arteriovenous malformations

动静脉畸形
  • 文章类型: Case Reports
    背景:目前,复杂的先天性动静脉畸形(AVM)的治疗结果仍不能令人满意.本文报道了腹主动脉支架移植物的应用,结合栓塞技术,用于治疗由下肢复杂的先天性动静脉畸形引发的急性心力衰竭。
    方法:我们介绍一例下肢先天性AVM患者,他的左下肢长期肿胀,最近出现了心力衰竭的症状。在67岁时,患者被明确诊断为下肢复杂的先天性AVM。本文深入研究了使用腹主动脉支架移植物的实践经验和局限性。再加上栓塞,解决下肢复杂先天性AVM引起的急性心力衰竭。
    结论:我们的文章介绍了在治疗由下肢复杂先天性AVM引发的急性心力衰竭时遇到的挑战和局限性的初步报告,利用腹主动脉支架植入术和栓塞技术的组合。
    BACKGROUND: Currently, the treatment outcomes for complex congenital arteriovenous malformations (AVMs) remain unsatisfactory. This article reports on the utilization of an abdominal aortic stent graft, in conjunction with embolization techniques, for managing acute heart failure triggered by complex congenital arteriovenous malformations in the lower limb.
    METHODS: We present a case involving a patient with congenital AVMs in the lower limb, who had suffered from prolonged swelling in the left lower limb and recently developed symptoms of heart failure. At the age of 67, the patient was definitively diagnosed with a complex congenital AVMs in the lower limb. This article delves into the practical experiences and limitations encountered in employing an abdominal aortic stent graft, coupled with embolization, to address acute heart failure caused by complex congenital AVMs in the lower limb.
    CONCLUSIONS: Our article presents the initial report on the challenges and limitations encountered in treating acute heart failure triggered by complex congenital AVMs in the lower limb, utilizing a combination of abdominal aortic stent graft placement and embolization techniques.
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  • 文章类型: Journal Article
    背景:遗传性出血性毛细血管扩张症(HHT)的特点是毛细血管扩张症和动静脉畸形(AVM)。HHT患者经常报告内脏和粘膜皮肤复发性出血,而关于血栓形成患病率的数据仍然有限。本研究旨在描述HHT患者的临床表现和分子生物学特征。
    方法:我们在瑞金医院进行了一项回顾性研究,附属于上海交通大学医学院。共有24例HHT患者,包括在2019年1月至2023年12月期间观察到的。我们记录了生物,临床,和治疗事件,特别注意出血和血栓事件。进行基因突变分析和血液成分测量。
    结果:所有HHT患者的出血发生率为100%,而在41.70%的病例中发现了血栓事件。在6例患者中发现了肝动静脉畸形(HAVM),5例患者的肺动静脉畸形(PAVMs),一名患者的脑动静脉畸形(CAVMs)。对于血栓形成的患者,由于出血风险增加,抗血小板治疗停药率为23.08%,抗凝治疗停药率为33.33%.16例患者存在与HHT相关的基因突变,ACVRL1(活化素A受体样1型)突变最常见,为41.67%,其次是20.83%的ENG(endoglin)突变,GDF2(生长分化因子2)突变为4.17%。有ENG突变的HHT1患者PAVMs的发生率为75.00%,有ACVRL1突变的HHT2患者为20%,而HAVM发生在这些组中的0%和40.00%,分别。患者分为非AVM和AVM组。与正常对照相比,所有HHT患者的血管性血友病因子(vWF)活性均显着增加(149.10%vs.90.65%,P<0.001)。在非AVM组中,基质细胞衍生因子-1(SDF-1)的中位数水平显着升高(124.31pg/mLvs.2413.57pg/mL,P<0.05),而vWF抗原水平明显高于AVM组(165.30%vs.130.60%,P=0.021)。根据出血和血栓形成表型对HHT患者的进一步分组显示,血栓形成患者的血吸血细胞百分比中位数明显更高(3.50%vs.0%,P=0.002),铁蛋白浓度(318.50μg/Lvs.115.50μg/L,P=0.001),和乳酸脱氢酶(LDH)水平(437U/Lvs.105U/L,P<0.001)。vWF的活性没有显著差异,蛋白C(PC),蛋白质S(PS),两组之间的因子VIII(FVIII)。
    结论:本研究强调了HHT患者动静脉畸形与基因突变之间的复杂关系。应全面评估每位HHT患者的出血和血栓形成风险,此外,需要进一步的临床研究来探讨HHT血栓形成和抗凝相关出血的危险因素。
    BACKGROUND: Hereditary Hemorrhagic Telangiectasia (HHT) is charactered by telangiectasia and arteriovenous malformations (AVMs). Recurrent visceral and mucocutaneous bleeding is frequently reported among HHT patients, while data on the prevalence of thrombosis remains limited. This study aims to describe the clinical manifestations and molecular biological characteristics of HHT patients.
    METHODS: We conducted a retrospective study at Ruijin Hospital, affiliated with Shanghai Jiao Tong University School of Medicine. A total of 24 HHT patients, observed between January 2019 and December 2023, were included. We recorded the biological, clinical, and therapeutic events, with particular attention to bleeding and thrombotic events. Gene mutation analysis and blood constituent measurements were performed.
    RESULTS: The prevalence of bleeding among all HHT patients was 100 %, while thrombotic events were noted in 41.70 % of cases. Hepatic arteriovenous malformations (HAVMs) were identified in six patients, pulmonary arteriovenous malformations (PAVMs) in five patients, and cerebral arteriovenous malformations (CAVMs) in one patient. For patients with thrombosis, the discontinuation rates were 23.08 % for antiplatelet therapy and 33.33 % for anticoagulant therapy due to the increased risk of bleeding. Genetic mutations related to HHT were present in 16 patients, with ACVRL1 (activin A receptor-like type 1) mutations being the most frequent at 41.67 %, followed by ENG (endoglin) mutations at 20.83 %, and GDF2 (growth differentiation factor 2) mutations at 4.17 %. The incidence of PAVMs was 75.00 % in HHT1 patients with ENG mutations and 20 % in HHT2 patients with ACVRL1 mutations, while HAVMs occurred in 0 % and 40.00 % of these groups, respectively. Patients were divided into non-AVMs and AVMs groups. Compared to normal controls, von Willebrand factor (vWF) activity was significantly increased in all HHT patients (149.10 % vs. 90.65 %, P < 0.001). In the non-AVMs group, the median level of stromal cell-derived factor-1 (SDF-1) was significantly elevated (124.31 pg/mL vs. 2413.57 pg/mL, P < 0.05), while vWF antigen levels were markedly higher in the AVMs group (165.30 % vs. 130.60 %, P = 0.021). Further grouping of HHT patients based on bleeding and thrombosis phenotypes revealed that those with thrombosis had significantly higher median percentages of schistocytes (3.50 % vs. 0 %, P = 0.002), ferritin concentrations (318.50 μg/L vs. 115.50 μg/L, P = 0.001), and lactate dehydrogenase (LDH) levels (437 U/L vs. 105 U/L, P < 0.001). There were no significant differences in the activity of vWF, protein C (PC), protein S (PS), and factor VIII (FVIII) between the two groups.
    CONCLUSIONS: This study highlighted the complex relationship between arteriovenous malformations and genetic mutations in HHT patients. A comprehensive assessment of bleeding and thrombosis risks should be conducted for each HHT patient, additionally, further clinical studies are needed to explore the risk factors for thrombosis and anticoagulant-related bleeding in HHT.
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  • 文章类型: Case Reports
    SOLAMEN综合征是一种罕见的,最近认识到的先天性综合征,其特征是涉及多个系统的进行性和肥大性疾病,包括节段性过度生长,脂肪瘤病,动静脉畸形(AVM)和表皮痣。根据文献,SOLAMEN综合征由杂合子PTEN突变引起。表型重叠使PTEN杂合突变相关疾病的临床鉴定变得复杂,使SOLAMEN的诊断更具挑战性。此外,SOLAMEN常表现为节段组织过度生长和血管畸形,增加误诊为kliple-trenaunay综合征或Parks-Weber综合征的可能性。这里,我们介绍了一个患有大头畸形的孩子,右胸有斑片状淋巴畸形,明显的皮下静脉曲张和毛细血管累及全身,左下肢过度生长,右侧下肢中部的表皮痣,右颅胸部入口处有一个大的AVM。根据典型的表型,患儿被诊断为SOLAMEN综合征.详细的临床,对SOLAMEN综合征进行影像学和遗传学诊断。下一代测序(NGS)数据显示,除了种系PTEN突变,还鉴定了PDGFRB变体。随后的超声心动图检查检测到潜在的心脏缺陷。我们建议考虑到AVM的进行性和心脏损害的潜在严重程度,常规超声心动图评估,建议对AVM进行影像学随访和适当的介入治疗.
    SOLAMEN syndrome is a rare, recently recognized congenital syndrome that is characterized by progressive and hypertrophic diseases involving multiple systems, including segmental overgrowth, lipomatosis, arteriovenous malformation (AVM) and epidermal nevus. According to literatures, SOLAMEN syndrome is caused by heterozygous PTEN mutation. Phenotypic overlap complicates the clinical identification of diseases associated with PTEN heterozygous mutations, making the diagnosis of SOLAMEN more challenging. In addition, SOLAMEN often presents with segmental tissue overgrowth and vascular malformations, increasing the possibility of misdiagnosis as klipple-trenaunay syndrome or Parks-Weber syndrome. Here, we present a case of a child presenting with macrocephaly, patchy lymphatic malformation on the right chest, marked subcutaneous varicosities and capillaries involving the whole body, overgrowth of the left lower limb, a liner epidermal nevus on the middle of the right lower limb, and a large AVM on the right cranial thoracic entrance. Based on the typical phenotypes, the child was diagnosed as SOLAMEN syndrome. detailed clinical, imaging and genetic diagnoses of SOLAMEN syndrome was rendered. Next-generation sequencing (NGS) data revealed that except for a germline PTEN mutation, a PDGFRB variant was also identified. A subsequent echocardiographic examination detected potential cardiac defects. We suggested that given the progressive nature of AVM and the potential severity of cardiac damage, regular echocardiographic evaluation, imaging follow-up and appropriate interventional therapy for AVM are recommended.
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  • 文章类型: Case Reports
    背景:肺动静脉畸形(PAVM),也被称为肺动静脉瘘,是一种罕见的血管发育异常。大多数PAVM病例与遗传性出血性毛细血管扩张症(HHT)有关。与PAVM相关的血胸甚至更罕见,有关这一并发症的管理仍然面临挑战。
    方法:我院收治一名突然出现呼吸困难和胸痛的55岁男性患者。他有鼻出血病史,腹膜内生殖细胞肿瘤和PAVM。胸部未增强CT显示左侧胸腔积液伴部分被动肺不张,间隔6天逐渐增加。诊断性胸腔穿刺术进一步显示出血性积液。CT血管造影(CTA)显示左下肺动脉和PAVM的管腔弯曲扩张,并形成动脉瘤。由于他的家人拒绝手术,患者接受了经导管栓塞治疗.然而,左胸腔积液没有明显减少,即使在介入治疗后血红蛋白值也缓慢下降,表明持续活动性出血的可能性。最终,患者接受了左下叶肺叶切除术,结果令人满意。
    结论:PAVM破裂进入胸膜腔引起的大量血胸可导致致命的结果。CTA可以准确诊断这种病理状况。经导管栓塞术常用于治疗PAVM,但在血胸患者中达到理想的效果可能是具有挑战性的。结合我们的案例和文献回顾,当PAVM并发血胸和大直径的引流静脉时,直接根治性手术可以导致成功的结果。
    BACKGROUND: Pulmonary arteriovenous malformation (PAVM), also known as pulmonary arteriovenous fistula, is a rare vascular developmental anomaly. Most cases of PAVM are associated with hereditary hemorrhagic telangiectasia (HHT). Hemothorax associated with PAVM is even rarer, and management concerning this complication still challenges.
    METHODS: A 55-year-old man with sudden onset of dyspnea and chest pain was admitted to our hospital. He had a medical history of epistaxis, intraperitoneal germ cell tumor and PAVM. Chest unenhanced CT revealed the left-sided pleural effusion together with partial passive atelectasis and gradual increase at the interval of six days. Diagnostic thoracocentesis further revealed hemorrhagic effusion. CT angiography (CTA) showed tortuously dilated lumen of the left lower pulmonary artery and PAVM with the formation of aneurysm. Due to his family\'s refusal of surgery, the patient underwent transcatheter embolization therapy. However, the left pleural effusion did not significantly reduce and there was a slow drop in hemoglobin value even after interventional treatment, indicating the possibility of ongoing active bleeding. Eventually, the patient received lobectomy of the left lower lobe with a satisfactory outcome.
    CONCLUSIONS: Massive hemothorax resulting from PAVM rupture into the pleural space can lead to fatal outcomes. CTA can accurately diagnose this pathologic condition. Transcatheter embolization is frequently used in the treatment of PAVM, but it may be challenging to achieve the desirable effect in patients with hemothorax. Combined with our case and literature review, direct radical surgery can lead to a successful outcome when PAVM complicated with hemothorax and a large diameter of the draining vein.
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  • 文章类型: Case Reports
    背景:下颌动静脉畸形(AVM)很少见。我们的工作旨在介绍下颌AVM引起的急性口腔出血患者的乙醇栓塞。
    方法:一名35岁无凝血障碍的妇女接受了拔牙治疗,术中发生急性口腔出血。影像学检查显示血管块增强,下颌骨内部骨破坏。血管造影最终证实了高血流性质和AVM的诊断。
    结果:在介入过程中,首先将线圈施加到扩张的流出静脉中,以减慢下颌AVM的血流速度。以多推注方式注入无水乙醇以破坏AVM的nidus。在12个月的血管造影复查中,她的下颌骨病变稳定,期间无进一步出血.
    结论:乙醇栓塞治疗是一种侵入性较小的,更精确,和快速行动方法管理下颌的AVM和相关的急诊医学。
    Mandibular arteriovenous malformation (AVM) is rare. Our work aims to introduce the ethanol embolization of a patient suffering from acute oral hemorrhage induced by mandibular AVM.
    A 35-year-old woman without coagulopathy underwent tooth extraction, and the acute oral bleeding occurred intraoperatively. Imaging examinations indicated the enhancement of vascular mass with bone destruction inside the mandible. Angiography finally confirmed the high blood flow nature and the diagnosis of AVM.
    During the interventional procedure, the coils were first applied into the dilated outflowing vein to slow down the blood flow rate of mandibular AVM. Absolute ethanol was injected in a multi-bolus modality to destroy the nidus of AVM. Her mandibular lesion had been stable in the 12-month re-examined angiography, no further bleeding occurred during the period.
    Ethanol embolotherapy was a less invasive, more precise, and quick-action approach managing AVM of the jaw and related emergency medicine.
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  • 文章类型: Journal Article
    背景:临床上,臀部动静脉畸形(bAVM)极为罕见。我们的研究旨在评估乙醇栓塞治疗bAVM的疗效和安全性。
    结果:2012年至2021年共有32例bAVM患者(14例女性和18例男性)纳入本研究。所有患者均接受完整的临床和影像学检查。Further,根据舍宾格分期和Yakes分类对AVM病变进行分析.每位患者都经历了多阶段乙醇栓塞。在定期随访中评估临床症状的改善和血管造影的断流。在目前的队列中,11~20岁年龄组患者最多(15/32;46.88%).总共进行了124次栓塞手术(每位患者平均3.88次手术),每例无水乙醇的平均剂量为18.96mL。有优势引流静脉的13例患者在乙醇栓塞前进行了额外的线圈部署(13/32;40.63%)。在随访期间,在27位出现搏动性肿块的患者中,有23位出现了临床改善(85.19%),局部皮肤温度异常的20个中的17个(85%),5/6出血(83.33%),5例疼痛患者中的5例(100%)。18例患者血管造影断流率超过75%(18/32;56.25%)。最后,13例患者中有12例(92.31%)从SchöbingerIII期降低到较低等级,10例患者表现出完全缓解(10/32;31.23%)。有一个局部坏死的严重并发症,而术后未观察到麻醉和感染。
    结论:线圈辅助乙醇栓塞治疗bAVM有效、安全。Yakes分类有助于bAVM的最佳乙醇栓塞治疗。
    BACKGROUND: Clinically, arteriovenous malformations in the buttocks (bAVMs) are extremely rare. Our study aimed to evaluate the efficacy and safety of ethanol embolotherapy in managing bAVMs.
    RESULTS: A total of 32 patients with bAVMs (14 females and 18 males) from 2012 to 2021 were included in this study. All patients underwent complete clinical and imaging examinations. Further, the AVMs lesions were analyzed according to Schöbinger staging and Yakes classification. Each patient had undergone a multistage ethanol embolization. The amelioration of clinical symptoms and devascularization on angiography were evaluated at regular follow-ups. In the present cohort, the 11-20 age group had the most patients (15/32; 46.88%). A total of 124 embolization procedures were performed (average 3.88 procedures per patient), and the average dose of absolute ethanol was 18.96 mL per procedure. Thirteen patients with dominant draining veins underwent additional coil deployment before ethanol embolization (13/32; 40.63%). During follow-ups, clinical improvement was found in 23 of 27 who presented with a pulsating mass (85.19%), 17 of 20 with abnormal local skin temperature (85%), 5 of 6 with bleeding (83.33%), and 5 of 5 patients treated for pain (100%). More than 75% angiographic devascularization was achieved in 18 patients (18/32; 56.25%). Finally, 12 out of 13 patients (92.31%) reduced from Schöbinger Stage III to a lower grade, and ten patients exhibited a complete response (10/32; 31.23%). There was a single serious complication of local necrosis, while neither paranesthesia nor infection was observed postoperatively.
    CONCLUSIONS: Ethanol embolization assisted with coils can treat bAVMs effectively and safely. The Yakes classification contributed to the optimal ethanol embolotherapy of bAVMs.
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  • 文章类型: Case Reports
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  • 文章类型: Case Reports
    背景:由于它们至关重要的功能位置,脑干动静脉畸形(AVMs)的外科治疗一直具有挑战性.对于未破裂的AVM,我们可以确定放射疗法,介入治疗,或基于AVM结构的手术切除是可行的。然而,对于破裂的AVM,显微手术切除和介入栓塞是防止进一步破裂的有效方法。在动静脉畸形的显微手术切除中,我们通常使用混合手术来确认AVM结构,并确定在手术过程中AVM是否完全切除。
    方法:我们报告一例幼年破裂的脑干AVM切除术。采用右侧侧位和左侧枕下乙状窦后入路。我们通过左桡动脉建立了介入方法,并在供血动脉中设置了微导管。通过微导管注射亚甲蓝显示AVM结构,我们在电生理监测和导航下完全切除了脑干AVM。进行了术中血管造影以确保完全切除而没有残留的病灶。
    结论:这种情况表明,跨radial入路对于混合手术中的特殊位置是方便且安全的。通过微导管在喂养动脉中注射亚甲基蓝可在显微镜下更清晰地显示AVM结构。
    BACKGROUND: Due to their crucial functional location, surgical treatment of brainstem arteriovenous malformations (AVMs) has always been challenging. For unruptured AVMs, we can determine whether radiological therapy, interventional treatment, or surgical resection is feasible based on the AVM structure. However, for ruptured AVMs, microsurgical resection and interventional embolization are effective methods to prevent further rupture. In the microsurgical resection of AVMs, we usually use a hybrid operation to confirm the AVM structure and determine if the AVM is completely resected during the surgery.
    METHODS: We report a case of juvenile ruptured brainstem AVM resection. The right lateral position and left suboccipital retrosigmoid approach were used. We established an interventional approach via left radial artery and set a microcatheter in the feeding artery. Methylene blue injection via a microcatheter showed the AVM structure, and we totally resected the brainstem AVM under electrophysiological monitoring and navigation. Intraoperative angiography was performed to ensure complete resection without residual nidus.
    CONCLUSIONS: This case demonstrates that the trans-radial approach is convenient and safe for special positions in hybrid operations. Methylene blue injection via a microcatheter in the feeding artery provides clearer visualization of the AVM structure under the microscope.
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  • 文章类型: Journal Article
    目前,缺乏对发展趋势的直观分析,主要作者,以及脑动静脉畸形治疗领域的研究热点,以及对可能的研究热点的详细阐述。
    对2000年至2022年从WebofScience核心馆藏数据库检索的数据进行了文献计量分析。使用R进行分析,VOSviewer,CiteSpace软件,和一个在线文献计量平台。
    共收集了1356篇文章,随着时间的推移,出版物的数量也在增加。美国和匹兹堡大学是该领域最多产的国家和机构。被引用的前三名作者是KondziolkaD,希恩JP,还有LunsfordLD.《神经外科杂志》和《神经外科》是脑动静脉畸形治疗研究领域最具影响力的两本期刊,H指数较高,总引用次数,和出版物的数量。此外,对关键词的分析表明,“阿鲁巴审判,\"\"随机试验,“\”显微外科手术,\"\"玛瑙栓塞,\"和\"Spetzler-Martin成绩\"可能成为研究重点。此外,本文论述了当前的研究现状,现有问题,以及未来脑动静脉畸形治疗的潜在研究方向。
    本文献计量研究全面分析了近20年来脑动静脉畸形治疗的发表趋势。它涵盖了国际合作的趋势,出版物,和研究热点。这些信息为学者进一步研究脑动静脉畸形提供了重要参考。
    UNASSIGNED: Currently, there is a lack of intuitive analysis regarding the development trend, main authors, and research hotspots in the field of cerebral arteriovenous malformation treatment, as well as a detailed elaboration of possible research hotspots.
    UNASSIGNED: A bibliometric analysis was conducted on data retrieved from the Web of Science core collection database between 2000 and 2022. The analysis was performed using R, VOSviewer, CiteSpace software, and an online bibliometric platform.
    UNASSIGNED: A total of 1,356 articles were collected, and the number of publications has increased over time. The United States and the University of Pittsburgh are the most prolific countries and institutions in the field. The top three cited authors are Kondziolka D, Sheehan JP, and Lunsford LD. The Journal of Neurosurgery and Neurosurgery are two of the most influential journals in the field of brain arteriovenous malformation treatment research, with higher H-index, total citations, and number of publications. Furthermore, the analysis of keywords indicates that \"aruba trial,\" \"randomised trial,\" \"microsurgery,\" \"onyx embolization,\" and \"Spetzler-Martin grade\" may become research focal points. Additionally, this paper discusses the current research status, existing issues, and potential future research directions for the treatment of brain arteriovenous malformations.
    UNASSIGNED: This bibliometric study comprehensively analyses the publication trend of cerebral arteriovenous malformation treatment in the past 20 years. It covers the trend of international cooperation, publications, and research hotspots. This information provides an important reference for scholars to further study cerebral arteriovenous malformation.
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  • 文章类型: Journal Article
    在非增强CT上开发和验证影像组学模型,以区分动静脉畸形(AVM)相关血肿与高血压脑内血肿。
    共571例急性脑实质内血肿和基线非增强CT扫描的患者进行回顾性分析,其中AVM相关性血肿297例,高血压脑内血肿274例。患者以7:3的比例随机种子分为训练和验证队列。从非增强CT中提取了1,688个血肿的影像组学特征。然后,应用最小绝对收缩和选择算子(LASSO)回归来选择特征并构建影像组学模型.在这项研究中,我们构建了仅基于影像组学特征的影像组学模型.此外,使用影像组学特征构建了一个组合模型,放射科医生评估的临床特征和放射学体征。此外,我们比较了两种模型在区分AVM相关血肿和高血压脑内血肿方面的预测性能.
    总共选择了67个影像组学特征以通过LASSO回归建立影像组学特征。基于影像组学的模型用2个分类器构建,支持向量机(SVM)和逻辑回归(LR)。基于影像组学的模型在训练集中的AUC分别为0.894和0.904,在SVM分类器和LR分类器的验证集中分别为0.774和0.782。分别。组合模型的AUC(结合影像组学,年龄和钙化)在训练集中分别为0.976和0.981,在验证集中分别为0.896和0.907在SVM分类器和LR分类器中,分别。组合模型在训练集和验证集中均显示出比基于放射组学的模型更大的AUC。
    使用影像组学的组合模型,年龄和钙化对区分AVM相关血肿和高血压脑内血肿显示出令人满意的预测性能,并且具有个性化临床决策的巨大潜力。
    UNASSIGNED: To develop and validate radiomics models on non-enhanced CT for discrimination of arteriovenous malformation (AVM) related hematomas from hypertensive intracerebral hematomas.
    UNASSIGNED: A total of 571 patients with acute intraparenchymal hematomas and baseline non-enhanced CT scans were retrospectively analyzed, including 297 cases of AVM related hematomas and 274 cases of hypertensive intracerebral hematomas. The patients were divided into training and validation cohorts in a 7:3 ratio with a random seed. A total of 1,688 radiomics features of hematomas were extracted from non-enhanced CT. Then, the least absolute shrinkage and selection operator (LASSO) regression was applied to select features and construct the radiomics models. In this study, a radiomics-based model was constructed that based on the radiomics features only. Furthermore, a combined model was constructed using radiomics features, clinical characteristics and radiological signs by radiologists\' evaluation. In addition, we compared predictive performance of the two models for discrimination of AVM related hematomas from hypertensive intracerebral hematomas.
    UNASSIGNED: A total of 67 radiomics features were selected to establish radiomics signature via LASSO regression. The radiomics-based model was constructed with 2 classifiers, support vector machine (SVM) and logistic regression (LR). AUCs of the radiomics-based model in the training set were 0.894 and 0.904, in validation set were 0.774 and 0.782 in SVM classifier and LR classifier, respectively. AUCs of the combined model (combined with radiomics, age and calcification) in the training set were 0.976 and 0.981, in validation set were 0.896 and 0.907 in SVM classifier and LR classifier, respectively. The combined model showed greater AUCs than radiomics-based model in both training set and validation set.
    UNASSIGNED: The combined model using radiomics, age and calcification showed a satisfactory predictive performance for discrimination of AVM related hematomas from hypertensive intracerebral hematomas and hold great potential for personalized clinical decision.
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