that the association between serum levels of triglyceride and sICH may vary by sex. In men, increased triglyceride levels decrease the risk of sICH; in women, this association was lost. Further studies on the biological mechanisms for sex differences in stroke risk associated with triglyceride are needed.
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  • 文章类型: Journal Article
    本研究旨在探讨大血管闭塞后循环急性缺血性卒中(PC-AIS)患者机械取栓(MT)后预后及出血性转化的危险因素。我们试图开发一个列线图来预测PC-AIS患者的不良预后和症状性脑出血(sICH)的风险。
    对81例接受MT治疗的PC-AIS患者进行回顾性分析。我们收集患者的临床信息,根据CT结果和美国国立卫生研究院卒中量表(NIHSS)评分评估sICH和预后。随后,他们被随访了3个月,并使用改良的Rankin量表评估其预后。我们使用最小绝对收缩和选择算子(LASSO)和多变量逻辑回归来确定影响预后的因素以构建列线图。通过受试者工作特性曲线评估列线图的性能,校正曲线,决策曲线分析,和临床影响曲线。
    在81例PC-AIS患者中,33人预后良好,48人预后不良,19与sICH一起提交,和62没有出现sICH。LASSO回归的结果表明,变量,包括HPT,基线NIHSS评分,SBP峰值,SBPCV,SBPSD,SBP峰值,DBPCV,HbA1c,和BGSD,是患者预后的预测因子。变量如AF、SBP峰值,峰值DBP预测sICH的风险。多因素logistic回归分析显示基线NIHSS评分(OR=1.115,95%CI1.002-1.184),峰值收缩压(OR=1.060,95%CI1.012-1.111),SBPCV(OR=1.296,95%CI1.036~1.621)和HbA1c(OR=3.139,95%CI1.491~6.609)是影响预后的独立危险因素。AF(OR=6.823,95%CI1.606-28.993),峰值收缩压(OR=1.058,95%CI1.013-1.105),和峰值DBP(OR=1.160,95%CI1.036-1.298)与sICH的风险相关。在接下来的步骤中,制定了列线图,表现出良好的歧视,校准,和临床适用性。
    我们构建了列线图来预测接受MT的PC-AIS患者的不良预后和sICH风险。该模型表现出良好的鉴别力,校准,和临床适用性。
    UNASSIGNED: This study aimed to investigate the risk factors of prognosis and hemorrhagic transformation after mechanical thrombectomy (MT) in patients with posterior circulation acute ischemic stroke (PC-AIS) caused by large vessel occlusion. We sought to develop a nomogram for predicting the risk of poor prognosis and symptomatic intracerebral hemorrhage (sICH) in patients with PC-AIS.
    UNASSIGNED: A retrospective analysis was conducted on 81 patients with PC-AIS who underwent MT treatment. We collected clinical information from the patients to assessed sICH and prognosis based on CT results and National Institutes of Health Stroke Scale (NIHSS) scores. Subsequently, they were followed up for 3 months, and their prognosis was assessed using the Modified Rankin Scale. We used the least absolute shrinkage and selection operator (LASSO) and multivariate logistic regression to determine the factors affecting prognosis to construct a nomogram. The nomogram\'s performance was assessed through receiver operating characteristic curves, calibration curves, decision curve analysis, and clinical impact curves.
    UNASSIGNED: Among the 81 patients with PC-AIS, 33 had a good prognosis, 48 had a poor prognosis, 19 presented with sICH, and 62 did not present with sICH. The results of the LASSO regression indicated that variables, including HPT, baseline NIHSS score, peak SBP, SBP CV, SBP SD, peak SBP, DBP CV, HbA1c, and BG SD, were predictors of patient prognosis. Variables such as AF, peak SBP, and peak DBP predicted the risk of sICH. Multivariate logistic regression revealed that baseline NIHSS score (OR = 1.115, 95% CI 1.002-1.184), peak SBP (OR = 1.060, 95% CI 1.012-1.111), SBP CV (OR = 1.296, 95% CI 1.036-1.621) and HbA1c (OR = 3.139, 95% CI 1.491-6.609) were independent risk factors for prognosis. AF (OR = 6.823, 95% CI 1.606-28.993), peak SBP (OR = 1.058, 95% CI 1.013-1.105), and peak DBP (OR = 1.160, 95% CI 1.036-1.298) were associated with the risk of sICH. In the following step, nomograms were developed, demonstrating good discrimination, calibration, and clinical applicability.
    UNASSIGNED: We constructed nomograms to predict poor prognosis and risk of sICH in patients with PC-AIS undergoing MT. The model exhibited good discrimination, calibration, and clinical applicability.
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  • 文章类型: Meta-Analysis
    背景:约35%的急性缺血性卒中患者在血管内血栓切除术后发生无症状脑出血(aICH)。与有症状的ICH不同,评估aICH对结局影响的研究尚无定论.我们进行了系统评价和荟萃分析,以评估血管内血栓切除术后aICH的长期效果。
    结果:荟萃分析方案已提交给国际前瞻性系统评价注册。PubMed,Scopus,和WebofScience从成立到2023年9月进行了搜索,产生了312项研究。两位作者独立审查了所有摘要。纳入的研究包括接受血管内血栓切除术的成年缺血性卒中患者,并对ICH进行随访影像学评估,报告根据aICH与非ICH的比较结果。筛选后,对60篇论文进行了全面审查,10项研究符合纳入标准(n=5723例患者,1932年与AICH)。使用CochraneRevManv5.4进行Meta分析。通过随机效应模型评估影响,以估计aICH与无ICH对90天改良Rankin量表3至6的主要结局和死亡率的影响的汇总比值比(OR)。aICH的存在与90天mRS3至6的较高几率相关(OR,2.17[95%CI,1.81-2.60],P<0.0001,I246%Q19.15)和死亡率(OR,1.72[95%CI,1.17-2.53],P:0.005,I279%Q27.59)与无ICH相比。根据出血分类和再通状态进行亚组分析后,这种差异得以维持。
    结论:aICH的存在与较差的90天功能结局和较高的死亡率相关。需要进一步研究以评估预测aICH的因素和旨在减少其发生的治疗方法。
    BACKGROUND: Asymptomatic intracerebral hemorrhage (aICH) occurs in approximately 35% of patients with acute ischemic stroke after endovascular thrombectomy. Unlike symptomatic ICH, studies evaluating the effect of aICH on outcomes have been inconclusive. We performed a systematic review and meta-analysis to evaluate the long-term effects of postendovascular thrombectomy aICH.
    RESULTS: The meta-analysis protocol was submitted to the International Prospective Register of Systematic Reviews a priori. PubMed, Scopus, and Web of Science were searched from inception through September 2023, yielding 312 studies. Two authors independently reviewed all abstracts. Included studies contained adult patients with ischemic stroke undergoing endovascular thrombectomy with follow-up imaging assessment of ICH reporting comparative outcomes according to aICH versus no ICH. After screening, 60 papers were fully reviewed, and 10 studies fulfilled inclusion criteria (n=5723 patients total, 1932 with aICH). Meta-analysis was performed using Cochrane RevMan v5.4. Effects were estimated by a random-effects model to estimate summary odds ratio (OR) of the effect of aICH versus no ICH on primary outcomes of 90-day modified Rankin Scale 3 to 6 and mortality. The presence of aICH was associated with a higher odds of 90-day mRS 3 to 6 (OR, 2.17 [95% CI, 1.81-2.60], P<0.0001, I2 46% Q 19.15) and mortality (OR, 1.72 [95% CI, 1.17-2.53], P:0.005, I2 79% Q 27.59) compared with no ICH. This difference was maintained following subgroup analysis according to hemorrhage classification and recanalization status.
    CONCLUSIONS: The presence of aICH is associated with worse 90-day functional outcomes and higher mortality. Further studies to evaluate the factors predicting aICH and treatments aimed at reducing its occurrence are warranted.
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  • 文章类型: Journal Article
    目的:我们旨在阐明急性缺血性卒中(AIS)患者血管内治疗(EVT)后早期中性粒细胞与淋巴细胞比值(NLR)动态变化对不良临床结局的影响。
    方法:自2019年1月至2022年7月连续招募接受EVT的AIS患者。在入院时和EVT后24小时取样血细胞计数。临床结果测量包括3个月的功能依赖(改良的Rankin量表3-6),症状性颅内出血(sICH),和死亡率在7天和30天。多项逻辑回归用于评估NLR变化与不利结果的关联。
    结果:590例患者被纳入最终分析。多项逻辑模型表明,EVT后NLR的增加变化是不良结局的独立因素;在不良的3个月功能结局时,校正比值比(aOR)为1.06(95%CI1.03-1.10;P<0.001)。sICH时1.07(95%CI1.04-1.10;P<0.001),第7天死亡率为1.08(95%CI1.05-1.12;P<0.001),30天死亡率为1.04(95%CI1.02-1.07;P=0.001)。区分不良结局的NLR变化的曲线下面积(AUC)分别为0.725、0.687、0.664和0.659。最佳临界值为5.77(灵敏度为56.6%,81.0%特异性),6.92(灵敏度60.0%,77.0%特异性),8.64(灵敏度为51.0%,82.0%特异性),和8.64(灵敏度为48.7%,83.0%特异性),分别。
    结论:AIS患者的NLR显著增加,与成功的再灌注无关。NLR升高的变化可能预测恶性出血性转化,不利的功能结果,短期死亡率。
    We aim to elucidate the contribution of early dynamic changes in the neutrophil-to-lymphocyte ratio (NLR) to poor clinical outcomes in acute ischemic stroke patients after endovascular treatment (EVT).
    Acute ischemic stroke patients who underwent EVT were consecutively recruited from January 2019 to July 2022. Blood cell counts were sampled at admission and at following 24 hours after EVT. Clinical outcome measures included 3-month functional dependence (modified Rankin scale of 3-6), symptomatic intracranial hemorrhage, and mortality at 7 days and 30 days. Multinomial logistic regressions were used to evaluate the association of changes in the NLR with unfavorable outcomes.
    A total of 590 patients were included in the final analysis. The multinomial logistic model indicated that the increasing changes in the NLR after EVT was an independent factor for poor outcomes; the adjusted odds ratio was 1.06 (95% confidence interval [CI] 1.03-1.10; P < 0.001) at poor 3-month functional outcomes, 1.07 (95% CI 1.04-1.10; P < 0.001) at symptomatic intracranial hemorrhage, 1.08 (95% CI 1.05-1.12; P < 0.001) at mortality at 7 days, and 1.04 (95% CI 1.02-1.07; P = 0.001) at mortality at 30 days. Areas under the curve of changes in NLR to discriminate adverse outcomes were 0.725, 0.687, 0.664, and 0.659, respectively. The optimal cutoff values were 5.77 (56.6% sensitivity, 81.0% specificity), 6.92 (60.0% sensitivity, 77.0% specificity), 8.64 (51.0% sensitivity, 82.0% specificity), and 8.64 (48.7% sensitivity, 83.0% specificity), respectively.
    The NLR in acute ischemic stroke patients increased remarkably independent of successful reperfusion. Elevated changes in the NLR might predict malignant hemorrhagic transformation, adverse functional outcomes, and short-term mortality.
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  • 文章类型: Journal Article
    目的:我们旨在评估血管内治疗(EVT)后急性缺血性卒中(AIS)患者院内并发症(MC)的发生率及其对临床结局的影响。
    方法:自2019年1月至2022年7月连续招募接受EVT的AIS患者。主要结果是3个月的功能结局不佳,定义为3-6的改良Rankin量表评分(mRS)。安全性变量为症状性脑出血(sICH)和第7天和第30天的死亡率。
    结果:总共306名(50.1%)患者至少经历了一次MC。最常见的MC是肺炎(42.6%)。多变量分析显示,MC的设置是3个月功能预后不良的独立预测因素(校正比值比[aOR]4.40,95%置信区间[CI]3.01-6.42;P<0.001)。在亚组分析中,这一趋势很明显,特别是在60至75岁(aOR5.87,95%CI3.45-9.97;P<0.001)或基线NIHSS(≤16)(aOR5.05,95%CI2.84-9.01;P<0.001)的患者中。对于个人来说,心脏事件(aOR8.56,95%CI4.05-18.09;P<0.001),肺炎(aOR5.08,95CI3.42-7.55;P<0.001),和消化道出血(GIB)(aOR6.12,95CI3.40-11.01;P<0.001)与不良的3个月结局独立相关。调整后,MC的设置与sICH(aOR2.11,95%CI1.22-3.64;P=0.007)和30天的死亡率(aOR2.11,95%CI1.22-3.64;P=0.007)独立相关,但不是在七天时死亡。
    结论:AIS患者EVT后MCs的发生率较高,尽管再灌注成功,对临床结局产生不利影响,并增加短期死亡率。
    We aim to assess the incidence and impact of in-hospital medical complications (MCs) on clinical outcomes in acute ischemic stroke (AIS) patients after endovascular therapy (EVT).
    AIS patients who underwent EVT were consecutively recruited from January 2019 to July 2022. The primary outcome was a poor 3-month functional outcome, defined as a modified Rankin Scale score (mRS) of 3-6. The safety variables were symptomatic intracerebral hemorrhage and mortality at 7 and 30 days.
    A total of 306 (50.1%) patients experienced at least one of the MCs. The most common MC was pneumonia (42.6%). Multivariate analysis revealed that the setting of MCs was an independent predictor of a poor 3-month functional outcome (adjusted odds ratio [aOR] 4.40, 95% confidence interval [CI] 3.01-6.42; P < 0.001). In the subgroup analysis, this trend was significant, especially in the patients aged 60-75 years (aOR 5.87, 95% CI 3.45-9.97; P < 0.001) or with baseline NIHSS (≤16) (aOR 5.05, 95% CI 2.84-9.01; P < 0.001). For individuals, cardiac events (aOR 8.56, 95% CI 4.05-18.09; P < 0.001), pneumonia (aOR 5.08, 95% CI 3.42-7.55; P < 0.001), and gastrointestinal bleeding (GIB) (aOR 6.12, 95% CI 3.40-11.01; P < 0.001) were independently associated with the poor 3-month outcome. The setting of MCs was independently associated with symptomatic intracerebral hemorrhage (aOR 2.11, 95% CI 1.22-3.64; P = 0.007) and mortality at 30 days (aOR 2.11, 95% CI 1.22-3.64; P = 0.007) after adjustment, but not with mortality at 7 days.
    MCs in AIS patients after EVT have a high incidence, despite successful reperfusion, adversely affecting clinical outcomes and increasing short-term mortality.
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  • 文章类型: Journal Article
    本研究旨在比较不同机器学习模型在预测缺血性卒中溶栓治疗后症状性颅内出血(sICH)方面的表现。
    这项多中心研究利用了沈阳中风应急图数据库,包括来自29家综合医院的8,924名急性缺血性卒中患者,他们在2019年1月至2021年12月期间接受了溶栓治疗。进一步建立了一个独立的测试队列,包括沈阳市第一人民医院的1,921名患者。结构化数据集包含15个变量,包括临床和治疗指标。主要结果是溶栓后sICH的发生。使用80/20分割开发模型用于训练和内部验证。使用机器学习分类器评估性能,包括带套索正则化的逻辑回归,支持向量机(SVM),随机森林,梯度提升决策树(GBDT),和多层感知器(MLP)。具有最高曲线下面积(AUC)的模型被特别地用于突出特征重要性。
    在训练队列(n=6,369)和外部验证队列(n=1,921)之间比较了基线特征,与验证队列(1.1%)相比,训练队列中的sICH发生率稍高(1.6%)。在评估的模型中,套索正则化逻辑回归的AUC最高为0.87(95%置信区间[CI]:0.79-0.95;p<0.001),其次是MLP模型,AUC为0.766(95%CI:0.637-0.894;p=0.04)。参考模型和SVM的AUC分别为0.575和0.582,而随机森林和GBDT模型表现不佳,AUC分别为0.536和0.436。决策曲线分析揭示了主要针对SVM和MLP模型的净收益。逻辑回归模型的特征重要性强调抗凝治疗是最重要的阴性预测因子(系数:-2.0833),重组组织纤溶酶原激活剂是主要的阳性预测因子(系数:0.5082)。
    经过全面评估,MLP模型在预测缺血性卒中患者溶栓后症状性出血风险方面具有优势,因此值得推荐.基于决策曲线分析,选择了基于MLP的模型,与参考模型相比,该模型的辨别能力增强.该模型对临床医生来说是一个有价值的工具,帮助制定治疗计划并确保对患者结果进行更精确的预测。
    UNASSIGNED: This study aimed to compare the performance of different machine learning models in predicting symptomatic intracranial hemorrhage (sICH) after thrombolysis treatment for ischemic stroke.
    UNASSIGNED: This multicenter study utilized the Shenyang Stroke Emergency Map database, comprising 8,924 acute ischemic stroke patients from 29 comprehensive hospitals who underwent thrombolysis between January 2019 and December 2021. An independent testing cohort was further established, including 1,921 patients from the First People\'s Hospital of Shenyang. The structured dataset encompassed 15 variables, including clinical and therapeutic metrics. The primary outcome was the sICH occurrence post-thrombolysis. Models were developed using an 80/20 split for training and internal validation. Performance was assessed using machine learning classifiers, including logistic regression with lasso regularization, support vector machine (SVM), random forest, gradient-boosted decision tree (GBDT), and multilayer perceptron (MLP). The model boasting the highest area under the curve (AUC) was specifically employed to highlight feature importance.
    UNASSIGNED: Baseline characteristics were compared between the training cohort (n = 6,369) and the external validation cohort (n = 1,921), with the sICH incidence being slightly higher in the training cohort (1.6%) compared to the validation cohort (1.1%). Among the evaluated models, the logistic regression with lasso regularization achieved the highest AUC of 0.87 (95% confidence interval [CI]: 0.79-0.95; p < 0.001), followed by the MLP model with an AUC of 0.766 (95% CI: 0.637-0.894; p = 0.04). The reference model and SVM showed AUCs of 0.575 and 0.582, respectively, while the random forest and GBDT models performed less optimally with AUCs of 0.536 and 0.436, respectively. Decision curve analysis revealed net benefits primarily for the SVM and MLP models. Feature importance from the logistic regression model emphasized anticoagulation therapy as the most significant negative predictor (coefficient: -2.0833) and recombinant tissue plasminogen activator as the principal positive predictor (coefficient: 0.5082).
    UNASSIGNED: After a comprehensive evaluation, the MLP model is recommended due to its superior ability to predict the risk of symptomatic hemorrhage post-thrombolysis in ischemic stroke patients. Based on decision curve analysis, the MLP-based model was chosen and demonstrated enhanced discriminative ability compared to the reference. This model serves as a valuable tool for clinicians, aiding in treatment planning and ensuring more precise forecasting of patient outcomes.
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  • 文章类型: Journal Article
    这篇综述提供了对接受直接口服抗凝药(DOAC)治疗的急性缺血性卒中(AIS)患者再通治疗安全性的最新评估。我们检查了从1950年1月1日至2021年3月31日发表的观测文献。症状性脑出血(sICH)的发生率,动脉再通率,良好的功能恢复,并调查了3个月时的死亡率,数据以风险比(RR)和95%置信区间(CI)表示。出版偏见,敏感性分析,使用STATA软件进行meta回归分析。最终纳入17篇文献[血管内治疗(EVT)14篇和静脉溶栓(IVT)3篇]。DOAC治疗的AIS患者sICH发生率降低(RR=0.85,95%CI=0.72~1.00,P=0.04),与EVT后未接受抗凝治疗的患者相比,3个月时功能恢复良好的可能性较低(RR=0.79,95%CI=0.73至0.85,P<0.001)。然而,IVT后接受DOAC治疗的AIS患者sICH发生率无显著差异(RR=0.87,95%CI=0.48~1.58,P=0.64).EVT后未使用DOAC的AIS患者的死亡风险较高(RR=1.29,95%CI=1.15-1.44,P<0.001)。发现接受DOAC治疗的AIS患者在EVT后sICH的发生率较低。然而,在IVT后接受DOAC治疗的患者中,未观察到出血风险增加的证据.因此,需要更详细的研究,包括生物学数据,以监测患者的依从性,并详细了解偶发缺血性病变的大小和病因/严重程度.
    This review provides an updated assessment of the safety of recanalization therapy for Acute Ischemic Stroke (AIS) patients receiving direct oral anticoagulants (DOAC) therapy. We checked the literature for published observational from 1st January 1950 to 31st March 2021. The rate of symptomatic intracerebral hemorrhage (sICH), arterial recanalization rate, good functional recovery, and mortality at 3 months were investigated, and data were expressed as Risk ratio (RR) with a 95% confidence interval (CI). Publication bias, sensitivity analysis, and meta-regression analyses were conducted utilizing STATA software. 17 articles [14 for endovascular therapy (EVT) and 3 intravenous thrombolysis for (IVT)] were finally included in the review. AIS patients with DOAC therapy showed a decreased rate of sICH (RR = 0.85, 95% CI = 0.72 to 1.00, P = 0.04), and lower probability of good functional recovery at three months (RR = 0.79, 95% CI = 0.73 to 0.85, P < 0.001) than patients without anticoagulation therapy post EVT. However, no significant differences in sICH rates in AIS patients with DOAC therapy after IVT (RR = 0.87, 95% CI = 0.48 to 1.58, P = 0.64) were observed. AIS patients not prescribed DOAC after EVT had a higher mortality risk (RR = 1.29, 95% CI = 1.15-1.44, P < 0.001). Patients with AIS on DOAC therapy were found to have a lower incidence of sICH following EVT. However, no evidence of an increased bleeding risk in patients previously treated with DOAC after IVT was observed. Therefore, more detailed studies with biological data to monitor compliance and details on the size and etiology/severity of the incident ischemic lesion is needed.
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  • 文章类型: Journal Article
    未经证实:伴有颅内大血管闭塞(LVO)的急性缺血性卒中(AIS)由于潜在的颅内动脉粥样硬化(ICAS)而难以再灌注,这种情况通常需要抢救方法,如球囊血管成形术和抢救支架(RS)。在这项研究中,我们调查了机械血栓切除术(MT)治疗急性颅内动脉粥样硬化闭塞失败后RS的短期结局.
    UNASSIGNED:我们回顾性评估了2018年8月至2022年1月在我院因急性颅内动脉粥样硬化闭塞而接受MT的127例患者的临床资料。改良型脑梗死溶栓(mTICI)治疗后立即评估再通程度。治疗后90天采用改良Rankin量表(mRS)评价神经功能。此外,计算治疗后90天内症状性颅内出血(sICH)的发生率和术后死亡率.
    未经授权:在127名患者中,86例患者(67.7%)在MT后立即进行血运重建(mTICI2b-3)(非RS组),41例(32.3%)MT失败后(RS组)进行RS检查。两组的sICH发生率无差异(17.1vs.16.3%,p=0.91)。RS组的死亡率略高(14.6vs.12.8%,p=0.71);然而,差异不显著。RS和非RS组中90天mRS评分为0-2的患者比例没有差异(48.8vs.52.3%,p=0.76)。
    UNASSIGNED:MT失败后的抢救支架可能是治疗急性颅内动脉粥样硬化闭塞的可行抢救方式。
    UNASSIGNED: Acute ischemic stroke (AIS) with intracranial large vessel occlusion (LVO) is refractory to reperfusion because of the underlying intracranial atherosclerosis (ICAS), and this condition often requires salvage methods such as balloon angioplasty and rescue stenting (RS). In this study, we investigated the short-term outcomes of RS after failed mechanical thrombectomy (MT) for the treatment of acute intracranial atherosclerotic occlusion.
    UNASSIGNED: We retrospectively evaluated the clinical data of 127 patients who underwent MT for acute intracranial atherosclerotic occlusion in our hospital between August 2018 and January 2022. The degree of recanalization was evaluated immediately after the treatment by Modified Thrombolysis in Cerebral Infarction (mTICI). The modified Rankin Scale (mRS) was used 90 days after treatment to evaluate the neurological functions. In addition, the incidence of symptomatic intracranial hemorrhage (sICH) and postoperative mortality within 90 days of treatment were calculated.
    UNASSIGNED: Among the 127 patients, 86 patients (67.7%) had revascularization (mTICI 2b-3) immediately after MT (non-RS group), and RS was performed in 41 patients (32.3%) after MT failure (RS group). No difference in the sICH rate was observed between the two groups (17.1 vs. 16.3%, p = 0.91). There was a slightly higher mortality rate in the RS group (14.6 vs. 12.8%, p = 0.71); however, the difference was not significant. There was no difference in the proportion of patients in the RS and non-RS groups who had a 90-day mRS score of 0-2 (48.8 vs. 52.3%, p = 0.76).
    UNASSIGNED: Rescue stenting after MT failure might be a feasible rescue modality for treating acute intracranial atherosclerotic occlusion.
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