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Enhancing readability and understandability of vascular surgery discharge summaries using artificial intelligence. 利用人工智能提高血管外科出院摘要的可读性和可理解性。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-09 DOI: 10.1177/17085381261425721
Federico Francisco Pennetta, Ciro Ferrer, Rocco Giudice, Roberto Chiappa, Fabio Massimo Oddi, Carlo Coscarella

ObjectivesThis study aimed to assess whether Large Language Models (LLMs), like ChatGPT-4, could simplify discharge summaries for vascular surgery patients while maintaining accuracy and completeness, ultimately improving patient comprehension and engagement in their postoperative care.MethodsIn this cross-sectional multicentric study, discharge summaries from 90 vascular surgery patients across three centers were collected. These were divided into three groups based on patient pathology: aortic pathology, peripheral artery disease, and carotid artery disease. Summaries were processed by LLMs to create patient-friendly versions with a target reading level suitable for a 6th-grade education. The readability of the original and AI-generated summaries was evaluated using the Flesch-Kincaid Grade Level and Ease Score. Understandability and actionability were assessed with the Patient Education Materials Assessment Tool for Print (PEMAT-P), which evaluates the clarity, organization, and actionable nature of the text. Accuracy and completeness were rated using a 6-point Likert scale and a 3-point Likert scale, respectively. Statistical analyses, including paired-samples t-tests, ANOVA, and post-hoc tests, were performed to assess the differences between the original and AI-modified summaries.ResultsAI-generated summaries demonstrated significant improvements in readability, with a 39.6% reduction in Flesch-Kincaid Grade Level and a 106.37% increase in Ease Score. The mean understandability score based on PEMAT-P was 77.71, while the actionability score was 52.12. Accuracy was rated highly (mean score of 5.21), and completeness had a mean score of 2.61. However, 10.8% of summaries had omissions, and 7.5% had hallucinations, with corrections made in some cases.ConclusionsLLMs like ChatGPT-4 can significantly improve the readability and accessibility of discharge summaries for vascular surgery patients, enhancing their understanding and engagement in postoperative care. While the summaries were accurate and complete, the occurrence of errors suggests the need for further refinement to minimize omissions and hallucinations. These findings indicate that AI can be a valuable tool in improving communication between healthcare providers and patients. Future research should focus on reducing errors and enhancing actionability.

本研究旨在评估像ChatGPT-4这样的大语言模型(LLMs)是否可以简化血管手术患者的出院总结,同时保持准确性和完整性,最终提高患者对术后护理的理解和参与度。方法在这项横断面多中心研究中,收集了来自三个中心的90例血管手术患者的出院总结。根据患者病理分为三组:主动脉病理、外周动脉疾病和颈动脉疾病。摘要由法学硕士处理,以创建适合六年级教育的目标阅读水平的患者友好版本。使用Flesch-Kincaid Grade Level和Ease Score评估原始摘要和人工智能生成摘要的可读性。使用患者教育材料评估工具(PEMAT-P)评估可理解性和可操作性,该工具评估文本的清晰度、组织和可操作性。准确性和完整性分别使用6点李克特量表和3点李克特量表进行评定。统计分析包括配对样本t检验、方差分析和事后检验,以评估原始摘要和人工智能修改摘要之间的差异。结果人工智能生成的摘要在可读性上有了显著的改善,Flesch-Kincaid Grade Level降低了39.6%,Ease Score提高了106.37%。基于PEMAT-P的平均可理解性评分为77.71分,可行动性评分为52.12分。准确性评价较高(平均得分5.21),完整性评价平均得分2.61。然而,10.8%的总结有遗漏,7.5%的总结有幻觉,在某些情况下有更正。结论ChatGPT-4等sllms可显著提高血管外科患者出院总结的可读性和可及性,增强患者对术后护理的理解和参与。虽然总结是准确和完整的,但错误的出现表明需要进一步完善,以尽量减少遗漏和幻觉。这些发现表明,人工智能可以成为改善医疗保健提供者和患者之间沟通的宝贵工具。未来的研究应侧重于减少错误和提高可操作性。
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引用次数: 0
Statin usage in patients with atherosclerotic occlusive vascular disease. 他汀类药物在动脉粥样硬化闭塞性血管疾病患者中的应用。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-08 DOI: 10.1177/17085381261425736
Mesut Engin, Enes Salih Altınsoy
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引用次数: 0
Apolipoprotein and peripheral artery disease: Mendelian randomization analysis. 载脂蛋白与外周动脉疾病:孟德尔随机分析
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2024-12-17 DOI: 10.1177/17085381241309809
Chen-Xin Wan, Yu-Shu Gong, Tao Xu

BackgroundThe prevalence of peripheral arterial disease (PAD) is on the rise globally, leading to adverse clinical outcomes. Our aim was to investigate the causal relationship between apolipoprotein and PAD, as well as the potential mediating role of smoking, diabetes, hypertension, myocardial infarction, and ischemic stroke.MethodsWe employed two-sample Mendelian randomization (TSMR) to assess the causal effect of apoB/A1 on the risk of PAD and potential mediators (smoking, diabetes mellitus, hypertension, myocardial infarction, and ischemic stroke), as well as the causal effect of those mediators on PAD. The use of multivariate MR (MVMR) allowed us to explore and quantify the mediating role of these factors in the causal association between apoB/A1 and the risk of PAD.ResultsOur MR analysis showed that each standard deviation increase in apoB/A1 increased the risk of PAD by 46% (OR = 1.460, 95% CI: 1.255-1.697, P = 8.74E-07). Hypertension, myocardial infarction, and ischemic stroke were ultimately recognized as the mediators of the causal relationship between apoB/A1 and PAD, explaining 7.5%, 19.7%, and 62.5% of the causal effect, respectively, and the proportion combined of the three together was 81%.ConclusionsThese studies demonstrated that elevated apoB/A1 increases the risk of developing PAD and that this association may be mediated by hypertension, myocardial infarction, and ischemic stroke.

背景:外周动脉疾病(PAD)的患病率在全球范围内呈上升趋势,导致不良的临床结果。我们的目的是研究载脂蛋白与PAD之间的因果关系,以及吸烟、糖尿病、高血压、心肌梗死和缺血性中风的潜在介导作用。方法:我们采用双样本孟德尔随机化(TSMR)来评估apoB/A1与PAD和潜在介质(吸烟、糖尿病、高血压、心肌梗死和缺血性卒中)风险的因果关系,以及这些介质对PAD的因果关系。多变量磁共振(MVMR)的使用使我们能够探索和量化这些因素在载脂蛋白b /A1与PAD风险之间因果关系中的中介作用。结果:我们的MR分析显示,apoB/A1每增加一个标准差,PAD的风险增加46% (OR = 1.460, 95% CI: 1.255-1.697, P = 8.74E-07)。高血压、心肌梗死和缺血性脑卒中最终被认为是apoB/A1与PAD因果关系的中介因子,分别解释了7.5%、19.7%和62.5%的因果效应,三者加起来的比例为81%。结论:这些研究表明,apoB/A1升高会增加发生PAD的风险,并且这种关联可能由高血压、心肌梗死和缺血性卒中介导。
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引用次数: 0
Transcaval embolisation of type-II endoleaks - The Australian experience. 经颅栓塞治疗ii型内源性渗漏——澳大利亚的经验。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2025-01-05 DOI: 10.1177/17085381241313251
Kevin Tian, Vimalin Samuel, David Sun, Dylan Morris, Yew Toh Wong, Ramesh Velu

ObjectivesEmbolizing an abdominal aortic aneurysm sac through a transcaval approach is a novel approach to treat type-II endoleaks that occur following aortic endografting. This study reviews the outcomes of this treatment in one of the few centres in Australia that offers this procedure.MethodsA retrospective cohort study was conducted, including patients who had received transcaval embolisation of type-II endoleak over a 9-year period. The primary outcome was clinical success, defined as the absence of endoleak on post-procedural ultrasonography at 6-weeks, provided the procedure was successfully completed. Other outcomes included clinical success at 1-year, aneurysm size, rupture and aneurysm-related mortality.ResultsTwelve patients with type-II endoleak and AAA sac growth received transcaval embolisation. Technical success was achieved in 91.7% of cases, in which both Onyx 34 and coils were deployed into the sac. Clinical success, defined as an absence of endoleak on ultrasonography 6-weeks after a technically successful procedure, was achieved in 66.7% of patients, none of whom had evidence of endoleak at 1-year post-procedure. In patients whom clinical success was achieved, there was a decrease in sac size during follow-up, from 72.5 ± 13.1 at 6-weeks to 66.0 ± 12.1 at 1-year post-procedure. Aneurysm sac size continued to enlarge if clinical success was not observed, with an average sac size of 72.0 ± 14.1 at 6-weeks increasing to 76.9 ± 15.2 at 1-year. No patients suffered AAA rupture or AAA-related mortality during follow-up.ConclusionsThis study reports a high technical and clinical success rate, with outcomes that could suggest that this procedure could induce sac regression.

目的:经腔腹入路栓塞腹主动脉瘤囊是治疗主动脉植入术后发生的ii型内漏的一种新方法。本研究回顾了在澳大利亚为数不多的提供这种治疗程序的中心之一进行这种治疗的结果。方法:一项回顾性队列研究,包括9年期间接受经颅栓塞治疗的ii型肾漏的患者。主要结果是临床成功,定义为手术成功完成后6周超声检查无内漏。其他结果包括1年的临床成功、动脉瘤大小、破裂和动脉瘤相关死亡率。结果:12例ii型内漏和AAA囊生长患者接受了经颅栓塞治疗。在91.7%的病例中,将Onyx 34和线圈部署到囊内,技术成功率达到了91.7%。临床成功的定义是在技术上成功的手术后6周超声检查没有内漏,66.7%的患者在手术后1年没有内漏的证据。在获得临床成功的患者中,随访期间囊大小从6周时的72.5±13.1减小到术后1年时的66.0±12.1。如果没有观察到临床成功,动脉瘤囊的大小继续增大,6周时的平均囊大小为72.0±14.1,1年后增加到76.9±15.2。随访期间无患者发生AAA破裂或AAA相关死亡。结论:本研究报告了高技术和临床成功率,其结果可能表明该手术可以诱导囊退化。
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引用次数: 0
Diagnosis of prosthetic vascular graft infection using the management aortic graft infection collaboration (MAGIC) criteria. 应用管理主动脉瓣感染协作(MAGIC)标准诊断假体血管感染。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2025-03-13 DOI: 10.1177/17085381251326995
Mu'ath Adlouni, Daanish Sheikh, Vy Dang, Ezra Y Koh, Brandon Fong, Raniyah Nathani, Maham Rahimi

BackgroundVascular graft infection (VGI) is a devastating complication that necessitates immediate diagnosis to reduce morbidity and mortality. In 2016, The Management of Aortic Graft Infection Collaboration (MAGIC) proposed a diagnostic algorithm for identifying aortic graft infection which uses clinical, radiological, and laboratory findings to determine risk. The purpose of this study was to retrospectively validate the MAGIC criteria for VGI diagnosis and potentially broaden its application.MethodsAn IRB approved retrospective cohort study was performed with 28 suspected VGI patients from our institution. A blinded chart review categorized patients based on MAGIC criteria into "infected," "suspected infection," or "insufficient evidence" groups. Due to the MAGIC criteria's placement of a third outcome, "suspected infection," the results were dichotomized into two systems whereby "suspected infection" patients were considered as infected (S = I) or uninfected (S = NI). Both dichotomized systems from the MAGIC criteria were then compared to the clinical diagnosis (with surgical evidence when possible) from which sensitivity and specificity were calculated.ResultsA total of 15 patients (54%) presented with definitive VGI, two patients (7%) presented with suspicion for VGI, and 11 patients (39%) presented with insufficient evidence to suspect VGI; placement in these categories were determined by the MAGIC criteria at entry to the study. When using clinical diagnoses, 17 out of 28 had VGI (61%). When using the categorization system S = I, sensitivity was 88.2% and specificity of 100%, for S = NI, sensitivity dropped to 76.4%, but specificity remained at 100%. These results were recomputed using only 25 of the 28 patients who were good surgical candidates. Using this new surgical threshold and smaller cohort to compare MAGIC against, sensitivity was calculated to be 93.3% with a specificity of 100% when S = I. When S = NI, the sensitivity was calculated to be 86.7% with specificity remaining at 100%.ConclusionsThe MAGIC criteria provide excellent specificity and reasonable sensitivity for diagnosis of VGI for peripheral and aortic revascularization.

背景:血管移植感染(VGI)是一种毁灭性的并发症,需要立即诊断以降低发病率和死亡率。2016年,The Management of Aortic Graft Infection Collaboration (MAGIC)提出了一种用于识别主动脉瓣感染的诊断算法,该算法使用临床、放射学和实验室结果来确定风险。本研究的目的是回顾性验证MAGIC诊断VGI的标准,并有可能扩大其应用范围。方法采用经IRB批准的回顾性队列研究,对我院28例疑似VGI患者进行研究。盲法图表回顾根据MAGIC标准将患者分为“感染”、“疑似感染”或“证据不足”组。由于MAGIC标准放置了第三个结果“疑似感染”,结果被分为两个系统,其中“疑似感染”患者被认为是感染(S = I)或未感染(S = NI)。然后将MAGIC标准的两种二分法系统与临床诊断(可能时有手术证据)进行比较,计算敏感性和特异性。结果确诊VGI 15例(54%),怀疑VGI 2例(7%),怀疑VGI证据不足11例(39%);在这些类别中的位置是在研究开始时由MAGIC标准决定的。临床诊断时,28例患者中有17例(61%)有VGI。当使用S = I分类系统时,敏感性为88.2%,特异性为100%,当使用S = NI分类系统时,敏感性降至76.4%,但特异性仍为100%。这些结果被重新计算,只使用28例患者中的25例,他们是良好的手术候选人。使用这个新的手术阈值和更小的队列来比较MAGIC,当S = i时,计算出的敏感性为93.3%,特异性为100%。当S = NI时,计算出的敏感性为86.7%,特异性为100%。结论MAGIC标准对外周血管重建术和主动脉血管重建术诊断VGI具有良好的特异性和合理的敏感性。
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引用次数: 0
Femoral vein transposition fistula with short skip incisions: an optimised minimally invasive technique. 股静脉转位瘘短切口:一种优化的微创技术。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2024-12-20 DOI: 10.1177/17085381241305193
A Norton de Matos, Henrique Guedes da Rocha, Clemente Sousa

ObjectivesFemoral vein transposition (tFV) is a complex procedure that provides high patency rates for patients with exhausted upper-limb vascular access. Traditionally, the procedure involves a long single incision in the thigh to harvest the femoral vein, but this approach is associated with increased risks of local complications such as infections and haematomas. Skip incisions have shown to lower complication rates and shorten maturation times. We present an optimised, minimally invasive technique that transposes the femoral vein through three short skip incisions on the anterior thigh.MethodsWe present the technical details and outcomes of three patients who underwent femoral vein transposition (tFV) for haemodialysis access. Additionally, we conducted a literature review on lower-limb vascular access options for haemodialysis.ResultsPre-operative clinical and ultrasound assessments confirmed femoral vein transposition (tFV) eligibility. The procedure involved three short skip incisions along the medial thigh to harvest the femoral vein. Subcutaneous tunnelization was performed through the anterior thigh. The arteriovenous anastomosis was sized at 3-4 mm to minimise the risk of lower-limb steal syndrome. The average procedure duration was 120 min. Postoperative recovery was uneventful, with patients discharged an average of 6 days after surgery. Wound healing was satisfactory, and the access was cannulated approximately 3 weeks post-procedure.ConclusionsThis method reduces wound complications and significantly improves the comfort of patients and dialysis nursing staff by enhancing cannulation access and increasing the availability of puncture sites, thereby improving the overall patient care experience.

目的:股静脉转位(tFV)是一种复杂的手术,为上肢血管通道衰竭的患者提供了高的通畅率。传统上,该手术需要在大腿上切开一个长切口来切除股静脉,但这种方法会增加局部并发症的风险,如感染和血肿。跳过切口已显示出较低的并发症发生率和缩短成熟时间。我们提出了一种优化的微创技术,通过大腿前部的三个短切口转置股静脉。方法:我们介绍了3例接受股静脉转位(tFV)进行血液透析通路的技术细节和结果。此外,我们对血液透析的下肢血管通路选择进行了文献回顾。结果:术前临床和超声评估证实了股静脉转位(tFV)的资格。该手术涉及沿大腿内侧的三个短切口以获取股静脉。经大腿前行皮下隧道术。动静脉吻合口的尺寸为3-4 mm,以尽量减少下肢偷血综合征的风险。平均手术时间为120分钟。术后恢复平稳,患者平均术后6天出院。伤口愈合令人满意,术后约3周插管。结论:该方法增加了穿刺点的可及性,减少了伤口并发症,显著提高了患者和透析护理人员的舒适度,从而改善了患者的整体护理体验。
{"title":"Femoral vein transposition fistula with short skip incisions: an optimised minimally invasive technique.","authors":"A Norton de Matos, Henrique Guedes da Rocha, Clemente Sousa","doi":"10.1177/17085381241305193","DOIUrl":"10.1177/17085381241305193","url":null,"abstract":"<p><p>ObjectivesFemoral vein transposition (tFV) is a complex procedure that provides high patency rates for patients with exhausted upper-limb vascular access. Traditionally, the procedure involves a long single incision in the thigh to harvest the femoral vein, but this approach is associated with increased risks of local complications such as infections and haematomas. Skip incisions have shown to lower complication rates and shorten maturation times. We present an optimised, minimally invasive technique that transposes the femoral vein through three short skip incisions on the anterior thigh.MethodsWe present the technical details and outcomes of three patients who underwent femoral vein transposition (tFV) for haemodialysis access. Additionally, we conducted a literature review on lower-limb vascular access options for haemodialysis.ResultsPre-operative clinical and ultrasound assessments confirmed femoral vein transposition (tFV) eligibility. The procedure involved three short skip incisions along the medial thigh to harvest the femoral vein. Subcutaneous tunnelization was performed through the anterior thigh. The arteriovenous anastomosis was sized at 3-4 mm to minimise the risk of lower-limb steal syndrome. The average procedure duration was 120 min. Postoperative recovery was uneventful, with patients discharged an average of 6 days after surgery. Wound healing was satisfactory, and the access was cannulated approximately 3 weeks post-procedure.ConclusionsThis method reduces wound complications and significantly improves the comfort of patients and dialysis nursing staff by enhancing cannulation access and increasing the availability of puncture sites, thereby improving the overall patient care experience.</p>","PeriodicalId":23549,"journal":{"name":"Vascular","volume":" ","pages":"159-164"},"PeriodicalIF":0.9,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142872049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preferences of continuous care service options for patients with venous leg ulcer development of attributes for discrete choice experiments. 静脉性腿部溃疡患者对持续护理服务选项的偏好,为离散选择实验开发属性。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2024-12-16 DOI: 10.1177/17085381241307911
Panpan Zhou, Xian Wang, Fei Gu, Zheng Huang, Jinzhi Yu, Meng Li

BackgroundPatients suffering from lower extremity venous ulcers typically undergo prolonged dressing changes, entailing extended treatment cycles and significant costs, creating an urgent need for effective continuous care. There is scarce literature reporting on the preferences and requirements for wound care within continuous care services for such conditions. Discrete choice experiments serve as an innovative method to elicit patient preferences, where the development of attributes and levels is a critically important process.ObjectiveTo identify attributes and levels patients with venous leg ulcers consider when making decisions about continued care services for venous leg ulcers.MethodsIn this study, we employed four steps to devise service features (i.e., attributes) and their potential manifestations (i.e., levels). Firstly, we conducted a systematic literature search with articles screened and content compiled by two researchers to identify possible service attributes. Secondly, we conducted in-depth interviews with patients suffering from venous leg ulcers to gather personal experiences and expectations for quality care, and used Nvivo11.0 for data management. Thirdly, focus group discussions were held to assess general viewpoints from various perspectives. Finally, expert meetings were organized to refine our research tools further. To narrow down the attributes to a manageable number for the discrete choice experiment, focus groups and expert meetings performed ranking exercises, calculating the average importance scores by dividing the total score by the number of participants and ranking attributes from highest to lowest average scores.ResultsThrough literature reviews, qualitative data acquisition, expert meetings, and ranking exercises, a total of six attributes were finalized, each with two to three levels. The attributes included: 1) service cost (Ave score: 4.7); 2) Mode of service delivery (Ave score: 4.5); 3) Service type (Ave score: 4.4); 4) Consistency of caregiver (Ave score: 4.4); 5) Category of service providers (Ave score: 4.3); and 6) Appointment scheduling (Ave score: 4.3). These attributes encompassed key aspects related to wound care in the continuous care services for patients with venous leg ulcers.ConclusionsThe mixed-methods approach adopted in this study has proven particularly suitable for identifying, refining, and selecting attributes and levels for discrete choice experiments. By leveraging the advantages and limitations of the four steps, and especially through qualitative data analysis, a more profound and comprehensive understanding of the attributes and levels was achieved. This approach has facilitated the practicality and accuracy in attribute construction, enhancing the overall efficacy of the DCE design.

背景:下肢静脉溃疡患者通常需要长期更换敷料,治疗周期延长,费用高昂,因此迫切需要有效的持续护理。有关此类疾病持续护理服务中伤口护理的偏好和要求的文献报道很少。离散选择实验是激发患者偏好的一种创新方法,其中属性和水平的发展是一个至关重要的过程:目的:确定静脉性腿部溃疡患者在决定静脉性腿部溃疡的持续护理服务时所考虑的属性和水平:在本研究中,我们采用了四个步骤来设计服务特征(即属性)及其潜在表现(即水平)。首先,我们进行了系统的文献检索,由两名研究人员筛选文章并汇编内容,以确定可能的服务属性。其次,我们对静脉性腿部溃疡患者进行了深入访谈,收集他们的个人经历和对优质护理的期望,并使用 Nvivo11.0 进行数据管理。第三,我们举行了焦点小组讨论,从不同角度评估总体观点。最后,组织了专家会议,进一步完善我们的研究工具。为了将离散选择实验的属性缩小到一个可管理的数量,焦点小组和专家会议进行了排序练习,通过将总分除以参与人数来计算平均重要性得分,并将属性的平均得分从高到低进行排序:通过文献回顾、定性数据采集、专家会议和排序练习,最终确定了六种属性,每种属性有两到三个等级。这些属性包括1) 服务成本(平均得分:4.7);2) 服务提供方式(平均得分:4.5);3) 服务类型(平均得分:4.4);4) 护理人员的一致性(平均得分:4.4);5) 服务提供者类别(平均得分:4.3);以及 6) 预约时间安排(平均得分:4.3)。这些属性涵盖了静脉性腿部溃疡患者持续护理服务中与伤口护理相关的关键方面:本研究采用的混合方法已被证明特别适用于识别、完善和选择离散选择实验的属性和水平。通过利用四个步骤的优势和局限性,特别是通过定性数据分析,我们对属性和等级有了更深刻、更全面的理解。这种方法提高了属性构建的实用性和准确性,增强了离散选择实验设计的整体效果。
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引用次数: 0
Limb salvage prediction in peripheral artery disease patients using angiographic computer vision. 利用血管造影计算机视觉预测外周动脉疾病患者的肢体保留。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2025-01-03 DOI: 10.1177/17085381241312467
Yury Rusinovich, Vitalii Liashko, Volha Rusinovich, Alina Shastak, Leon Bruder, Safwan Omran, Andreas Greiner, Markus Doss, Daniela Branzan

BackgroundPeripheral artery disease (PAD) outcomes often rely on the expertise of individual vascular units, introducing potential subjectivity into disease staging. This retrospective, multicenter cohort study aimed to demonstrate the ability of artificial intelligence (AI) to provide disease staging based on inter-institutional expertise by predicting limb outcomes in post-interventional pedal angiograms of PAD patients, specifically in comparison to the inframalleolar modifier in the Global Limb Anatomic Staging System (IM GLASS).MethodsWe used computer vision (CV) based on the MobileNetV2 model, implemented via TensorFlow.js library, for transfer learning and feature extraction from 518 pedal angiograms of PAD patients with known 3-month limb outcomes: 218 salvaged limbs, 140 minor amputations, and 160 major amputations.ResultsAfter 43 epochs of training with a learning rate of 0.001 and a batch size of 16, the model achieved a validation accuracy of 95% and a test accuracy of 93% in differentiating salvaged limbs from amputations. In manual testing with 45 angiograms excluded from the training, validation, and test processes, the AI predicted mean limb salvage probabilities of 96% for actual salvaged limbs, 27% for minor amputations, and 17% for major amputations (p-value < .001). The correlation coefficient between the CV model-predicted outcome and the actual outcome for these 45 angiograms was 0.7, nearly five times higher than that between the IM GLASS pattern and the actual outcome (0.14).ConclusionComputer vision can analyze angiograms and predict disease outcomes, demonstrating a significant correlation between predicted and actual limb salvage rates, outperforming IM GLASS segmentation by a vascular specialist. It has the potential to provide immediate and precise treatment results during vascular interventions, tailored to (inter)institutional expertise, and enhance individualized decision-making.

背景:外周动脉疾病(PAD)的预后通常依赖于单个血管单位的专业知识,在疾病分期中引入了潜在的主观性。这项回顾性、多中心队列研究旨在证明人工智能(AI)能够根据机构间专业知识提供疾病分期,通过预测PAD患者介入后足部血管造影的肢体结局,特别是与全球肢体解剖分期系统(IM GLASS)中的踝下修饰因子进行比较。方法:我们使用基于MobileNetV2模型的计算机视觉(CV),通过TensorFlow.js库实现,对518例已知3个月肢体结局的PAD患者足部血管图进行迁移学习和特征提取:218例残肢,140例轻度截肢,160例重度截肢。结果:经过43次训练,学习率为0.001,batch size为16,该模型在残肢与残肢鉴别上的验证准确率为95%,测试准确率为93%。在排除训练、验证和测试过程的45张血管造影的人工测试中,人工智能预测实际保留肢体的平均肢体保留概率为96%,轻微截肢为27%,严重截肢为17% (p值< 0.001)。这45张血管造影的CV模型预测结果与实际结果的相关系数为0.7,比IM GLASS模式与实际结果的相关系数(0.14)高出近5倍。结论:计算机视觉可以分析血管图像并预测疾病结果,显示预测和实际肢体保留率之间存在显著相关性,优于由血管专家进行的IM GLASS分割。它有可能在血管干预期间提供即时和精确的治疗结果,根据(机构间)专业知识量身定制,并加强个性化决策。
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引用次数: 0
Endovascular laser fenestration of a frozen elephant trunk stent graft for treatment of chronic cerebral malperfusion. 冷冻象鼻支架血管内激光开窗治疗慢性脑灌注不良。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2025-01-09 DOI: 10.1177/17085381251313581
Richard Shi, Sanford Manning Zeigler, Mathew David Wooster

ObjectivesMal-deployment of the thoracic endovascular aortic repair (TEVAR) stent graft during a frozen elephant trunk (FET) procedure for an acute type A aortic dissection (ATAAD) leads to devastating complications. We report a hemiarch replacement with TEVAR stent graft covering the aortic arch vessels salvaged through an endovascular approach.MethodsA 69-year-old man with ATAAD in 2018, status post-hemiarch repair with TEVAR, presented in 2023 with progressive dizziness/syncope and lower extremity hypertension with inability to tolerate anti-hypertensives. A CT scan revealed TEVAR stent graft coverage of the brachiocephalic, left common carotid (LCA), and left subclavian artery (LSA), with retrograde flow into the arch vessels through a false lumen fed by a dissection fenestration at the aortic bifurcation. Given an elevated peri-operative death and stroke risk with an open arch revision, we performed an in situ anterograde laser fenestration of his FET with LCA and LSA stenting via the Culotte technique.ResultsOn 1 year follow-up, the patient's dizziness has resolved, and he has maintained normotension via anti-hypertensives.ConclusionLaser fenestration and the Culotte technique can be used to salvage a TEVAR causing coverage of the arch vessels, showing that endovascular techniques can be a safe alternative for rescuing mal-positioned FETs.

目的:在治疗急性a型主动脉夹层(ATAAD)的冷冻象鼻(FET)手术中,胸椎血管内主动脉修复(TEVAR)支架的错误部署导致了毁灭性的并发症。我们报告一例经血管内入路修复的覆盖主动脉弓血管的TEVAR支架充血置换。方法:一名69岁男性,2018年患有ATAAD,采用TEVAR进行出血后修复,于2023年出现进行性头晕/晕厥和下肢高血压,无法耐受抗高血压药物。CT扫描显示TEVAR支架覆盖了头臂、左颈总动脉(LCA)和左锁骨下动脉(LSA),血流通过主动脉分叉处夹层开窗的假腔逆行进入弓血管。考虑到开放弓翻修术的围手术期死亡和卒中风险升高,我们通过Culotte技术对他的FET进行了原位顺行激光开窗,并进行了LCA和LSA支架置入。结果:随访1年,患者头晕症状消失,并通过降压药维持血压正常。结论:激光开窗和Culotte技术可用于挽救导致弓血管覆盖的TEVAR,表明血管内技术可作为一种安全的替代方法来挽救定位错误的fet。
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引用次数: 0
Application of artificial intelligence in carotid endarterectomy and carotid artery stenting: A systematic review. 人工智能在颈动脉内膜切除术和颈动脉支架置入术中的应用综述。
IF 0.9 4区 医学 Q4 PERIPHERAL VASCULAR DISEASE Pub Date : 2026-02-01 Epub Date: 2025-04-01 DOI: 10.1177/17085381251331394
Connor Greatbatch, Madeleine Arnott, Cameron Robertson

ObjectivesCarotid stenosis plays a significant role in stroke burden. Surgical intervention in the form of carotid endarterectomy or carotid artery stenting is an important stroke risk reduction strategy. Careful patient selection with identification of high-risk individuals is crucial to operative planning given perioperative risks including stroke, myocardial infarction, and death. Machine learning (ML) is a subset of artificial intelligence (AI) consisting of mathematical algorithms that can learn from datasets to perform particular tasks. These algorithms offer a tool for prediction of patient outcomes by analysis of preoperative data leading to improved patient selection. This systematic review aims to assess the use of artificial intelligence in risk stratification for carotid endarterectomy and carotid artery stenting.MethodsPubMed, Web of Knowledge, EMBASE, and the Cochrane Library were systematically searched to identify any articles utilising artificial intelligence in predicting surgical outcomes in carotid endarterectomy or carotid artery stenting. After duplicate removal, all studies underwent independent title and abstract screening followed by quality assessment using the PROBAST tool. Data extraction was then carried out for synthesis and comparison of study outcomes including accuracy, area under receiver operator curve (AUC), sensitivity, and specificity.ResultsAfter duplicate processing, a total of 100 articles underwent title and abstract screening resulting in 11 clinical studies published between 2008 and 2023 that fit eligibility criteria. Surgical outcomes assessed included haemodynamic instability, shunt requirement, hyperperfusion syndrome, stroke, myocardial infarction, and death. Artificial intelligence models were able to accurately predict major adverse cardiovascular events (AUC 0.84), postoperative haemodynamic instability (AUC 0.86), shunt requirement (AUC 0.87), and postoperative hyperperfusion syndrome (AUC 0.95). However, many studies had a high risk of bias due to lack of external validation.ConclusionThis systematic review highlights the potential application of machine learning in prediction of surgical outcomes in carotid artery intervention. However, use of these tools in a clinical setting requires further robust study with use of external validation and larger patient datasets.

目的颈动脉狭窄在脑卒中负担中起重要作用。以颈动脉内膜切除术或颈动脉支架植入术的形式进行手术干预是降低卒中风险的重要策略。考虑到围手术期的风险包括中风、心肌梗死和死亡,仔细选择患者并确定高危个体对手术计划至关重要。机器学习(ML)是人工智能(AI)的一个子集,由可以从数据集中学习以执行特定任务的数学算法组成。这些算法提供了一种工具,通过分析术前数据来预测患者的预后,从而改善患者的选择。本系统综述旨在评估人工智能在颈动脉内膜切除术和颈动脉支架置入术风险分层中的应用。方法系统检索spubmed、Web of Knowledge、EMBASE和Cochrane Library,找出任何利用人工智能预测颈动脉内膜切除术或颈动脉支架置入术结果的文章。去除重复后,所有研究进行独立的标题和摘要筛选,然后使用PROBAST工具进行质量评估。然后进行数据提取,以综合和比较研究结果,包括准确性、受试者操作曲线下面积(AUC)、敏感性和特异性。经过重复处理,共有100篇文章进行了标题和摘要筛选,结果在2008年至2023年期间发表的11项临床研究符合资格标准。评估的手术结果包括血流动力学不稳定、分流需求、高灌注综合征、中风、心肌梗死和死亡。人工智能模型能够准确预测主要不良心血管事件(AUC 0.84)、术后血流动力学不稳定(AUC 0.86)、分流需求(AUC 0.87)和术后高灌注综合征(AUC 0.95)。然而,由于缺乏外部验证,许多研究存在较高的偏倚风险。结论本系统综述强调了机器学习在颈动脉介入手术预后预测中的潜在应用。然而,在临床环境中使用这些工具需要使用外部验证和更大的患者数据集进行进一步的可靠研究。
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