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Deep Learning and Minimally Invasive Endoscopy: Panendoscopic Detection of Pleomorphic Lesions.
IF 1 Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2024-08-21 eCollection Date: 2024-12-01 DOI: 10.1159/000539837
Miguel Mascarenhas, Francisco Mendes, Tiago Ribeiro, João Afonso, Pedro Marílio Cardoso, Miguel Martins, Hélder Cardoso, Patrícia Andrade, João Ferreira, Miguel Mascarenhas Saraiva, Guilherme Macedo

Introduction: Capsule endoscopy (CE) is a minimally invasive exam suitable of panendoscopic evaluation of the gastrointestinal (GI) tract. Nevertheless, CE is time-consuming with suboptimal diagnostic yield in the upper GI tract. Convolutional neural networks (CNN) are human brain architecture-based models suitable for image analysis. However, there is no study about their role in capsule panendoscopy.

Methods: Our group developed an artificial intelligence (AI) model for panendoscopic automatic detection of pleomorphic lesions (namely vascular lesions, protuberant lesions, hematic residues, ulcers, and erosions). 355,110 images (6,977 esophageal, 12,918 gastric, 258,443 small bowel, 76,772 colonic) from eight different CE and colon CE (CCE) devices were divided into a training and validation dataset in a patient split design. The model classification was compared to three CE experts' classification. The model's performance was evaluated by its sensitivity, specificity, accuracy, positive predictive value, negative predictive value, and area under the precision-recall curve.

Results: The binary esophagus CNN had a diagnostic accuracy for pleomorphic lesions of 83.6%. The binary gastric CNN identified pleomorphic lesions with a 96.6% accuracy. The undenary small bowel CNN distinguished pleomorphic lesions with different hemorrhagic potentials with 97.6% accuracy. The trinary colonic CNN (detection and differentiation of normal mucosa, pleomorphic lesions, and hematic residues) had 94.9% global accuracy.

Discussion/conclusion: We developed the first AI model for panendoscopic automatic detection of pleomorphic lesions in both CE and CCE from multiple brands, solving a critical interoperability technological challenge. Deep learning-based tools may change the landscape of minimally invasive capsule panendoscopy.

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引用次数: 0
Portuguese Pancreatic Club Perspectives on Pancreatic Neuroendocrine Neoplasms: Diagnosis and Staging, Associated Genetic Syndromes and Particularities of Their Clinical Approach. 葡萄牙胰腺俱乐部关于胰腺神经内分泌肿瘤的观点:诊断和分期、相关遗传综合征及其临床方法的特殊性。
IF 0.9 Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-12-27 eCollection Date: 2024-06-01 DOI: 10.1159/000534641
Joel Ferreira-Silva, Sara Meireles, Massimo Falconi, Alexandra Fernandes, Filipe Vilas-Boas, Miguel Bispo, Ricardo Rio-Tinto, Eduardo Rodrigues-Pinto

Pancreatic neuroendocrine neoplasms (panNENs) have been historically regarded as rare, but their incidence has raised more than 6-fold over the last 3 decades, mostly owing to improvement in the detection of small asymptomatic tumours with imaging. Early detection and proper classification and staging are essential for the prognosis and management of panNENs. Histological evaluation is mandatory in all patients for the diagnosis of panNEN. Regarding localization and staging, multiphasic contrast-enhanced computer tomography is considered the imaging study of choice. Nevertheless, several other diagnostic modalities might present complementary information that can help in diagnosis and staging optimization: magnetic resonance imaging, somatostatin receptor imaging using positron emission tomography in combination with computed tomography (PET/CT), PET/CT with fluorodeoxyglucose (18F-FDG), and endoscopic ultrasound. Approximately 10% of panNENs are due to an inherited syndrome, which includes multiple endocrine neoplasia type 1, von Hippel-Lindau disease, neurofibromatosis type 1 (NF-1), tuberous sclerosis complex, and Mahvash disease. In this review, the Portuguese Pancreatic Club summarizes the classification, diagnosis, and staging of panNENs, with a focus on imaging studies. It also summarizes the characteristics and particularities of panNENs associated with inherited syndromes.

胰腺神经内分泌肿瘤(panNENs)历来被视为罕见病,但在过去的 30 年中,其发病率增长了 6 倍多,这主要归功于影像学对无症状小肿瘤检测的改进。早期发现、正确分类和分期对泛核网状细胞瘤的预后和治疗至关重要。所有患者都必须进行组织学评估,以确诊泛NEN。在定位和分期方面,多相对比增强计算机断层扫描被认为是首选的成像检查方法。不过,其他几种诊断方式也可能提供有助于诊断和分期优化的补充信息:磁共振成像、使用正电子发射计算机断层扫描(PET/CT)的体生长抑素受体成像、使用氟脱氧葡萄糖(18F-FDG)的 PET/CT 以及内窥镜超声。大约 10% 的泛NENs 是由遗传综合征引起的,包括多发性内分泌肿瘤 1 型、冯-希佩尔-林道病、神经纤维瘤病 1 型(NF-1)、结节性硬化综合征和马赫瓦什病。在本综述中,葡萄牙胰腺俱乐部总结了泛NENs的分类、诊断和分期,重点介绍了影像学研究。它还总结了与遗传综合征相关的泛NENs的特点和特殊性。
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引用次数: 0
Lower Gastrointestinal Bleeding after Gynecological Surgery: An Atypical Endoscopic Diagnosis. 妇科手术后的下消化道出血:非典型内窥镜诊断。
IF 1 Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-12-04 eCollection Date: 2024-08-01 DOI: 10.1159/000535225
Vítor Macedo Silva, Tiago Lima Capela, Pedro Boal Carvalho, Bruno Rosa, José Cotter
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引用次数: 0
Portuguese Pancreatic Club Perspectives on Endoscopic Ultrasound-Guided and Surgical Treatment of Pancreatic Neuroendocrine Tumors 葡萄牙胰腺俱乐部在超声内镜引导和手术治疗胰腺神经内分泌肿瘤方面的观点
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-30 DOI: 10.1159/000534032
Tiago Ribeiro, Sara Castanheira-Rodrigues, Pedro Bastos, Humberto Cristino, Alexandra Fernandes, Eduardo Rodrigues-Pinto, Miguel Bispo, Ricardo Rio-Tinto, Filipe Vilas-Boas
Pancreatic neuroendocrine tumors (panNETs) are a group of neoplasms with heterogenous biological and clinical phenotypes. Although historically regarded as rare, the incidence of these tumors has been increasing, mostly owing to improvements in the detection of small, asymptomatic tumors with imaging. The heterogeneity of these lesions creates significant challenges regarding diagnosis, staging, and treatment. Endoscopic ultrasound (EUS) has improved the characterization of pancreatic lesions. Furthermore, EUS nowadays has evolved from a purely diagnostic modality to allow the performance of minimally invasive locoregional therapy for pancreatic focal lesions. The choice of treatment as well as the treatment goals depend on several factors, including tumor secretory status, grading, staging, and patient performance status. Surgery has been the mainstay for the management of these patients, particularly for localized, low-grade, large panNETs &gt;2 cm. Over the last decade, a significant body of evidence has been accumulated evaluating the role of EUS for the ablative therapy of panNETs, namely by the use of chemoablative agents and radiofrequency. Although endoscopic techniques are not routinely recommended by international guidelines, they may be considered for the treatment of smaller lesions in patients who are unwilling or unfit for pancreatic surgery. In this review, we summarize the existing evidence on the interventional techniques for the treatment of patients with panNETs, focusing on the EUS-guided and surgical approaches.
胰腺神经内分泌肿瘤(panNETs)是一组具有异质生物学和临床表型的肿瘤。虽然历史上被认为是罕见的,但这些肿瘤的发病率一直在增加,主要是由于影像学检测小的无症状肿瘤的改进。这些病变的异质性给诊断、分期和治疗带来了重大挑战。内镜超声(EUS)改善了胰腺病变的特征。此外,EUS现在已经从纯粹的诊断方式发展到允许对胰腺局灶性病变进行微创局部治疗。治疗的选择和治疗目标取决于几个因素,包括肿瘤分泌状态、分级、分期和患者的表现状态。手术一直是治疗这些患者的主要方法,特别是对于局部、低级别、2厘米的大panNETs。在过去的十年中,已经积累了大量的证据来评估EUS在panNETs消融治疗中的作用,即通过使用化学消融剂和射频。虽然内窥镜技术不被国际指南常规推荐,但对于不愿或不适合胰腺手术的患者,可以考虑使用内窥镜技术治疗较小病变。在这篇综述中,我们总结了现有证据的介入技术治疗panNETs的患者,重点是eus引导和手术入路。
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引用次数: 0
Middle-Age New-Onset Dysphagia 中年新发吞咽困难
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-25 DOI: 10.1159/000534263
Renato Medas, Gany Mussagi, Pedro Moutinho-Ribeiro, Joanne Lopes, Guilherme Macedo
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引用次数: 0
Endoscopic Mucosal Resection Using Band Ligation of a Duodenal Neuroendocrine Tumor 十二指肠神经内分泌肿瘤的内镜粘膜切除术
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-25 DOI: 10.1159/000534420
Isabel Garrido, Gany Mussagi, Rui Morais, Guilherme Macedo
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引用次数: 0
Schwannoma of Common Bile Duct: A Clinico-Radiologic Diagnostic Quagmire – A Case Report 胆总管神经鞘瘤:一个临床-放射学诊断困境- 1例报告
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-25 DOI: 10.1159/000534300
Shilpi Thakur, Nihar Ranjan Dash, Adarsh Barwad, Prasenjit Das, Kumble S. Madhusudhan, Rajni Yadav
Background: Schwannomas are benign nerve sheath tumors that are extremely rare in the biliary tract. A comprehensive review of literature enumerated approximately 30 case reports of schwannoma in the biliary tract tree and porta hepatis region. Case Presentation: We report a case of a 40-year-old female who presented with abdominal pain. Imaging revealed a mass at the porta hepatis extending from the portal bifurcation till the hilum encasing the main portal vein and abutting the right portal vein. Differentials of carcinoma, lymphoma, and mesenchymal tumor were kept. Ultrasound-guided biopsy of the mass showed a benign nerve sheath tumor, immunopositive for S100. The histopathological evaluation of the excised mass confirmed the origin of mass in the common bile duct. Conclusions: Our case highlights that schwannomas, though benign, can mimic a carcinoma or lymphoma if present at a rare site such as bile ducts. An exhaustive clinical and radiological workup with diligent histopathological evaluation is mandatory in dealing with such rare cases as radical surgery and chemotherapy can be avoided in such patients.
& lt; b> & lt; i>背景:& lt; / i> & lt; / b>神经鞘瘤是胆道中极为罕见的良性神经鞘肿瘤。文献综述列举了大约30例胆道树和肝门区神经鞘瘤的报告。& lt; b> & lt; i>案例表示:& lt; / i> & lt; / b>我们报告一例40岁的女性谁提出腹痛。影像学显示肝门处有一肿块,从门静脉分叉延伸至肝门,包裹门静脉主脉并毗邻右门静脉。癌、淋巴瘤、间质瘤的差异保持不变。超声引导下的肿块活检显示为良性神经鞘肿瘤,S100免疫阳性。切除肿块的组织病理学检查证实肿块起源于胆总管。& lt; b> & lt; i>结论:& lt; / i> & lt; / b>我们的病例强调了神经鞘瘤,虽然是良性的,但如果出现在胆管等罕见部位,可以模仿癌或淋巴瘤。在处理此类罕见病例时,必须进行详尽的临床和放射检查,并进行勤奋的组织病理学评估,因为此类患者可以避免根治性手术和化疗。
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引用次数: 0
Chondroepithelial Choristoma: A Rare Cause of Congenital Esophageal Stenosis 软骨上皮组织瘤:先天性食管狭窄的罕见病因
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-20 DOI: 10.1159/000534081
Filipa Marques dos Santos, Isabel Afonso, Eugénia Soares, Rita Carneiro
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引用次数: 0
Management of Nonmalignant Portal Vein Thrombosis in Cirrhosis 肝硬化非恶性门静脉血栓的处理
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-18 DOI: 10.1159/000533161
Francisco Capinha, Carlos Noronha Ferreira
Nonmalignant portal vein thrombosis (PVT) is a common complication of cirrhosis especially at the stage of decompensations. The diagnosis of PVT in cirrhosis is often incidental and it may be detected during routine semestral abdominal ultrasound with Doppler during screening for hepatocellular carcinoma or during hospitalization for decompensated cirrhosis. After detection of PVT on abdominal ultrasound, it is important to evaluate patients with cross-sectional imaging to determine the age of thrombus, whether acute or chronic, the extent and degree of luminal occlusion of the portal vein, and to rule out hepatocellular carcinoma or other underlying malignancy. Factors influencing management include the degree and extent of luminal occlusion of PVT, potential listing for liver transplantation, and portal hypertension (PHT) complications such as variceal hemorrhage and refractory ascites, severity of thrombocytopenia, and other comorbidities including chronic kidney disease. Anticoagulation is the most common therapeutic option and it is specially indicated in patients who are candidates for liver transplantation. Interventional procedures including transjugular intrahepatic portosystemic shunt (TIPS) placement and mechanical thrombectomy may be used on a case-by-case basis in patients with contraindications or adverse events related to anticoagulation, who develop worsening PVT while on anticoagulant therapy, or have chronic PVT and PHT complications that are not manageable medically or endoscopically.
非恶性门静脉血栓形成(PVT)是肝硬化的常见并发症,尤其是在失代偿期。肝硬化中PVT的诊断通常是偶然的,在筛查肝癌或因失代偿肝硬化住院期间,可在常规的多普勒腹部超声检查中发现。腹部超声检查发现PVT后,对患者进行横断面成像评估,确定血栓的年龄、急性或慢性、门静脉管腔闭塞的程度和程度,排除肝细胞癌或其他潜在恶性肿瘤。影响治疗的因素包括PVT管腔阻塞的程度和范围,肝移植的潜在上市,门脉高压(PHT)并发症,如静脉曲张出血和难治性腹水,血小板减少的严重程度,以及其他合并症,包括慢性肾脏疾病。抗凝是最常见的治疗选择,特别适用于肝移植候选者。介入治疗包括经颈静脉肝内门静脉系统分流(TIPS)置入术和机械取栓术,可针对有抗凝相关禁忌症或不良事件的患者,在抗凝治疗过程中出现PVT恶化,或有慢性PVT和PHT并发症且药物或内窥镜无法控制的患者,逐案使用。
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引用次数: 0
Pan-Enteric Capsule Endoscopy: Current Applications and Future Perspectives 泛肠胶囊内窥镜:当前应用和未来展望
Q4 GASTROENTEROLOGY & HEPATOLOGY Pub Date : 2023-10-16 DOI: 10.1159/000533960
Bruno Rosa, Patrícia Andrade, Sandra Lopes, Ana Rita Gonçalves, Juliana Serrazina, Pedro Marílio Cardoso, Andrea Silva, Vítor Macedo Silva, José Cotter, Guilherme Macedo, Pedro Narra Figueiredo, Cristina Chagas
Background: The role of capsule endoscopy in the evaluation of the small bowel is well established, and current guidelines position it as a first-line test in a variety of clinical scenarios. The advent of double-headed capsules further enabled the endoscopic assessment of colonic mucosa and the opportunity for a one-step noninvasive examination of the entire bowel (pan-enteric capsule endoscopy [PCE]). Summary: We reviewed the technical procedure and preparation of patients for PCE, as well as its current clinical applications and future perspectives. In non-stricturing and non-penetrating Crohn’s disease affecting the small bowel and colon, PCE monitors disease activity by assessing mucosal healing, a major treatment outcome, with a higher diagnostic yield than cross-sectional imaging or conventional colonoscopy. Also in ulcerative colitis, double-headed capsules have been used to monitor disease activity noninvasively. Currently, validated scoring systems have been specifically devised for these double-headed capsules and permit a standardized assessment of the inflammatory burden. In suspected mid-lower digestive bleeding, some exploratory studies have demonstrated the feasibility and high diagnostic yield of PCE, which may work as a filter indicating which patients may benefit of further invasive procedures, namely, for planned hemostatic procedures. The possibility of using PCE is also discussed in the context of polyposis syndromes with simultaneous involvement of the small intestine and colon. Key Messages: PCE is a feasible, effective, and safe diagnostic procedure to evaluate the small bowel and colon. It has been increasingly explored in the setting of inflammatory bowel diseases and, more recently, in suspected mid-lower digestive bleeding. PCE is expected to reduce the demand for invasive procedures and expand the scope of noninvasive intestinal evaluation in the coming future.
& lt; b> & lt; i>背景:& lt; / i> & lt; / b>胶囊内镜在小肠评估中的作用已经确立,目前的指南将其定位为各种临床情况下的一线检查。双头胶囊的出现进一步使结肠粘膜的内镜评估和对整个肠道的一步无创检查(泛肠胶囊内镜[PCE])成为可能。& lt; b> & lt; i>简介:& lt; / i> & lt; / b>我们回顾了PCE的技术程序和患者的准备,以及目前的临床应用和未来的前景。对于影响小肠和结肠的非狭窄性和非穿透性克罗恩病,PCE通过评估粘膜愈合来监测疾病活动,这是一个主要的治疗结果,诊断率高于横断成像或传统结肠镜检查。同样在溃疡性结肠炎中,双头胶囊已被用于无创监测疾病活动。目前,经过验证的评分系统已经专门为这些双头胶囊设计,并允许对炎症负担进行标准化评估。在疑似中下消化道出血中,一些探索性研究已经证明了PCE的可行性和高诊断率,它可以作为一个过滤器,表明哪些患者可能受益于进一步的侵入性手术,即有计划的止血手术。在同时累及小肠和结肠的息肉病综合征的背景下,也讨论了使用PCE的可能性。& lt; b> & lt; i>关键信息:& lt; / i> & lt; / b>PCE是评估小肠和结肠的一种可行、有效和安全的诊断方法。它在炎性肠病和最近疑似中下消化道出血的情况下被越来越多地探索。PCE有望在未来减少对侵入性手术的需求,扩大非侵入性肠道评估的范围。
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引用次数: 0
期刊
GE Portuguese Journal of Gastroenterology
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