intracranial hemorrhage

颅内出血
  • 文章类型: Journal Article
    目的:探讨血管内血栓切除术(EVT)后急性缺血性卒中(AIS)患者颅内出血(ICH)与术前中性粒细胞和低密度脂蛋白胆固醇(LDL-C)水平的关系。并评估术前中性粒细胞和LDL-C水平的预测价值。
    方法:回顾性分析2019-2023年南充市中心医院诊断为AIS患者行EVT的临床资料。多因素回归分析术前中性粒细胞和LDL-C水平与ICH发生的关系。此外,构建受试者工作特征曲线以评估这些参数的预测效能.
    结果:总共300名患者,平均年龄为68.0岁(标准偏差,11.1年)和中位基线美国国立卫生研究院卒中量表(NIHSS)得分为15.5(四分位距,12.0-19.75)在该队列中被确定。其中,28例(9.3%)患者出现ICH。多因素回归分析显示,术前中性粒细胞升高(比值比[OR]1.23,95%置信区间[CI]1.10-1.38,P<0.001)和LDL-C升高(OR2.64,95%CI1.52-4.58,P<0.001)与ICH独立相关。与术前中性粒细胞(AUC0.647,95%CI0.532-0.763)和LDL-C(AUC0.711,95%CI0.607-0.814)水平相比,联合指标显示出更高的曲线下面积(AUC0.759,95%CI0.654-0.865)。联合指标的特异性和敏感性分别为67.9%和83.1%,分别。
    结论:术前中性粒细胞和LDL-C水平可作为行EVT的AIS患者ICH的预测指标;术前中性粒细胞和LDL-C水平联合显示预测功效增强.
    OBJECTIVE: To investigate the association between intracranial hemorrhage (ICH) and preoperative levels of neutrophils and low-density lipoprotein-cholesterol (LDL-C) in acute ischemic stroke (AIS) patients following endovascular thrombectomy (EVT), and to assess the predictive value of preoperative levels of neutrophils and LDL-C.
    METHODS: A retrospective analysis was performed on the clinical records of patients diagnosed with AIS who underwent EVT at Nanchong Central Hospital between 2019 and 2023. Multivariate regression analysis was employed to examine the association of preoperative levels of neutrophils and LDL-C with the occurrence of ICH. Furthermore, a receiver operating characteristic curve was constructed to assess the predictive efficacy of these parameters.
    RESULTS: A total of 300 patients with a mean age of 68.0 years (standard deviation, 11.1 years) and a median baseline National Institutes of Health Stroke scale (NIHSS) score of 15.5 (interquartile range, 12.0-19.75) were identified in this cohort. Of these, 28 (9.3%) patients experienced ICH. Multivariate regression analysis revealed that elevated preoperative neutrophil (odds ratio [OR] 1.23, 95% confidence interval [CI] 1.10-1.38, P < 0.001) and LDL-C (OR 2.64, 95% CI 1.52-4.58, P < 0.001) levels were independently associated with ICH. The combined indicator demonstrated a higher area under the curve (AUC 0.759, 95% CI 0.654-0.865) compared with preoperative neutrophil (AUC 0.647, 95% CI 0.532-0.763) and LDL-C (AUC 0.711, 95% CI 0.607-0.814) levels individually.The specificity and sensitivity of the combined indicator were 67.9% and 83.1%, respectively.
    CONCLUSIONS: Preoperative levels of neutrophils and LDL-C may serve as predictive indicators for ICH in patients with AIS who have undergone EVT; moreover, the combination of preoperative neutrophil and LDL-C levels demonstrates enhanced predictive efficacy.
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  • 文章类型: Journal Article
    目的:本研究旨在评估来自血栓区计算机断层扫描(CT)图像的影像组学在预测血管内血栓切除术(EVT)后颅内出血(ICH)风险方面的预测性能。
    方法:这项回顾性多中心研究包括2018年12月至2023年12月因急性前循环大血管闭塞而接受CT和EVT入院的336例患者。术后24小时进行随访成像以评估ICH的发生。来自A中心和B中心的230名患者以7:3的比例随机分为训练组和测试组,而来自中心C的其余106例患者包括验证队列。放射科医师手动分割CT图像上的血栓,通过扩展初始感兴趣区域(ROI)来定义血栓周围区域。从CT图像上的血栓内和血栓周围区域共提取了428个影像组学特征。Mann-WhitneyU测试用于特征选择,并采用最小绝对收缩和选择算子(LASSO)回归进行模型开发,然后使用5倍交叉验证方法进行验证。使用接受者工作特征(ROC)的曲线下面积(AUC)评估模型性能。
    结果:在符合条件的患者中,128例(38.1%)EVT后发生ICH。组合模型在训练队列中表现优异(AUC:0.913,95%CI:0.861-0.965),测试队列(AUC:0.868,95%CI:0.775-0.962),和验证队列(AUC:0.850,95%CI:0.768-0.912)。值得注意的是,在验证组中,与血栓内模型相比,血栓周围模型和组合模型均显示出更高的预测准确性(0.837vs.0.684,p=0.02;AUC:0.850vs.0.684,p=0.01)。
    结论:来自血栓周围区域的影像组学特征显著增强了EVT后ICH的预测,为优化术后临床决策提供有价值的见解。
    结论:本研究强调了从血栓内和血栓周围区域提取的影像组学在预测血管内血栓切除术后颅内出血中的重要性,这可以帮助改善患者的预后。
    OBJECTIVE: This study aimed to assess the predictive performance of radiomics derived from computed tomography (CT) images of thrombus regions in predicting the risk of intracranial hemorrhage (ICH) following endovascular thrombectomy (EVT).
    METHODS: This retrospective multicenter study included 336 patients who underwent admission CT and EVT for acute anterior-circulation large vessel occlusion between December 2018 and December 2023. Follow-up imaging was performed 24 h post-procedure to evaluate the occurrence of ICH. 230 patients from centers A and B were randomly allocated into training and test groups in a 7:3 ratio, while the remaining 106 patients from center C comprised the validation cohort. Radiologists manually segmenting the thrombus on CT images, and the perithrombus region was defined by expanding the initial region of interest (ROI). A total of 428 radiomics features were extracted from both intrathrombus and perithrombus regions on CT images. The Mann-Whitney U test was used for feature selection, and least absolute shrinkage and selection operator (LASSO) regression was employed for model development, followed by validation using a 5-fold cross-validation approach. Model performance was assessed using the area under the curve (AUC) of the receiver operating characteristic (ROC).
    RESULTS: Among the eligible patients, 128 (38.1 %) experienced ICH after EVT. The combined model exhibited superior performance in the training cohort (AUC: 0.913, 95 % CI: 0.861-0.965), test cohort (AUC: 0.868, 95 % CI: 0.775-0.962), and validation cohort (AUC: 0.850, 95 % CI: 0.768-0.912). Notably, in the validation group, both the perithrombus and combined models demonstrated higher predictive accuracy compared to the intrathrombus model (0.837 vs. 0.684, p = 0.02; AUC: 0.850 vs. 0.684, p = 0.01).
    CONCLUSIONS: Radiomics features derived from the perithrombus region significantly enhance the prediction of ICH after EVT, providing valuable insights for optimizing post-procedural clinical decisions.
    CONCLUSIONS: This study highlights the importance of radiomics extracted from intrathrombus and perithrombus region in predicting intracranial hemorrhagefollowing endovascular thrombectomy, which can aid in improving patient outcomes.
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  • 文章类型: Journal Article
    动脉瘤性蛛网膜下腔出血(aSAH)是一种危及生命的疾病,死亡率和发病率高。aSAH的改良Fisher等级与神经功能缺损之间存在实质性联系。本研究旨在使用机器学习方法分析与aSAH的修改Fisher等级相关的因素。
    进行了多中心观察性研究。从中国五家三级医院招募aSAH患者。使用改良的Fisher分级量表测量aSAH的出血量。分析了aSAH改良Fisher分级的危险因素,其中包括社会人口因素,临床因素,血液指数,动脉瘤破裂的特点。我们构建了几个基于树的机器学习模型(XGBoost,CatBoost,LightGBM)用于预测,并使用网格搜索来优化模型参数。综合评价模型,我们使用了准确性,Precision,接收器工作特性曲线下面积(AUROC),精确召回曲线下的面积(AUPRC),和Brier作为评价指标,评估模型性能,选择最优模型。
    共招募了888例aSAH患者,其中305人的Fisher改良等级为3级和4级。结果表明,XGBoost模型的AUROC最高,为0.772,各项指标优于CatBoost和LightGBM。特征重要性图显示顶部特征变量包括血小板,凝血酶时间,纤维蛋白原,入院前收缩压,活化部分凝血活酶时间,以及aSAH发作与首次CT检查之间的时间间隔。
    确定了导致aSAH改良Fisher等级的因素,这为未来的研究和临床干预提供了有价值的见解。在未破裂动脉瘤的治疗中应控制这些危险因素,如有必要,可以给予适当的治疗,以降低动脉瘤破裂后严重出血的风险。
    UNASSIGNED: Aneurysmal subarachnoid hemorrhage (aSAH) is a life-threatening medical condition with a high fatality and morbidity rate. There was a substantial link between the modified Fisher grade of aSAH and the neurological function deficit. This study aimed to analyze the factors associated with the modified Fisher grade of aSAH using a machine learning approach.
    UNASSIGNED: A multi-center observational study was conducted. The patients with aSAH were recruited from five tertiary hospitals in China. The volume of hemorrhage in aSAH was measured using the modified Fisher grade scale. The risk factors responsible for the modified Fisher grade of aSAH were analyzed, which include sociodemographic factors, clinical factors, blood index, and ruptured aneurysm characteristics. We built several tree-based machine learning models (XGBoost, CatBoost, LightGBM) for prediction and used grid search to optimize model parameters. To comprehensively evaluate the model, we used Accuracy, Precision, Area Under the Receiver Operating Characteristic Curve (AUROC), Area Under the Precision-Recall Curve (AUPRC), and Brier as evaluation indicators to assess the model performance and select the best model.
    UNASSIGNED: A total of 888 patients with aSAH were recruited, of whom 305 with modified Fisher grade of 3 and 4. The results show that the XGBoost model has the highest AUROC of 0.772, and the indicators are better than CatBoost and LightGBM. The feature importance graph shows that the top feature variables include platelet, thrombin time, fibrinogen, preadmission systolic blood pressure, activated partial thromboplastin time, and the time interval between the onset of aSAH and the first-time CT examination.
    UNASSIGNED: The factors responsible for the modified Fisher grade of aSAH were identified, which offered valuable insights for future research and clinical intervention. These risk factors should be controlled in the treatment of unruptured aneurysms, and appropriate treatment can be given if necessary to reduce the risk of severe hemorrhage after aneurysm rupture.
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  • 文章类型: Journal Article
    背景:本荟萃分析旨在探讨血管周围间隙(PVS)负荷与缺血性卒中和短暂性脑缺血发作(TIA)患者未来卒中事件和死亡风险的关系。
    方法:我们系统地搜索了PubMed,Embase和Cochrane数据库从成立到2023年12月31日。我们纳入了符合条件的研究,这些研究报告了对未来颅内出血(ICH)的校正估计效果,缺血性卒中和TIA患者基线PVS负荷的缺血性卒中和死亡率.使用固定效应(FE)模型的逆方差方法和随机效应(RE)模型的受限最大似然(REML)方法对数据进行汇总。
    结果:13项观察性研究(5项前瞻性,8个回顾性)包括在内,包括20256名患者。与基底神经节(BG)的0-10个PVS相比,较高的BG-PVS负担(&gt;10)与未来颅内出血的风险增加显着相关(调整后的风险比[aHR]2.79,95%置信区间[CI]1.16-6.73,RE模型;aHR2.14,95CI1.34-3.41,FE模型;I2=64%,来自四项研究的n=17084)随访至少一年。再灌注治疗后7天内,10BG-PVS与颅内出血之间没有显着关联(校正比值比[aOR]1.69,95CI0.74-3.88,RE模型;aOR1.43,95CI0.89-2.88,FE模型;I2=67%,来自四项研究的n=1176)。我们没有检测到复发性缺血性卒中的显著关联,BG-PVS负担的死亡率或残疾。半卵中心PVS(CSO-PVS)和增加CSO-PVS负荷均与未来脑出血或缺血性卒中复发的风险无显著关联。
    结论:目前的证据表明,更高的BG-PVS负荷可能与缺血性卒中和TIA患者未来颅内出血的风险增加有关。PROSPERO注册号:CRD42021232713,网址:https://www.crd.约克。AC.uk/prospro/display_record.php?ID=CRD42021232713。
    BACKGROUND: This meta-analysis aimed to explore the association of perivascular spaces (PVS) burden with the risks of future stroke events and mortality in patients with ischemic stroke and transient ischemic attack (TIA).
    METHODS: We systematically searched PubMed, Embase, and Cochrane database from inception to December 31, 2023. We included eligible studies that reported adjusted estimated effects for future intracranial hemorrhage (ICH), ischemic stroke, and mortality with baseline PVS burden in patients with ischemic stroke and TIA. Data were pooled using an inverse-variance method for the fixed effects (FE) model and a restricted maximum likelihood method for the random effects (RE) model.
    RESULTS: Thirteen observational studies (5 prospective, 8 retrospective) were included, comprising 20,256 patients. Compared to 0-10 PVS at basal ganglia (BG-PVS), a higher burden (>10) of BG-PVS was significantly associated with an increased risk of future ICH (adjusted hazards ratio [aHR] 2.79, 95% confidence interval [CI]: 1.16-6.73, RE model; aHR 2.14, 95% CI: 1.34-3.41, FE model; I2 = 64%, n = 17,084 from four studies) followed up for at least 1 year. There was no significant association between >10 BG-PVS and ICH within 7 days after reperfusion therapy (adjusted odds ratio [aOR] 1.69, 95% CI: 0.74-3.88, RE model; aOR 1.43, 95% CI: 0.89-2.88, FE model; I2 = 67%, n = 1,176 from four studies). We did not detect a significant association of recurrent ischemic stroke, mortality, or disability with BG-PVS burden. Neither >10 PVS at centrum semiovale (CSO-PVS) nor increasing CSO-PVS burden was significantly associated with the risk of future intracranial hemorrhage or ischemic stroke recurrence.
    CONCLUSIONS: Current evidence suggests that a higher BG-PVS burden may be associated with an increased risk of future ICH in patients with ischemic stroke and TIA.
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  • 文章类型: Systematic Review
    目的:基线钙水平在脑出血(ICH)患者中的预后作用是相互矛盾的。我们旨在进行文献中的第一个荟萃分析,以检查基线钙水平是否可以预测ICH后的结局。
    方法:在Embase数据库中列出的英语语言研究,PubMed,ScienceDirect,和WebofScience被搜索到2023年11月20日。对基线血肿体积进行Meta分析,血肿扩大,不利的功能结果,和死亡率。
    结果:纳入10项研究。Meta分析显示,低钙血症患者的基线血肿体积明显增高(MD:8.695%CI:3.30,13.90I2=88%),但血肿扩大的风险不增高(OR:1.8295%CI:0.89,3.73I2=82%)。对粗数据(OR:1.8695%CI:1.25,2.78I2=63%)和校正数据(OR:2.0595%CI:1.27,3.28I2=64%)的荟萃分析显示,低钙血症患者出现不良功能结局的风险显著增高。对粗数据(OR:2.0995%CI:1.51,2.88I2=80%)和校正数据(OR:1.3895%CI:1.14,1.69I2=70%)的荟萃分析也表明,低钙血症患者的死亡风险明显更高。
    结论:基线血清钙可能在ICH中具有预后作用。基线时的低钙血症可能导致大的血肿体积和不良的功能和生存结果。然而,低钙血症与血肿扩大的风险之间似乎没有关系。需要进一步研究钙在ICH预后中的作用。
    OBJECTIVE: The prognostic role of baseline calcium levels in patients with intracerebral hemorrhage (ICH) is conflicting. We aimed to conduct the first meta-analysis in the literature to examine if baseline calcium levels can predict outcomes after ICH.
    METHODS: English-language studies listed on the databases of Embase, PubMed, ScienceDirect, and Web of Science were searched up to 20th November 2023. Meta-analysis was conducted for baseline hematoma volume, hematoma expansion, unfavorable functional outcome, and mortality.
    RESULTS: Ten studies were included. Meta-analysis showed that patients with hypocalcemia have significantly higher baseline hematoma volume (MD: 8.6 95 % CI: 3.30, 13.90 I2 = 88 %) but did not have a higher risk of hematoma expansion (OR: 1.82 95 % CI: 0.89, 3.73 I2 = 82 %). Meta-analysis of crude (OR: 1.86 95 % CI: 1.25, 2.78 I2 = 63 %) and adjusted data (OR: 2.05 95 % CI: 1.27, 3.28 I2 = 64 %) showed those with hypocalcemia had a significantly higher risk of unfavorable functional outcomes. Meta-analysis of both crude (OR: 2.09 95 % CI: 1.51, 2.88 I2 = 80 %) and adjusted data (OR: 1.38 95 % CI: 1.14, 1.69 I2 = 70 %) also demonstrated a significantly higher risk of mortality in patients with hypocalcemia.
    CONCLUSIONS: Baseline serum calcium may have a prognostic role in ICH. Hypocalcemia at baseline may lead to large hematoma volume and poor functional and survival outcomes. However, there seems to be no relation between hypocalcemia and the risk of hematoma expansion. Further studies examining the role of calcium on ICH prognosis are needed.
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  • 文章类型: Journal Article
    背景:肿瘤内出血,虽然不太常见,可能是神经胶质瘤的第一个临床表现,可以通过MRI检测到;然而,其对患者结局的确切影响仍不清楚且存在争议.2021年WHOCNS5分类强调了遗传和分子特征,开始建立出血和分子改变之间的相关性的必要性。这项研究旨在确定胶质瘤亚型中瘤内出血的患病率,并确定相关的分子和临床特征,以改善患者管理。
    方法:回顾性分析2011年1月至2022年1月北京协和医院神经外科手术病理证实为脑胶质瘤患者的综合临床资料和影像学检查。根据术前磁共振成像将患者分为出血组和非出血组。对两组患者进行比较和生存分析。在亚组分析方面,我们把病人分为星形细胞瘤,IDH突变体;少突胶质细胞瘤,IDH-突变体,1p/19q-删除;胶质母细胞瘤,IDH-野生型;小儿型神经胶质瘤;或使用整合的组织学和分子特征的局限性神经胶质瘤,根据WHOCNS5分类。
    结果:457名患者被纳入分析,包括67例(14.7%)瘤内出血患者。出血组明显年龄较大,术前Karnofsky表现评分较差。出血组有较高的神经功能缺损发生率和较高的Ki-67指数。分子分析表明CDKN2B,KMT5B,出血组发生PIK3CA改变更多(CDKN2B,84.4%vs.62.2%,p=0.029;KMT5B,25.0%与8.9%,p=0.029;和PIK3CA,81.3%vs.58.5%,p=0.029)。生存分析显示,出血组的预后明显较差(出血18.4个月vs.非出血39.1个月,p=0.01)。在亚组分析中,多因素分析显示,肿瘤内出血仅是胶质母细胞瘤的独立危险因素,IDH-野生型(总共457例中的162例,HR=1.72,p=0.026),但在其他类型的神经胶质瘤中没有。CDK6的分子改变(出血组p=0.004,非出血组p<0.001),EGFR(出血组p=0.003,非出血组p=0.001),FGFR2(出血组p=0.007,非出血组p=0.001)与出血组和非出血组的总生存期较短相关。
    结论:术前瘤内出血的胶质瘤患者与未出血的患者相比预后不良。CDKN2B,KMT5B,PIK3CA改变与肿瘤内出血发生率增加有关,这可能是未来进一步研究肿瘤内出血的目标。
    BACKGROUND: Intratumoral hemorrhage, though less common, could be the first clinical manifestation of glioma and is detectable via MRI; however, its exact impacts on patient outcomes remain unclear and controversial. The 2021 WHO CNS 5 classification emphasised genetic and molecular features, initiating the necessity to establish the correlation between hemorrhage and molecular alterations. This study aims to determine the prevalence of intratumoral hemorrhage in glioma subtypes and identify associated molecular and clinical characteristics to improve patient management.
    METHODS: Integrated clinical data and imaging studies of patients who underwent surgery at the Department of Neurosurgery at Peking Union Medical College Hospital from January 2011 to January 2022 with pathological confirmation of glioma were retrospectively reviewed. Patients were divided into hemorrhage and non-hemorrhage groups based on preoperative magnetic resonance imaging. A comparison and survival analysis were conducted with the two groups. In terms of subgroup analysis, we classified patients into astrocytoma, IDH-mutant; oligodendroglioma, IDH-mutant, 1p/19q-codeleted; glioblastoma, IDH-wildtype; pediatric-type gliomas; or circumscribed glioma using integrated histological and molecular characteristics, according to WHO CNS 5 classifications.
    RESULTS: 457 patients were enrolled in the analysis, including 67 (14.7%) patients with intratumoral hemorrhage. The hemorrhage group was significantly older and had worse preoperative Karnofsky performance scores. The hemorrhage group had a higher occurrence of neurological impairment and a higher Ki-67 index. Molecular analysis indicated that CDKN2B, KMT5B, and PIK3CA alteration occurred more in the hemorrhage group (CDKN2B, 84.4% vs. 62.2%, p = 0.029; KMT5B, 25.0% vs. 8.9%, p = 0.029; and PIK3CA, 81.3% vs. 58.5%, p = 0.029). Survival analysis showed significantly worse prognoses for the hemorrhage group (hemorrhage 18.4 months vs. non-hemorrhage 39.1 months, p = 0.01). In subgroup analysis, the multivariate analysis showed that intra-tumoral hemorrhage is an independent risk factor only in glioblastoma, IDH-wildtype (162 cases of 457 overall, HR = 1.72, p = 0.026), but not in other types of gliomas. The molecular alteration of CDK6 (hemorrhage group p = 0.004, non-hemorrhage group p < 0.001), EGFR (hemorrhage group p = 0.003, non-hemorrhage group p = 0.001), and FGFR2 (hemorrhage group p = 0.007, non-hemorrhage group p = 0.001) was associated with shorter overall survival time in both hemorrhage and non-hemorrhage groups.
    CONCLUSIONS: Glioma patients with preoperative intratumoral hemorrhage had unfavorable prognoses compared to their nonhemorrhage counterparts. CDKN2B, KMT5B, and PIK3CA alterations were associated with an increased occurrence of intratumoral hemorrhage, which might be future targets for further investigation of intratumoral hemorrhage.
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  • 文章类型: Journal Article
    颅内出血(ICH)每年在全球范围内导致许多神经功能缺损和死亡。给公众留下了巨大的健康负担。ICH的病理生理学很复杂,涉及原发性和继发性损伤。血肿,作为ICH的主要病理学,经历新陈代谢并触发大脑中的生化和生物力学改变,导致二次伤害。过去主要针对引起继发性损伤的生化启动机制的努力近年来取得了有限的进展,虽然ICH本身也与生物力学高度相关。机械激活阳离子通道Piezo1的发现为进一步探索继发性损伤的潜在机制提供了新的途径。本文综述了Piezo1的结构和门控机制,其在神经元生理/病理生理学中的作用,星形胶质细胞,小胶质细胞,和骨髓来源的巨噬细胞,尤其是它在红细胞更新和铁代谢中的作用,揭示ICH血肿的生物力学和生物化学之间的潜在相互作用。总的来说,这些进展为ICH继发性损伤提供了更深入的见解,并为未来的研究奠定了基础.
    Intracranial hemorrhage (ICH) causes numerous neurological deficits and deaths worldwide each year, leaving a significant health burden on the public. The pathophysiology of ICH is complicated, and involves both primary and secondary injury. Hematoma, as the prime pathology of ICH, undergoes metabolism and triggers biochemical and biomechanical alterations in the brain, leading to secondary injury. Past endeavors mainly aimed at biochemical-initiated mechanisms for causing secondary injury have made limited progress in recent years, although ICH itself is also highly biomechanics-related. The discovery of the mechanical-activated cation channel Piezo1 provides a new avenue to further explore underlying mechanisms of secondary injury. The current article reviews the structure and gating mechanisms of Piezo1, its roles in the physiology/pathophysiology of neurons, astrocytes, microglia, and bone-marrow-derived macrophages, and especially its roles in erythrocytic turnover and iron metabolism, revealing a potential interplay between the biomechanics and biochemistry of hematoma in ICH. Collectively, these advances provide deeper insights into the secondary injury of ICH and lay the foundations for future research.
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  • 文章类型: Journal Article
    这项研究评估了基于注意融合模型的多尺度特征在脑出血分类和基于弱监督目标定位的出血病灶定位中的性能。
    使用了美国神经放射学学院(ASNR)提供的公开数据集,包括750,000个大脑的计算机断层扫描(CT)扫描,由放射科医生手动标记颅内出血和五种出血亚型。应用了基于注意融合机制的多尺度特征分类和弱监督定位框架,可以在切片水平上进行注释,并提供颅内出血分类和出血灶定位。
    设计的框架在分类和本地化方面实现了出色的性能。预测出血的曲线下面积(AUC)为0.973。5种出血亚型观察到高AUC值(硬膜外AUC=0.891,硬膜下AUC=0.991,蛛网膜下AUC=0.983,脑室内AUC=0.995,实质内AUC=0.990)。与以前报告的数据相比,该模型的表现优于平均入门级放射学培训生。
    所设计的方法快速准确地检测出脑出血,仅使用图像级注释对出血亚型进行分类并定位出血点。结果表明,该框架可以显着缩短诊断时间,同时提高急诊脑出血的检出率。因此,将来可以将其集成到诊断放射学工作流程中。
    UNASSIGNED: This study evaluated the performance of attentional fusion model-based multiscale features in classifying intracerebral hemorrhage and the localization of bleeding focus based on weakly supervised target localization.
    UNASSIGNED: A publicly available dataset provided by the American College of Neuroradiology (ASNR) was used, consisting of 750,000 computed tomography (CT) scans of the brain, manually marked by radiologists for intracranial hemorrhage and five hemorrhage subtypes. A multiscale feature classification and weakly supervised localization framework based on an attentional fusion mechanism were applied, which could be annotated at the slice level and provided intracranial hemorrhage classification and hemorrhage focus localization.
    UNASSIGNED: The designed framework achieved excellent performance for classification and localization. The area under the curve (AUC) for predicting bleeding was 0.973. High AUC values were observed for the five hemorrhage subtypes (epidural AUC = 0.891, subdural AUC = 0.991, subarachnoid AUC = 0.983, intraventricular AUC = 0.995, intraparenchymal AUC = 0.990). This model outperformed the average entry-level radiology trainee compared to previously reported data.
    UNASSIGNED: The designed method quickly and accurately detected intracerebral hemorrhage, classifying hemorrhage subtypes and locating bleeding points with image-level annotation alone. The results indicate that this framework can significantly reduce diagnostic time while improving the detection of intracerebral hemorrhage in emergencies. It can thus be integrated into the diagnostic radiology workflow in the future.
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  • 文章类型: Journal Article
    背景:甲状腺功能减退与卒中之间的关系仍存在争议,甲状腺功能减退与卒中亚型之间的关系尚未得到令人满意的研究。本研究旨在通过孟德尔随机化(MR)分析探讨甲状腺功能减退症对卒中风险及其亚型的因果关系。
    方法:从已发表的全基因组关联研究(GWAS)荟萃分析中选择单核苷酸多态性(SNPs)作为甲状腺功能减退症的工具变量(IVs)。作为结果,卒中及其亚型的汇总GWAS数据来自另外两项大型GWAS荟萃分析,包括任何行程(AS),任何缺血性卒中(AIS),大血管冲程(LAS),心源性栓塞性中风(CES),小血管冲程(SVS),颅内出血(ICH)。单因素孟德尔随机化(UVMR)和多因素孟德尔随机化(MVMR)用于评估甲状腺功能减退对中风及其亚型的因果影响。
    结果:在UVMR中,遗传预测的甲状腺功能减退症与LAS(OR=1.14,95CI=1.02-1.27)和SVS(OR=1.14,95CI=1.04-1.25)显着相关,但不是AS,AIS,CES,和ICH。MVMR的结果表明,在调整吸烟后,酒精消费,高血压,糖尿病,低密度脂蛋白胆固醇(LDL-c),和体重指数(BMI),甲状腺功能减退症和SVS之间的因果关系仍然显著,而甲状腺功能减退症和LAS之间的关联变得不显著。
    结论:甲状腺功能减退与LAS和SVS的风险有因果关系,但不适用于其他中风亚型。甲状腺功能减退可能是SVS的独立危险因素,血管危险因素在甲状腺功能减退症引起的LAS中起重要作用。
    BACKGROUND: The association between hypothyroidism and stroke remains controversial and the association between hypothyroidism and stroke subtypes has not been satisfactorily researched. This study aimed to explore the causal effect of hypothyroidism on the risk of stroke and its subtypes by Mendelian randomization (MR) analysis.
    METHODS: Single nucleotide polymorphisms (SNPs) were selected from published genome-wide association studies (GWAS) meta-analysis as instrumental variables (IVs) for hypothyroidism. As outcomes, summary GWAS data for stroke and its subtypes were obtained from two other large GWAS meta-analyses, including any stroke (AS), any ischemic stroke (AIS), large vessel stroke (LAS), cardiogenic embolic stroke (CES), small vessel stroke (SVS), and intracranial hemorrhage (ICH). Univariate Mendelian randomization (UVMR) and multivariate Mendelian randomization (MVMR) were used to assess the causal effect of hypothyroidism on stroke and its subtypes.
    RESULTS: In UVMR, genetically predicted hypothyroidism was significantly associated with LAS (OR = 1.14, 95CI = 1.02-1.27) and SVS (OR = 1.14, 95CI = 1.04-1.25), but not with AS, AIS, CES, and ICH. The results of the MVMR showed that after adjusting for smoking, alcohol consumption, hypertension, diabetes, low-density lipoprotein cholesterol (LDL-c), and body mass index (BMI), the causal association between hypothyroidism and SVS remained significant, while the association between hypothyroidism and LAS became nonsignificant.
    CONCLUSIONS: Hypothyroidism is causally associated with risk for LAS and SVS, but not for other stroke subtypes. Hypothyroidism may be an independent risk factor for SVS, and vascular risk factors play an important role in hypothyroidism causing LAS.
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  • 文章类型: Journal Article
    OBJECTIVE: To investigate the effects of different angles of pulmonary surfactant (PS) administration on the incidence of bronchopulmonary dysplasia and intracranial hemorrhage in preterm infants.
    METHODS: A prospective study was conducted on 146 preterm infants (gestational age <32 weeks) admitted to the Department of Neonatology, Provincial Hospital Affiliated to Anhui Medical University from January 2019 to May 2023. The infants were randomly assigned to different angles for injection of pulmonary surfactant groups: 0° group (34 cases), 30° group (36 cases), 45° group (38 cases), and 60° group (38 cases). Clinical indicators and outcomes were compared among the groups.
    RESULTS: The oxygenation index was lower in the 60° group compared with the other three groups, with shorter invasive ventilation time and oxygen use time, and a lower incidence of bronchopulmonary dysplasia than the other three groups (P<0.05). The incidence of intracranial hemorrhage was lower in the 60° group compared to the 0° group (P<0.05). The cure rate in the 60° group was higher than that in the 0° group and the 30° group (P<0.05).
    CONCLUSIONS: The clinical efficacy of injection of pulmonary surfactant at a 60° angle is higher than other angles, reducing the incidence of intracranial hemorrhage and bronchopulmonary dysplasia in preterm infants.
    目的: 不同角度注入肺表面活性物质对早产儿支气管肺发育不良和颅内出血发生的影响。方法: 前瞻性纳入2019年1月—2023年5月就诊于安徽医科大学附属省立医院新生儿科的146例早产儿(胎龄<32周)为研究对象。随机分为不同角度注入肺表面活性物质组,即0°组(34例)、30°组(36例)、45°组(38例)、60°组(38例),分析比较各组临床指标和结局的差异。结果: 60°组给药后的氧合指数低于其他3组,使用有创呼吸机时间、用氧时间短于其他3组,支气管肺发育不良发生率低于其他3组(P<0.05)。60°组颅内出血发生率低于0°组(P<0.05)。60°组治愈率高于0°组和30°组(P<0.05)。结论: 60°角注入肺表面活性物质的临床疗效高于其他角度,且能降低早产儿颅内出血和支气管肺发育不良的发生率。.
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