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DCAU-Net:dense convolutional attention U-Net for segmentation of intracranial aneurysm images 被引量:2
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作者 Wenwen Yuan Yanjun Peng +2 位作者 Yanfei Guo Yande Ren Qianwen Xue 《Visual Computing for Industry,Biomedicine,and Art》 EI 2022年第1期99-114,共16页
Segmentation of intracranial aneurysm images acquired using magnetic resonance angiography(MRA)is essential for medical auxiliary treatments,which can effectively prevent subarachnoid hemorrhages.This paper proposes a... Segmentation of intracranial aneurysm images acquired using magnetic resonance angiography(MRA)is essential for medical auxiliary treatments,which can effectively prevent subarachnoid hemorrhages.This paper proposes an image segmentation model based on a dense convolutional attention U-Net,which fuses deep and rich semantic information with shallow-detail information for adaptive and accurate segmentation of MRA-acquired aneurysm images with large size differences.The U-Net model serves as a backbone,combining dense block and convolution block attention module(CBAM).The dense block is composed of a batch normalization layer,an randomly rectified linear unit activation function,and a convolutional layer,for mitigation of vanishing gradients,for multiplexing of aneurysm features,and for improving the network training efficiency.The CBAM is composed of a channel attention module and a spatial attention module,improving the segmentation performance of feature discrimination and enhancing the acquisition of key feature information.Owing to the large variation of aneurysm sizes,multi-scale fusion is performed during up-sampling,for adaptive segmentation of MRA-acquired aneurysm images.The model was tested on the MICCAI 2020 ADAM dataset,and its generalizability was validated on the clinical aneurysm dataset(aneurysm sizes:<3 mm,3–7 mm,and>7 mm)supplied by the Affiliated Hospital of Qingdao University.A good clinical application segmentation performance was demonstrated. 展开更多
关键词 Deep learning Intracranial aneurysm segmentation Magnetic resonance angiography Multi-scale fusion
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Treatment of the acute thromboembolic event during endovascular embolization of intracranial aneurysm 被引量:14
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作者 Bing Zhou Yang He +5 位作者 Jun Cheng XiaoDong Lu MingZhao Zhang Bo Li RongQing Qin ZhongMing Gao 《Journal of Interventional Medicine》 2020年第4期208-212,共5页
Objective:The study aimed to discuss the treatment of acute thromboembolic event(TE)during endovascular embolization of intracranial aneurysms.Methods:Between April 2013 and April 2019,158 patients with 167 intracrani... Objective:The study aimed to discuss the treatment of acute thromboembolic event(TE)during endovascular embolization of intracranial aneurysms.Methods:Between April 2013 and April 2019,158 patients with 167 intracranial aneurysms were treated with endovascular embolization in our hospital,in which 9 cases of acute TEs occurred during the embolization procedures.The clinical data,radiological findings and treatments of the 9 patients were reviewed and analyzed.Results:The TEs occurred at the aneurysmal neck in 3 patients,at distal part of the parent artery in 3,in the stent in 2,and at the proximal part of the parent artery in 1.Intra-arterial(IA)infusion of tirofiban were performed in 6 patients,mechanical thromboectomy(MT)with a stent in 2 patients,and combined use of the two methods in 1 patients.According to the modified Thrombolysis In Cerebral Infarction(mTICI)score,7 patients had recanalization of 2b/3a,1 patients had recanalization of 1,and 1 patients had recanalization of 0.At discharge,the mRS score was 0 in 3 patients,1 in 3 patients,and 2,3,4 in 1 patient each.6 months after the endovascular treatment,the mRS score was 0 in 5 patients,1 in 2 patients,and 3 in 1 patient.Conclusions:IA tirofiban and MT are effective remedies for the acute TE during endovascular embolization of intracranial aneurysm,reasonable selection of which may improve the prognosis of patients. 展开更多
关键词 aneurysm EMBOLIZATION Mechanical thromboectomy MT Thromboembolic event TE Intra-arterial ia
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Pancreatectomy and splenectomy for a splenic aneurysm associated with segmental arterial mediolysis 被引量:1
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作者 Yasuhiro Matsuda Kazuki Sakamoto +6 位作者 Eisei Nishino Naoki Kataoka Tomoyuki Yamaguchi Masafumi Tomita Arito Kazi Masahiro Shinozaki Shinichiro Makimoto 《World Journal of Gastrointestinal Surgery》 SCIE CAS 2015年第5期78-81,共4页
Segmental arterial mediolysis(SAM) is characterized by intra-abdominal, retroperitoneal bleeding or bowel ischemia, and the etiology is unknown. A 44-year-old man complaining of abdominal pain was admitted to our hosp... Segmental arterial mediolysis(SAM) is characterized by intra-abdominal, retroperitoneal bleeding or bowel ischemia, and the etiology is unknown. A 44-year-old man complaining of abdominal pain was admitted to our hospital. He had been admitted for a left renal infarction three days earlier and had a past medical history of cerebral aneurysm with spontaneous remission. The ruptured site of the splenic arterial aneurysm was clear via a celiac angiography, and we treated it using trans-arterial embolization. Unfortunately, the aneurysm reruptured after two weeks, and we successfully treated it with distal pancreatomy and splenectomy. We recommended a close follow-up and prompt radiological or surgical intervention because SAM can enlarge rapidly and rupture. 展开更多
关键词 Re-rupture Segmental ARTERiaL mediolysis Trans-arterial EMBOLIZATION Spontaneous REMISSION SPLENIC artery aneurysm
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Stent-assisted coiling of intracranial carotid ophthalmic segment aneurysm segment aneurysms:Long-term follow-up from a single center 被引量:3
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作者 Wenquan Gu Geng Zhou +10 位作者 Aizada Aldiyarova Tengyue Liu Yi Zhang Weidong Liu Lingping Meng Binxian Gu MingHua Li Ming Su Chen Su Aihua Liu Wu Wang 《Journal of Interventional Medicine》 2023年第3期116-120,共5页
Background:To evaluate the efficacy of stent-assisted coiling(SAC)for the treatment of carotid ophthalmic segment aneurysm segment aneurysms(OSAs)of the internal carotid artery(ICA)through detailed long-term follow-up... Background:To evaluate the efficacy of stent-assisted coiling(SAC)for the treatment of carotid ophthalmic segment aneurysm segment aneurysms(OSAs)of the internal carotid artery(ICA)through detailed long-term follow-up of a large patient cohort.Methods:We retrospectively analyzed 88 consecutive patients with OSAs between January 2009 and January 2020 at our center.Angiographic results were evaluated using the modified Raymond grading system and clinical outcomes were evaluated using the mRS scale.The primary endpoints were major aneurysm recurrence and poor clinical outcomes for at least 18 months of follow-up.The patients were asked to attend clinical follow-up assessments and possibly undergo DSA or MR via telephone.Results:We enrolled 88 patients with 99 OSAs treated with coiling,of whom 76 were treated with SAC.The coiling procedures were successful in all 88 patients.Overall,complications occurred in 8 patients(9.1%).No procedure-related mortality was observed.67(76.1%)experienced immediate aneurysm occlusion at the end of the procedure.Long-term angiographic follow-up(18 months)was available in 45/88 aneurysms(51%)(average 18.7±5.2 months).Four patients continued their follow-up for 5 years after initial aneurysm treatment.After a clinical follow-up time of 28.7 months(range,12-51 months),85 patients(95.5%)achieved favorable clinical outcomes(mRS scores of 0-2).Conclusions:This study indicates that SAC treatment is a safe and effective therapeutic alternative for ruptured and unruptured OSAs.The procedural risks are low with relatively long-term effectiveness. 展开更多
关键词 Endovascular treatment Stent-assisted coiling C6 segment aneurysm Occlusion rate Long-term follow-up
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A Case of A1 Wide-necked Aneurysm Embolization via the Front Communicating Artery
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作者 Meng Sun Xinli Feng 《Proceedings of Anticancer Research》 2021年第3期39-41,共3页
With the development of radiography,especially digital subtraction cerebrovascular angiography,which is widely used in clinical practice,interventional embolization of intracranial aneurysms has become more and more p... With the development of radiography,especially digital subtraction cerebrovascular angiography,which is widely used in clinical practice,interventional embolization of intracranial aneurysms has become more and more popular due to its advantages of minimal invasiveness,high efficiency,and rapid postoperative recovery.The choice of patients,often we have to formulate an unconventional and individualized treatment plan based on the specific conditions of each patient’s blood vessel.This case is a segment A1 aneurysm of the right anterior cerebral artery.Due to its special location and wide diameter,in order to reduce the difficulty and risk of the operation during the operation,a bilateral internal carotid artery approach was developed to complete the stent-assisted procedure and special treatment plan for aneurysm embolization. 展开更多
关键词 A1 segment of anterior cerebral artery Wide aneurysm Stent assist Reunion embolization
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Ruptured gastric artery aneurysm:An uncommon manifestation of microscopic polyangiitis 被引量:1
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作者 Yoshihiro Ikura Tomohiro Kadota +2 位作者 Shuhei Watanabe Akira Arimoto Eiko Nishioka 《World Journal of Gastroenterology》 SCIE CAS 2014年第35期12668-12672,共5页
Gastric artery aneurysm is a rare and lethal condition,and is caused by inflammatory or degenerative vasculopathies.We describe herein the clinical course of a patient with a ruptured gastric artery aneurysm associate... Gastric artery aneurysm is a rare and lethal condition,and is caused by inflammatory or degenerative vasculopathies.We describe herein the clinical course of a patient with a ruptured gastric artery aneurysm associated with microscopic polyangiitis.Absence of vasculitic changes in the aneurysm resected and negative results of autoantibodies interfered with our diagnostic process.We should have adopted an interventional radiology and initiated steroid therapy promptly to rescue the patient. 展开更多
关键词 aneurysm STOMACH Microscopic polyangiitis Segmental arterial mediolysis Interventional radiology STEROIDS Therapy
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一个基于IA-64体系的内存管理大页面的实现模型
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作者 陈鸣春 潘金贵 《计算机科学》 CSCD 北大核心 2007年第4期276-278,共3页
本文提出了一种基于IA-64体系结构的内存页面大页面化的模型,可执行文件ELF的Data Segment使用大页面。由于转换解析缓冲区(TLB)能映射更大的虚拟内存范围,从而可减小未命中率,因此可以提高使用大页面的高性能计算(HPC)应用程序或使用... 本文提出了一种基于IA-64体系结构的内存页面大页面化的模型,可执行文件ELF的Data Segment使用大页面。由于转换解析缓冲区(TLB)能映射更大的虚拟内存范围,从而可减小未命中率,因此可以提高使用大页面的高性能计算(HPC)应用程序或使用大量虚拟内存的任何内存访问密集型应用程序系统性能。 展开更多
关键词 大页面 ELF DATA SEGMENT ia-64
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Segmental arterial mediolysis: A clinical-pathologic review, its role in fibromuscular dysplasia and description and differential diagnosis of the masquerader-muscular artery cystic necrosis 被引量:1
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作者 Richard E. Slavin 《World Journal of Cardiovascular Diseases》 2013年第1期64-81,共18页
Segmental arterial mediolysis (SAM) is an uncommon non-inflammatory iatrogenic arteriopathy caused by alpha-1 adrenergic agonists or Beta-2 agonists able to release norepinephrine from the peripheral nervous system. C... Segmental arterial mediolysis (SAM) is an uncommon non-inflammatory iatrogenic arteriopathy caused by alpha-1 adrenergic agonists or Beta-2 agonists able to release norepinephrine from the peripheral nervous system. Causative agents include adrenergic agonists used to control blood pressure, B-2 tocolytic agonists, and ractopamine used as a repartitioning agent in animal husbandry. The liberated norepinephrine both injures and stimulates a robust reparative response in the muscular arteries in the abdomen, brain base, and coronary arteries. This response may be augmented by endothelin-1 formed in the arterial adventitia. Three types of arterial lesions develop in the injurious stage: 1) apoptotic induced mediolysis, 2) separation of the outer media from the adventitia and 3) the formation of arterial gaps. The latter enlarge, particularly in elderly patients, to form gap-aneurysms complicated by dissections and dissecting an- eurysms that when ruptured cause the calamitous hemorrhages that clinically announce SAM. The other types of injury remain clinically silent but with repair develop sequelae and can metamorphose into fibromuscular dysplasia. The sequelae are mainly asymptomatic but may cause arterial stenosis and ischemic lesions. The definitive diagnosis of SAM re- quires histological conformation but misinterpreta- tion of smooth muscle vacuolar change has caused di- agnostic errors. Muscular artery cystic necrosis a newly named non-inflammatory muscular artery ar- teriopathy may be confused with SAM both clinically and pathologically. This arteriopathy represents the muscular artery equivalent of cystic media necrosis of the elastic arteries since it exhibits similar morphol- ogic features and can occur concomitantly with this entity. Adrenergic agents to counter hemorrhagic shock in SAM are contraindicated since they may intensify injury and create new lesions. The use of norepinehrine antagonists introduces a new, but as yet untested, treatment option for SAM. 展开更多
关键词 Segmental ARTERiaL Mediolysis Norepinephrine Adrenergic Agonists RACTOPAMINE ARTERiaL Apoptosis aneurysms Dissecting Hematomas ARTERiaL Fibromuscular Dysplasia MUSCULAR ARTERY CYSTIC NECROSIS
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纤维蛋白胶在处理破裂腹主动脉瘤腔内隔绝术中Ia型内漏的疗效 被引量:1
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作者 倪建琦 沈兰 +3 位作者 金琴 王国亮 许浏 沈一峰 《浙江临床医学》 2024年第4期537-538,共2页
目的观察应用纤维蛋白胶填塞技术处理破裂腹主动脉瘤腔内隔绝术中Ia型内漏的疗效,评价其可行性、安全性及有效性。方法2010年10月至2022年1月腹主动脉瘤破裂患者47例,完成腹主动脉瘤腔内隔绝术45例,其中男36例,女9例;年龄28~93岁(70... 目的观察应用纤维蛋白胶填塞技术处理破裂腹主动脉瘤腔内隔绝术中Ia型内漏的疗效,评价其可行性、安全性及有效性。方法2010年10月至2022年1月腹主动脉瘤破裂患者47例,完成腹主动脉瘤腔内隔绝术45例,其中男36例,女9例;年龄28~93岁(70±4)岁,13例术中应用纤维蛋白胶填塞术治疗Ⅰa型内漏。术后3、6、12个月复查患者主动脉CT血管造影(CTA)。结果13例术中使用纤维蛋白胶填塞治疗,术中造影提示内漏均消失,患者病情稳定出院。随访1年,13例患者,3例非主动脉因素死亡,其余10例术后3、6、12个月复查主动脉CTA结果均未发现内漏。结论纤维蛋白胶填塞在治疗破裂腹主动脉瘤腔内隔绝术中的Ⅰa型内漏中是安全有效的。 展开更多
关键词 破裂腹主动脉瘤 纤维蛋白胶 ia型内漏
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一种改进SAC-IA和ICP的快速高效点云配准算法 被引量:4
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作者 孙瑞 罗印升 宋伟 《工业控制计算机》 2023年第7期64-66,160,共4页
在点云配准过程中,针对经典采样一致性(SAC-IA)粗配准算法耗时长和经典迭代最近点(ICP)精配准算法在待配准点云无初始位置下易陷入局部配准最优问题,提出了一种基于改进SAC-IA和ICP的快速高效点云配准算法。通过对待配准点云进行特征超... 在点云配准过程中,针对经典采样一致性(SAC-IA)粗配准算法耗时长和经典迭代最近点(ICP)精配准算法在待配准点云无初始位置下易陷入局部配准最优问题,提出了一种基于改进SAC-IA和ICP的快速高效点云配准算法。通过对待配准点云进行特征超体分割,对分割后的点云进行特征点提取,并进一步采用RANSAC方法去除错误匹配特征点,优化粗配准,最后采用双向KD-tree搜索优化ICP算法完成精配准。仿真实验表明,与经典SAC-IA和经典ICP算法相比,提出的算法可有效减少经典算法配准时间的40%~60%,使最终的配准误差降低了10-1量级。 展开更多
关键词 超体分割 特征点 改进SAC-ia ICP 点云配准
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大脑前动脉A1段近端动脉瘤血管内治疗:微导管塑形及栓塞策略
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作者 曹侃 梅照军 +2 位作者 陈伟 陆新宇 张庆荣 《临床神经外科杂志》 2025年第1期73-78,共6页
目的 探讨血管内治疗(EVT)大脑前动脉A1段近端动脉瘤的安全性和有效性。方法 回顾性分析南京大学医学院附属鼓楼医院神经外科2018年1月—2023年1月行血管内治疗的33例大脑前动脉Al段近端动脉瘤患者的临床资料,所有患者术前均行数字减影... 目的 探讨血管内治疗(EVT)大脑前动脉A1段近端动脉瘤的安全性和有效性。方法 回顾性分析南京大学医学院附属鼓楼医院神经外科2018年1月—2023年1月行血管内治疗的33例大脑前动脉Al段近端动脉瘤患者的临床资料,所有患者术前均行数字减影血管造影(DSA)检查,了解动脉瘤位置、指向及大小情况,根据DSA结果选择行单纯弹簧圈栓塞或联合支架辅助栓塞,并依据动脉瘤位置、指向等选择微导管塑形方式。所有患者术后即刻行DSA复查,以Raymond分级评估栓塞效果,术后通过DSA或计算机断层扫描血管造影(CTA)分析大脑前动脉A1段近端动脉瘤的血管内治疗效果,改良Rankin量表(mRS)评价预后结果。结果 所有动脉瘤患者血管内治疗均取得成功,术后即刻造影显示,Raymond分级Ⅰ级31例,Ⅱ级2例。XperCT提示未见出血或者破裂动脉瘤患者出血增多。33例患者出院时均未遗留神经功能障碍,随访期间患者无出血缺血事件发生。33例患者术后3~18个月行DSA或者CTA随访,有1例患者出现瘤颈部复发,再次入院行支架植入,未填弹簧圈;临床随访90 d的mRS评分结果为0分32例,1分1例。结论 血管内治疗大脑前动脉A1段近端动脉瘤是一种安全且有效的方法。 展开更多
关键词 大脑前动脉A1段近端动脉瘤 血管内治疗 微导管 弹簧圈
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基于深度学习的颅内动脉瘤血管分割方法 被引量:1
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作者 邓杨杰 梅玉倩 +3 位作者 张瑶 冯文 刘秀娟 邓鸿 《中国医学计算机成像杂志》 北大核心 2025年第3期318-324,共7页
目的:探讨基于坐标注意力机制(CAM)的Unet模型在颅脑飞行时间磁共振血管成像(MRA)影像上对颅内动脉瘤(IA)好发血管进行分割的准确性.方法:回顾性选取珠海市人民医院收治的30例IA患者的MRA影像,基于CAM改进Unet,进行IA好发血管分割,并采... 目的:探讨基于坐标注意力机制(CAM)的Unet模型在颅脑飞行时间磁共振血管成像(MRA)影像上对颅内动脉瘤(IA)好发血管进行分割的准确性.方法:回顾性选取珠海市人民医院收治的30例IA患者的MRA影像,基于CAM改进Unet,进行IA好发血管分割,并采用形态学闭运算和连通域分析处理CAM Unet的分割结果,以骰子相似系数(DSC)和交并比(IoU)来评估分割结果的准确性.结果:相较于挤压与激励机制(SEM)、卷积块注意力机制(CBAM)和高效通道注意力机制(ECAM),基于CAM改进的CAM Unet模型具有最好的分割性能,对其分割结果进行后处理后,在验证集上的DSC和IoU分别为85.08%和74.09%;在测试集分别为86.21%和75.76%.结论:对于IA好发血管分割,CAM Unet能够辅助分割颅脑MRA影像中的IA好发血管,形态学闭运算和连通域分析可有效去除模型分割结果中的血管边缘毛刺和离散组织. 展开更多
关键词 颅内动脉瘤 医学图像分割 注意力机制 深度学习
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颈内动脉海绵窦段动脉瘤破裂致蛛网膜下腔出血一例
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作者 王熙奥 于钊 徐善才 《中国脑血管病杂志》 北大核心 2025年第11期772-776,共5页
颈内动脉海绵窦段动脉瘤多呈惰性病程,位于后膝部并突破血管壁“脆弱区”或硬脑膜纤维环者易引发蛛网膜下腔出血。该文报道1例52岁女性患者,因突发剧烈头痛及右眼睑下垂就诊,DSA显示右侧海绵窦段后膝部14.71 mm×7.80 mm×15.13... 颈内动脉海绵窦段动脉瘤多呈惰性病程,位于后膝部并突破血管壁“脆弱区”或硬脑膜纤维环者易引发蛛网膜下腔出血。该文报道1例52岁女性患者,因突发剧烈头痛及右眼睑下垂就诊,DSA显示右侧海绵窦段后膝部14.71 mm×7.80 mm×15.13 mm多阜样伴“束腰征”动脉瘤,蝶窦骨质变薄,瘤体跨纤维环达蛛网膜下腔。急诊行脑室外引流及支架辅助弹簧圈致密栓塞,术中见对比剂外渗并即刻置入覆膜支架;术后动脉瘤完全闭塞,但患者疑似因血管痉挛致脑缺血于术后第6天死亡,提示同时存在“束腰征”、外侧“脆弱区”外突与蝶窦骨缺损的跨纤维环型海绵窦段动脉瘤属极高危病变,应尽早实施全方位干预。 展开更多
关键词 脑动脉瘤 海绵窦段颈内动脉 支架辅助弹簧圈栓塞
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Semi-Supervised Intracranial Aneurysm Segmentation from CTA Images via Weight-Perceptual Self-Ensembling Model
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作者 李才子 刘瑞强 +4 位作者 钟焕新 范峻铭 司伟鑫 张猛 王平安 《Journal of Computer Science & Technology》 SCIE EI CSCD 2023年第3期674-685,共12页
Segmentation of intracranial aneurysm(IA)from computed tomography angiography(CTA)images is of significant importance for quantitative assessment of IA and further surgical treatment.Manual segmentation of IA is a lab... Segmentation of intracranial aneurysm(IA)from computed tomography angiography(CTA)images is of significant importance for quantitative assessment of IA and further surgical treatment.Manual segmentation of IA is a labor-intensive,time-consuming job and suffers from inter-and intra-observer variabilities.Training deep neural networks usually requires a large amount of labeled data,while annotating data is very time-consuming for the IA segmentation task.This paper presents a novel weight-perceptual self-ensembling model for semi-supervised IA segmentation,which employs unlabeled data by encouraging the predictions of given perturbed input samples to be consistent.Considering that the quality of consistency targets is not comparable to each other,we introduce a novel sample weight perception module to quantify the quality of different consistency targets.Our proposed module can be used to evaluate the contributions of unlabeled samples during training to force the network to focus on those well-predicted samples.We have conducted both horizontal and vertical comparisons on the clinical intracranial aneurysm CTA image dataset.Experimental results show that our proposed method can improve at least 3%Dice coefficient over the fully-supervised baseline,and at least 1.7%over other state-of-the-art semi-supervised methods. 展开更多
关键词 intracranial aneurysm(ia)segmentation sample weight perception self-ensembling model semi-supervised learning
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Mediating role of immune cells in causal relationships between lipids and intracranial aneurysm
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作者 Haodong Jiang Baowen Zhang +1 位作者 Junjun Li Xiaobing Jiang 《Chinese Medical Journal》 2025年第4期484-486,共3页
To the Editor:Currently,most research on the relationships between lipids,immune cells,and intracranial aneurysms(IAs),including unruptured intracranial aneurysms(uIAs)and aneurysmal subarachnoid hemorrhage(aSAH),orig... To the Editor:Currently,most research on the relationships between lipids,immune cells,and intracranial aneurysms(IAs),including unruptured intracranial aneurysms(uIAs)and aneurysmal subarachnoid hemorrhage(aSAH),originates from observational studies.[1]There are inevitable confounding factors in the research design,thus the research conclusions cannot reveal the causal relationship between lipids,immune cells,and IAs.More importantly,it remains unclear whether immune responses mediate the relationship between lipids and IAs.Thus,we performed a Mendelian randomization(MR)analysis,a method that can avoid the interference of confounding factors and determine the correct causal relationships.[2]The purposes of this study are:(1)to determine the causal relationships between gene-mediated serum lipids and IAs;(2)to identify the causal relationships between immune cells and IAs;and(3)to investigate whether immune cells mediate the relationships between lipids and IAs. 展开更多
关键词 unruptured intracranial aneurysms uias immune cells aneurysmal subarachnoid hemorrhage asah originates intracranial aneurysms ias including Mendelian randomization LIPIDS observational studies there intracranial aneurysm
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A two-step surface-based 3D deep learning pipeline for segmentation of intracranial aneurysms
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作者 Xi Yang Ding Xia +1 位作者 Taichi Kin Takeo Igarashi 《Computational Visual Media》 SCIE EI CSCD 2023年第1期57-69,共13页
The exact shape of intracranial aneurysms is critical in medical diagnosis and surgical planning.While voxel-based deep learning frameworks have been proposed for this segmentation task,their performance remains limit... The exact shape of intracranial aneurysms is critical in medical diagnosis and surgical planning.While voxel-based deep learning frameworks have been proposed for this segmentation task,their performance remains limited.In this study,we offer a two-step surface-based deep learning pipeline that achieves significantly better results.Our proposed model takes a surface model of an entire set of principal brain arteries containing aneurysms as input and returns aneurysm surfaces as output.A user first generates a surface model by manually specifying multiple thresholds for time-of-flight magnetic resonance angiography images.The system then samples small surface fragments from the entire set of brain arteries and classifies the surface fragments according to whether aneurysms are present using a point-based deep learning network(PointNet++).Finally,the system applies surface segmentation(SO-Net)to surface fragments containing aneurysms.We conduct a direct comparison of the segmentation performance of our proposed surface-based framework and an existing voxel-based method by counting voxels:our framework achieves a much higher Dice similarity(72%)than the prior approach(46%). 展开更多
关键词 intracranial aneurysm(ia)segmentation point-based 3D deep learning medical image segmentation
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Correspondence to“Identification and validation of core genes associated with intracranial aneurysms through bioinformatics analysis and Mendelian randomization”
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作者 Shuya Jiao Manjiang Cao 《Journal of Neurorestoratology》 2025年第5期69-70,共2页
Dear Editor,We extend our academic appreciation to the contributors of this pioneering study,1 which leverages Mendelian Randomization(MR)to investigate the causal relationship between immune cell phenotypes and intra... Dear Editor,We extend our academic appreciation to the contributors of this pioneering study,1 which leverages Mendelian Randomization(MR)to investigate the causal relationship between immune cell phenotypes and intracranial aneurysms(IAs),demonstrating a certain level of innovation.By extracting 731 immunophenotypes from publicly available genetic databases and conducting large-scale analyses,the study comprehensively evaluates the impact of immune cell traits on IAs.Moreover,multivariable MR analysis was employed to adjust for interactions between different immune phenotypes,providing a novel perspective on the interplay between the immune system and IAs. 展开更多
关键词 genetic databases intracranial aneurysms ias demonstrating intracranial aneurysms mendelian randomization mr bioinformatics analysis mendelian randomization extracting immunophenotypes immune cell phenotypes
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tRF-AspGTC Promotes Intracranial Aneurysm Formation by Controlling TRIM29-Mediated Galectin-3 Ubiquitination
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作者 Chao Wang Bing Yu +6 位作者 Han Zhou Huanting Li Shifang Li Xiaolu Li Wentao Wang Yugong Feng Tao Yu 《Research》 2025年第4期205-222,共18页
Transfer RNA-derived small RNAs,a recently identified class of small noncoding RNAs,play a crucial role in regulating gene expression and are implicated in cerebrovascular diseases.However,the specific biological role... Transfer RNA-derived small RNAs,a recently identified class of small noncoding RNAs,play a crucial role in regulating gene expression and are implicated in cerebrovascular diseases.However,the specific biological roles and mechanisms of transfer RNA-derived small RNAs in intracranial aneurysms(IAs)remain unclear.In this study,we identified that the transfer RNA-Asp-GTC derived fragment(tRF-AspGTC)is highly expressed in the IA tissues of both humans and mice.tRF-AspGTC promotes IA formation by facilitating the phenotypic switching of vascular smooth muscle cells,increasing of matrix metalloproteinase 9 expression,and inducing of oxidative stress and inflammatory responses.Mechanistically,tRF-AspGTC binds to galectin-3,inhibiting tripartite motif 29-mediated ubiquitination and stabilizing galectin-3.This stabilization activates the toll-like receptor 4/MyD88/nuclear factor kappa B pathway,further driving phenotypic switching and inflammation.Clinically,circulating exosomal tRF-AspGTC demonstrates strong diagnostic efficacy for IAs and is identified as an independent risk factor for IA occurrence.These findings highlight the potential of tRF-AspGTC as a promising diagnostic biomarker and therapeutic target for IAs. 展开更多
关键词 intracranial aneurysms ias remain intracranial aneurysm transfer RNA derived small RNAs GALECTIN small noncoding rnasplay UBIQUITINATION TRF ASPGTC cerebrovascular diseaseshoweverthe
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基于U-Net算法的颅内动脉瘤CTA图像分割研究
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作者 李颖 梅剑豪 +2 位作者 叶明全 张木子 洪思甜 《智慧健康》 2025年第36期5-8,12,共5页
目的颅内动脉瘤是一种严重的脑血管疾病,其致残率、致死率较高,一旦破裂,有极其严重的风险。针对U-Net网络分割复杂背景干扰下目标区域定位不准确的问题,引入注意力机制以及深度可分离卷积对模型进行优化。方法对原始CTA数据进行实时增... 目的颅内动脉瘤是一种严重的脑血管疾病,其致残率、致死率较高,一旦破裂,有极其严重的风险。针对U-Net网络分割复杂背景干扰下目标区域定位不准确的问题,引入注意力机制以及深度可分离卷积对模型进行优化。方法对原始CTA数据进行实时增强和批量化处理后,输入U-Net神经网络进行检测和分割。以医生人工标记为参考标准。结果在测试集上,Dice相关系数、mIoU、精确度分别达到0.872、0.784、0.869,深度学习模型的准确率、损失值分别达到了0.878、0.251,优化后的U-Net模型在图像分割任务中表现出了卓越的性能。结论优化后的U-Net深度学习模型在颅内动脉瘤CTA图像分割任务中取得了较高的精度和鲁棒性,能够有效提高病灶的检测率,具有一定的临床应用价值。 展开更多
关键词 颅内动脉瘤 U-Net神经网络 图像分割 CT血管造影 蛛网膜下腔出血
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单纯弹簧圈栓塞左侧大脑后动脉P2段大型夹层动脉瘤1例
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作者 莫志晓 丁小强 陈祖文 《中国临床神经外科杂志》 2025年第6期379-381,共3页
脑动脉瘤是颅内常见的脑血管疾病。大脑后动脉瘤在颅内动脉瘤中少见,而大脑后动脉夹层动脉瘤极少见。本文报道1例16岁女性,因头晕6 h伴跌倒1次入院。头颅CT示脑干前方及中脑异常密度影。头颅MRI检查示桥前池一高、低密度混杂信号影,增... 脑动脉瘤是颅内常见的脑血管疾病。大脑后动脉瘤在颅内动脉瘤中少见,而大脑后动脉夹层动脉瘤极少见。本文报道1例16岁女性,因头晕6 h伴跌倒1次入院。头颅CT示脑干前方及中脑异常密度影。头颅MRI检查示桥前池一高、低密度混杂信号影,增强后呈不均匀强化。DSA发现双侧胚胎型大脑后动脉,左侧大脑后动脉P2段颞后动脉分支动脉瘤,大小17 mm×9 mm,载瘤动脉纤细。根据CT、MRI、DSA检查诊断左侧大脑后动脉P2段大型夹层动脉瘤。完善术前准备后,行介入治疗。但大型夹层动脉瘤,且载瘤动脉极其纤细,无法放置支架,遂选择弹簧圈栓塞治疗,而且,为了防止占位效应及减轻瘤体对脑干的压迫,选择弹簧圈瘤内疏松栓塞+载瘤动脉闭塞的治疗方法,术后即刻造影未见动脉瘤显影。术后3年复查CTA未见动脉瘤复发,患者恢复良好,无特殊不适。这提示具有特定解剖结构的颅内夹层动脉瘤,即使无法使用常规支架技术,采用载瘤动脉闭塞术也是一种良好的选择。 展开更多
关键词 颅内夹层动脉瘤 大脑后动脉P2段 血管内治疗 单纯弹簧圈栓塞
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