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The Added Effect of Artificial Intelligence in CT Assessment of Abdominal Lymphadenopathy. 人工智能在腹部淋巴结病CT评估中的附加作用。
Pub Date : 2024-01-01
R A Meshref, I A Saleem, A A Salama, S H Darwish, S M El-Kholy, E I Mohame

Lymphadenopathy is associated with lymph node abnormal size or consistency due to many causes. We employed the deep convolutional neural network ResNet-34 to detect and classify CT images from patients with abdominal lymphadenopathy and healthy controls. We created a single database containing 1400 source CT images for patients with abdominal lymphadenopathy (n = 700) and healthy controls (n = 700). To train, test, and cross-validate the ResNet-34 classifier to detect specific lesions, we first resized and normalized all images. Then, we randomly divided the 1400 images into 88 groups of 16, and the classifier was trained to identify and label lesions using automatic volume delineation 3D reconstruction of target areas. The ResNet-34 had a diagnostic accuracy with receiver operating characteristic (ROC) curves of the true-positive rate versus the false-positive rate with the area under the curve (AUC) of 0.9957 and 1.00 for abdominal lymphadenopathy and healthy control CT images, respectively. This accuracy implied identical high sensitivity and specificity values of 99.57 % and 100% for the two groups. The added effect of ResNet-34 is a success rate of 99.57% and 100% for classifying random CT images of the two groups, with an overall accuracy of 99.79% in the testing subset for detecting and classifying lymph node lesions. Based on this high classification precision, we believe the output activation map of the final layer of the ResNet-34 is a powerful tool for the accurate diagnosis of lymph node lesions of abdominal lymphadenopathy from CT images.

淋巴结病与淋巴结异常大小或一致性有关,这是由许多原因引起的。我们采用深度卷积神经网络ResNet-34对腹部淋巴结病患者和健康对照者的CT图像进行检测和分类。我们创建了一个单一的数据库,包含1400张来自腹部淋巴结病变患者(n = 700)和健康对照(n = 700)的CT图像。为了训练、测试和交叉验证ResNet-34分类器以检测特定病变,我们首先调整所有图像的大小并将其归一化。然后,我们将1400张图像随机分为88组,每组16张,并对分类器进行训练,通过对目标区域的自动体积勾画三维重建来识别和标记病变。ResNet-34对腹部淋巴结病和健康对照CT图像的诊断准确率为0.9957和1.00,其受试者工作特征(ROC)曲线为真阳性率和假阳性率,曲线下面积(AUC)为0.9957和1.00。这一准确性意味着两组相同的高灵敏度和特异性值分别为99.57%和100%。ResNet-34的附加效果是对两组随机CT图像的分类成功率分别为99.57%和100%,在检测和分类淋巴结病变的测试子集中,总体准确率为99.79%。基于如此高的分类精度,我们认为ResNet-34最后一层的输出激活图是从CT图像中准确诊断腹部淋巴结病变的有力工具。
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引用次数: 0
Lymphology Milestone Coming in 2025-26: 60-Year Lymphology Trifecta to Commemorate Founding of the Discipline of Lymphology and the International Society of Lymphology. 淋巴学里程碑将于2025-26年到来:纪念淋巴学学科和国际淋巴学会成立60周年的淋巴学三重奏。
Pub Date : 2024-01-01
M H Witte, M Bernas

2025-26 marks 60 years since the founding of the discipline of Lymphology. Landmarks in the history of the discipline are chronicled highlighting seminal contributions of ISL members. As we look back to celebrate and commemorate our history and the explosive growth of the field, a trifecta of international conferences, all significantly contributed to by the ISL, are planned as we simultaneously look forward to the bright future of the ISL and the discipline of Lymphology.

2025-26年是淋巴学学科成立60周年。在该学科的历史上的里程碑是记录突出的ISL成员的开创性贡献。当我们回顾庆祝和纪念我们的历史和该领域的爆炸性增长时,我们计划举办三场国际会议,这些会议都是由ISL做出重大贡献的,同时我们期待ISL和淋巴学学科的光明未来。
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引用次数: 0
In Memoriam: Iwona Swedborg; 1936-2024. 纪念:Iwona Swedborg;1936-2024 .
Pub Date : 2024-01-01
K Johansson, H Brorson

In Memoriam for Iwona Swedborg a lymphology pioneer and participant in the founding of the Swedish Society of Lymphology; 1936-2024.

纪念淋巴学先驱和瑞典淋巴学学会的参与者伊沃娜·斯韦德伯格;1936 - 2024。
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引用次数: 0
Validation of a New Measurement Device (Perikit®) For Perimetry and Volumetry of The Lower Limb: Metrological and Intra-Observer Comparative Study. 一种新的测量装置(Perikit®)的验证,用于下肢的视野测量和体积测量:计量学和观察者内部比较研究。
Pub Date : 2024-01-01
M Louys, M Mathieu, S Harnie, N Adriaenssens

Accurate quantitative assessments are crucial to understanding development of diseases and their effective treatments. Various validated perimetry and volumetry measurement methods for patients with lymphedema exist and each has its own advantages and limitations and choosing the right instrument is essential. PeriKit® (PK) is a new measurement device that requires validation. This single-blind, cross-sectional study compared three assessment methods for perimetry and volumetry of the lower limb: conventional tape measure (CTM); optoelectronic infrared volumeter (Perometer®) (OS) as the gold standard); and PK. Correlation coefficients between measurements were "strong" to "very strong". The ICC of the lower limb was the highest for PK (0.995), followed by the CTM (0.986) and the OS (0.974). PK had the lowest dispersion of results for all segments. Despite its poor reliability, CTM is widely used because of its low cost and portability. The OS is simple, ergonomic, and doesn't require calibration, but suffers from imperfections such as the absence of distal extremities (i.e. feet, hands, fingers, etc.) as well as cost. PK has succeeded in reducing many of the problems associated with measurement thanks to its standardized methodology which offers high repeatability. PK can replace OS and CTM, but OS or CTM can't replace PeriKit® because they are more dispersed and less accurate.

准确的定量评估对于了解疾病的发展及其有效治疗至关重要。淋巴水肿患者有多种经过验证的视野法和体积法测量方法,每种方法都有各自的优点和局限性,选择合适的仪器至关重要。PeriKit®(PK)是一种需要验证的新型测量设备。这项单盲、横断面研究比较了三种评估下肢周边测量和体积测量的方法:常规卷尺(CTM);光电红外容积计(Perometer®)(OS)为金标准);测量值之间的相关系数为“强”至“非常强”。PK组下肢ICC最高(0.995),其次为CTM(0.986)和OS(0.974)。PK对所有区段的结果分散性最低。尽管CTM的可靠性较差,但由于其低成本和便携性而被广泛使用。该操作系统简单,符合人体工程学,不需要校准,但存在一些缺陷,例如没有远端肢体(即脚,手,手指等)以及成本。由于其提供高重复性的标准化方法,PK成功地减少了许多与测量相关的问题。PK可以取代OS和CTM,但OS或CTM不能取代PeriKit®,因为它们更分散,准确性更低。
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引用次数: 0
Physiology and Functional Pathology of the Lymphatic System with Implications for the Fontan Patient. 淋巴系统的生理学和功能病理学及其对丰坦患者的影响。
Pub Date : 2024-01-01
V Hjortdal

Contractile function of the collecting lymphatic vessels depend on smooth muscle cells, one-way valves, surrounding tissues, and regulation by the autonomic nervous system. The potentially deleterious effects of the Fontan procedure and elevated central venous pressure on lymphatic function leading to life-threatening complications are described. Presented at the 2023 ISL International Congress of Lymphology, Genoa, Italy in a special symposium on central and regional lymphatic system in health and disease.

集合淋巴管的收缩功能取决于平滑肌细胞、单向阀、周围组织以及自主神经系统的调节。本文描述了丰坦手术和中心静脉压升高对淋巴功能的潜在有害影响,从而导致危及生命的并发症。在意大利热那亚举行的 2023 年 ISL 国际淋巴大会上,在关于健康和疾病中的中央和区域淋巴系统的特别研讨会上发表。
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引用次数: 0
Prospective 2 Year Review of Lymphedema Rates in Breast Cancer Patients Following Mastectomy, Axillary Clearance, and Immediate Free Flap Breast Reconstruction. 乳腺癌患者在乳房切除术,腋窝清除和立即自由皮瓣乳房重建后淋巴水肿率的前瞻性2年回顾。
Pub Date : 2024-01-01
M Anderson, D Hamilton, A Munnoch

The reported incidence of lymphedema varies greatly among women treated for breast cancer, making counselling for surgery challenging. This study assessed the incidence of lymphedema in patients undergoing mastectomy and free flap reconstruction using robust, quantifiable, and replicable diagnostic criteria. Data on limb circumference, limb volume, and reported symptoms was collected prospectively pre-operatively, post operatively, and at 2 years. All patients undergoing skin sparing mastectomy with axillary node clearance and immediate free tissue breast reconstruction between 2009 and 2018 were included. We followed 113 patients to 2-year follow-up. The prevalence of patients meeting two identifying criteria was highest in the immediate post-operative period at 11%, falling to 4% at 2 years. The proportion of patients meeting three criteria remained static from the post-operative period to two years at 7%, though the incidence declined over that period. All the patients with three identifying criteria post-operatively and at two years had received either chemotherapy or chemotherapy and radiotherapy. Clear diagnostic criteria are important for the accurate assessment and study of post operative lymphedema. It is possible that free tissue transfer could reduce the incidence of or delays the onset of lymphedema in patients undergoing mastectomy and axillary clearance.

据报道,在接受乳腺癌治疗的妇女中,淋巴水肿的发病率差异很大,这使得手术咨询具有挑战性。本研究使用可靠的、可量化的、可复制的诊断标准评估了接受乳房切除术和游离皮瓣重建的患者淋巴水肿的发生率。术前、术后和2年前瞻性地收集肢体围度、肢体体积和报告症状的数据。在2009年至2018年期间,所有接受保留皮肤乳房切除术并清除腋窝淋巴结和立即自由组织乳房重建的患者都被纳入研究。我们对113例患者进行了为期2年的随访。符合两项识别标准的患者在术后立即期的患病率最高,为11%,2年后降至4%。从术后到两年内,符合三项标准的患者比例保持不变,为7%,尽管在此期间发病率有所下降。所有患者术后及术后两年均接受化疗或化疗加放疗。明确的诊断标准对于术后淋巴水肿的准确评估和研究至关重要。这是可能的,游离组织转移可以减少发生率或延迟淋巴水肿的发作患者接受乳房切除术和腋窝清除。
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引用次数: 0
Classification of Breast Lymphedema in a Racially Diverse Cohort. 不同种族队列中的乳腺淋巴水肿分类
Pub Date : 2024-01-01
J G Chen, C B Perez, A Coogan, T Kim, L Sanchez-Johnsen, K Ohara, C Nelson, D M Rizzo, J Matt, E J Watson, M M Sowden, T P Ahern

Breast lymphedema is a common sequela of breast conservation that delays healing and reduces quality of life. No rigorous classification system exists for this condition. We explored approaches for classifying breast lymph-edema based on breast ultrasound, physical exam, and patient-reported outcomes. We enrolled 80 patients from two institutions. Each site enrolled 30 invasive breast cancer patients treated with breast conservation and radiotherapy, and 10 control patients evaluated for benign breast complaints. All patients underwent bilateral breast ultrasound to measure dermal thickness and were assessed for physical signs of breast lymphedema. Patients reported quality of life impacts on standard questionnaires. We derived breast lymphedema classifiers using (1) a simple ultrasound-based metric of dermal thickness difference, and (2) a multiparameter machine learning classifier based on dermal thickness difference, physical exam, and patient-reported impacts. Ultrasound-defined breast lymphedema was present in 72% (95% CI: 59 to 82%) of invasive breast cancer patients. The multiparameter classifier identified three distinct patient groups: one with little evidence of breast lymph-edema, and two with increasingly severe breast lymphedema. A simple ultrasound-based measure and a novel multiparameter classifier both show promise for rigorous classification of breast lymphedema and warrant further development in larger patient cohorts.

乳房淋巴水肿是乳房保存术后常见的后遗症,会延迟愈合并降低生活质量。目前还没有针对这种情况的严格分类系统。我们探索了基于乳腺超声、体格检查和患者报告结果的乳腺淋巴水肿分类方法。我们从两家机构招募了 80 名患者。两家机构各接收了 30 名接受保乳和放疗治疗的浸润性乳腺癌患者,以及 10 名接受良性乳腺疾病评估的对照组患者。所有患者都接受了双侧乳腺超声波检查,以测量真皮厚度,并对乳腺淋巴水肿的体征进行评估。患者在标准问卷中报告了生活质量受到的影响。我们使用(1)基于超声波的真皮厚度差简单指标,以及(2)基于真皮厚度差、体格检查和患者报告的影响的多参数机器学习分类器,得出了乳腺淋巴水肿分类器。72%(95% CI:59-82%)的浸润性乳腺癌患者存在超声定义的乳腺淋巴水肿。多参数分类器确定了三个不同的患者组别:一个是几乎没有乳腺淋巴水肿证据的患者组别,另两个是乳腺淋巴水肿日益严重的患者组别。基于超声波的简单测量方法和新型多参数分类器都显示了对乳腺淋巴水肿进行严格分类的前景,值得在更大的患者群体中进一步开发。
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引用次数: 0
Looking Backward and Looking Forward: Revisiting "Clinical Usefulness of Thoracic Duct Cannulation". 回顾过去,展望未来:重新审视 "胸导管置管的临床实用性"。
Pub Date : 2024-01-01
M H Witte

Over the past decade, there has been a resurgence of interest in the thoracic duct and central lymphatic system and its disorders, stimulated by advances in interventional magnetic resonance imaging techniques and urgent challenges in the clinical management of lymphatic malformations and lymphatic complications from congenital heart disease. The following chapter reprinted here written shortly after the formal founding of the discipline of lymphology and the International Society of Lymphology, describes early efforts, and also suggests future directions now being revisited and others yet to be explored (1).

在过去十年中,介入性磁共振成像技术的进步以及淋巴畸形和先天性心脏病引起的淋巴并发症的临床治疗所面临的紧迫挑战,再次激发了人们对胸导管和中央淋巴系统及其疾病的兴趣。下面这一章是在淋巴学学科和国际淋巴学会正式成立后不久撰写的,描述了早期的工作,并提出了目前正在重新审视的未来方向和其他有待探索的方向(1)。
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引用次数: 0
Genetic Study of HGF-MET Signaling Pathway in Primary Lymphedema Patients: Supporting Evidence for Loss of Function Variants in HGF. 原发性淋巴水肿患者HGF- met信号通路的遗传学研究:支持HGF功能变异丧失的证据。
Pub Date : 2024-01-01
R Kozacikova, D Veselenyiova, V Gelanova, I Belanova, G Bonetti, J Kaftalli, P E Maltese, A Macchia, C Micheletti, K Donato, L Ferrari, S Miertus, J Miertus, M Ricci, M Cestari, Si Michelini, Se Michelini, S Cecchin, M Bertelli, Sa Michelini

The lymphatic system is composed of lymphatic vessels that connect lymphatic organs and play a critical role in draining lymph fluid from the intracellular environment. Disruptions in this system can lead to defects in lymphatic development and lymphedema which is characterized by chronic inflammation and fluid accumulation in tissues, finally resulting in swelling, pain, and fibrosis. If caused by genetic variants, this condition is referred to as primary lymphedema. This study explores the genetic basis of primary lymphedema in an Italian cohort retrospectively analyzing sequencing data and focusing specifically on genes involved in the HGF/MET signaling pathway. This pathway is crucial for lymphangiogenesis and lymphatic function, but the involved genes miss a clear association with lymphedema in clinical practice. The analysis identified 8 variants in three key genes, namely HGF, MET, and CBL, among 8 unrelated patients. Seven of these variants have never been reported in literature as associated with lymphedema. We performed molecular modeling studies to evaluate the effect of the three identified missense variants in MET, supporting the pathogenicity of two of them. The identification of these variants supports the significance of alterations in HGF/MET signaling pathway as possible causes of primary lymphedema.

淋巴系统由淋巴管组成,淋巴管连接淋巴器官,并在将淋巴液排出细胞内环境中发挥关键作用。该系统的破坏可导致淋巴发育缺陷和淋巴水肿,其特征是慢性炎症和组织内液体积聚,最终导致肿胀、疼痛和纤维化。如果是由遗传变异引起的,这种情况被称为原发性淋巴水肿。本研究在意大利队列中回顾性分析测序数据,特别关注与HGF/MET信号通路相关的基因,探讨原发性淋巴水肿的遗传基础。该途径对淋巴管生成和淋巴功能至关重要,但在临床实践中,相关基因与淋巴水肿缺乏明确的关联。该分析在8名不相关的患者中发现了HGF、MET和CBL这三个关键基因的8个变异。其中7种变异从未在文献中报道与淋巴水肿有关。我们进行了分子模型研究,以评估三种鉴定出的错义变异对MET的影响,支持其中两种的致病性。这些变异的发现支持了HGF/MET信号通路改变作为原发性淋巴水肿可能原因的重要性。
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引用次数: 0
In Memoriam: Jacques Aime Gruwez March 24, 1927-July 9, 2024; Vive le (ISL) Présidente! 纪念:雅克·艾梅·格鲁韦兹1927年3月24日- 2024年7月9日;Vive le (ISL) prenjosidente !
Pub Date : 2024-01-01
M H Witte

In Memoriam for Jacques Aime Gruwez who was the third president of the ISL March 24, 1927-July 9, 2024.

纪念雅克·艾梅·格鲁韦兹,他是ISL的第三任主席,1927年3月24日至2024年7月9日。
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引用次数: 0
期刊
Lymphology
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