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Recent advancement of deep learning techniques for pneumonia prediction from chest X-ray image 从胸部 X 光图像预测肺炎的深度学习技术最新进展
Pub Date : 2024-10-01 DOI: 10.1016/j.hmedic.2024.100106
Md. Rabiul Hasan, Shah Muhammad Azmat Ullah, Sheikh Md. Rabiul Islam
Pneumonia is a life-threatening, acute lung infection found all over the world that mostly affects the lungs. Computer vision-related automatic detection algorithms are currently highly used in research areas like medical imaging. Deep learning algorithms have enabled some impressive improvements in medical diagnosis in recent years. This study provides a summary of a recently developed DL-based pneumonia diagnosis system as well as important details about the data sets used for the training and testing of those networks. Additionally, it emphasizes the ensemble learning and deep transfer learning methodologies as well as the many performance measurements created by researchers in this field. The most recent research publications are reviewed here and collected from different sources like Scopus, Google Scholar, PubMed, ResearchGate, and IEEE Xplore databases using the terms “Pneumonia”, “Deep-Learning”, “X-Ray” and “CNN”. The most current works are organized according to a taxonomy for easier understanding. Lastly, we addressed the limitations in deploying deep learning methods to the detection of pneumonia and potential future developments in this field of study. This study aims to assist experts in select the most suitable and effective methods for pneumonia detection.
肺炎是一种危及生命的急性肺部感染,世界各地均有发现,主要影响肺部。与计算机视觉相关的自动检测算法目前在医学成像等研究领域得到了广泛应用。近年来,深度学习算法在医疗诊断方面取得了令人瞩目的进步。本研究概述了最近开发的基于深度学习的肺炎诊断系统,以及用于训练和测试这些网络的数据集的重要细节。此外,它还强调了集合学习和深度迁移学习方法,以及该领域研究人员创建的许多性能测量方法。本文以 "肺炎"、"深度学习"、"X-Ray "和 "CNN "为关键词,从 Scopus、Google Scholar、PubMed、ResearchGate 和 IEEE Xplore 数据库等不同来源收集了最新的研究出版物。为了便于理解,我们按照分类法对最新的作品进行了整理。最后,我们讨论了将深度学习方法应用于肺炎检测的局限性以及该研究领域未来的潜在发展。本研究旨在帮助专家选择最合适、最有效的肺炎检测方法。
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引用次数: 0
Hyperkalemia-induced periodic paralysis, a rare presentation of ascending flaccid paralysis: A case report and review of literature 高钾血症诱发的周期性麻痹,一种罕见的上升性弛缓性麻痹表现:病例报告和文献综述
Pub Date : 2024-09-23 DOI: 10.1016/j.hmedic.2024.100116
Muhammad Ahmad Khan , Waqar Ali , Umar Maqbool , Wajeeha Aslam , Muhammad Danial Malik , Muhammad Waleed Khan

Background

Severe hyperkalemia is a life-threatening complication of kidney disease in acute or chronic states. Hyperkalemia-induced muscle paralysis is a manifestation of severe hyperkalemia, usually seen when serum potassium levels rise above 6.5 mEq/L, along with cardiac arrhythmia requiring emergency management.

Case report

A 60-year-old Asian male presented in the medical emergency with paraparesis for 6 hours. On examination, he had flaccid paraparesis without any sensory loss. His ECG showed changes of hyperkalemia, and his potassium levels came out to be 8.1 mEq/L. The weakness resolved following the correction of hyperkalemia with a regimen containing an insulin-dextrose infusion and salbutamol nebulizations.

Conclusion

Although rare, severe hyperkalemia is a cause of periodic paralysis, especially in patients with risk factors such as end-stage renal disease (ESRD). Prompt treatment of hyperkalemia can resolve paralysis even before hemodialysis. The report aims to educate physicians about an essential differential of flaccid paralysis.
背景严重高钾血症是肾病急性或慢性并发症之一,可危及生命。高钾血症引起的肌肉瘫痪是严重高钾血症的一种表现,通常在血清钾水平升至 6.5 mEq/L 以上时出现,同时伴有心律失常,需要紧急处理。经检查,他全身弛缓性麻痹,无任何感觉缺失。他的心电图显示有高钾血症的变化,血钾水平为 8.1 mEq/L。结论尽管罕见,但严重的高钾血症是周期性瘫痪的一个病因,尤其是在有终末期肾病(ESRD)等危险因素的患者中。及时治疗高钾血症可在血液透析前缓解麻痹。本报告旨在让医生了解弛缓性麻痹的基本鉴别方法。
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引用次数: 0
Esophagogastric fistula in an adult following laparoscopic Nissen fundoplication: A case report of successful resolution of fistulization through conservative medical therapy 腹腔镜尼森胃底折叠术后成人食管胃瘘:通过保守疗法成功解决瘘管问题的病例报告
Pub Date : 2024-09-19 DOI: 10.1016/j.hmedic.2024.100114
Karam Karam , Emanuel Youssef Dib , Houssein Chebbo , Sarah Saleh , Karim Zodeh , Lamia Azizi , Majd Rustom
Nissen fundoplication can engender different types of fistulae: gastro-bronchial, gastro-pericardial, trachea-esophageal and esophago-gastric. Esophago-gastric fistula (EGF) is an exceedingly rare entity following laparoscopic Nissen fundoplication. EGF is an epithelialized connection between the distal esophagus and gastric fundus, imparting a “double-lumen sign” to the esophagus lumen upon direct endoscopic visualization. To date, the primary mechanism for EGF development has not been fully elucidated given the rarity of the entity. Endosocopic or surgical modalities remain the gold standard for the treatment of EGF. We herein present a case of EGF in an older adult that was resolved by virtue of conservative medical treatment with proton pump inhibitors, sparing invasive approaches like endoscopy and surgery.
尼森胃底折叠术可导致不同类型的瘘管:胃-支气管瘘、胃-心包瘘、气管-食管瘘和食管-胃瘘。食管胃瘘(EGF)是腹腔镜尼森胃底折叠术后一种极为罕见的瘘管。食管胃瘘是食管远端和胃底之间的上皮化连接,在内窥镜直视下食管腔呈现 "双腔征"。迄今为止,鉴于 EGF 的罕见性,其主要发病机制尚未完全阐明。内镜或外科手术仍是治疗 EGF 的金标准。我们在此介绍一例老年人的 EGF 病例,该患者通过使用质子泵抑制剂进行保守治疗,避免了内窥镜检查和手术等侵入性方法,最终得以治愈。
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引用次数: 0
Case Report: Deep vein thrombosis and pulmonary embolism secondary to urinary retention in a neurogenic bladder 病例报告:神经源性膀胱尿潴留继发深静脉血栓和肺栓塞
Pub Date : 2024-09-19 DOI: 10.1016/j.hmedic.2024.100115
Kamran Zahoor , Mateja Jovanovic , Lekha Yadukumar , Atif Naseem , Hassan Chattha
Our patient is a 36-year-old man with a past medical history significant for the SCN-95 mutation associated with Brugada syndrome, two provoked episodes of DVT, and Hinman syndrome, also known as non-neurogenic neurogenic bladder, which is a voiding dysfunction of the urinary bladder of neuropsychological origin. Despite negative hypercoagulability workups in the past, the patient had experienced two provoked episodes of DVT, thirteen and nine years ago, respectively, leading to previous anticoagulant therapy with warfarin and Eliquis. However, he discontinued anticoagulation on the advice of his hematologist four years ago and currently manages his Hinman syndrome with intermittent straight catheterization, which poses challenges to adherence. The patient presented to the emergency department with right lower extremity pain, initially yielding a negative DVT workup. Subsequent presentation with exertional dyspnea led to the discovery of an acute non-occlusive thrombus in the right saphenofemoral junction and a chronic occlusive thrombus in the right femoral vein, with pulmonary emboli noted on imaging. Given his history of urinary retention secondary to Hinman syndrome, non-compliance by the patient to self-catheterize five times a day, and absence of any recent provoking factor, the thromboembolic events were attributed to right iliac vein obstruction caused by an enormously distended bladder compressing the anatomical structures in the vicinity and leading to DVT and pulmonary embolism. Hospitalization ensued, with the initiation of urethral catheterization and anticoagulant therapy, resulting in clinical improvement and the subsequent decision for lifelong anticoagulation. This case underscores the importance of recognizing rare etiologies of DVT/PE, particularly in patients with underlying urinary dysfunction, and highlights the need for timely intervention to prevent potentially fatal complications.
我们的患者是一名 36 岁的男性,既往病史显示其 SCN-95 基因突变与 Brugada 综合征有关、两次深静脉血栓诱发发作以及 Hinman 综合征(又称非神经源性神经源性膀胱,是一种由神经心理因素引起的膀胱排尿功能障碍)。尽管过去的高凝状态检查结果呈阴性,但患者分别在十三年前和九年前经历过两次深静脉血栓的诱发发作,因此之前曾使用华法林和Eliquis进行抗凝治疗。然而,四年前他在血液科医生的建议下停止了抗凝治疗,目前通过间歇性直导管插入术来治疗欣曼综合征,这给坚持治疗带来了挑战。患者因右下肢疼痛到急诊科就诊,最初的深静脉血栓检查结果为阴性。随后,患者因劳累性呼吸困难就诊,结果发现右隐股交界处有急性非闭塞性血栓,右股静脉有慢性闭塞性血栓,影像学检查还发现了肺栓塞。考虑到患者曾因欣曼综合征(Hinman Syndrome)而出现尿潴留,且未坚持每天自行导尿五次,近期也没有任何诱发因素,因此将血栓栓塞事件归因于右髂静脉阻塞,原因是膀胱过度膨胀压迫了附近的解剖结构,导致深静脉血栓形成和肺栓塞。患者随后住院,接受了尿道导管插入术和抗凝治疗,临床症状有所改善,随后决定终身抗凝。该病例强调了识别深静脉血栓/肺栓塞罕见病因的重要性,尤其是在有潜在排尿功能障碍的患者中,并强调了及时干预以预防潜在致命并发症的必要性。
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引用次数: 0
A tree-on-sunset appearance on narrow band imaging: A rectal neuroendocrine tumor peculiarity 窄带成像上的日落树状外观:直肠神经内分泌肿瘤的特殊性
Pub Date : 2024-09-12 DOI: 10.1016/j.hmedic.2024.100111
Serena Khoury , Kelly Katherine Karam , Emanuel-Youssef Dib , Karam Karam , Elias Fiani

Neuroendocrine tumors (NETs) correspond to a wide group of neoplasms that can arise from various parts of the body, with rectal NETs often being discovered incidentally during colonoscopies. This case report describes a 41-year-old female with a rectal NET identified during routine screening, displaying a distinct “tree-on-sunset” appearance on narrow-band imaging (NBI). The mass, confirmed as a well-differentiated grade 2 NET via endoscopic ultrasound (EUS) and biopsy, was resected using endoscopic mucosal resection (EMR). This report underscores the importance of advanced imaging techniques, such as NBI, in enhancing the accuracy of rectal NET diagnosis and encourages further studies to validate the diagnostic significance of such imaging features.

神经内分泌肿瘤(NET)是一类可发生于身体各个部位的肿瘤,直肠NET通常是在结肠镜检查中偶然发现的。本病例报告描述了一名 41 岁女性的直肠 NET 患者,该患者在常规筛查中被发现,窄带成像(NBI)显示出明显的 "日落树 "外观。经内镜超声(EUS)和活检证实,该肿块为分化良好的 2 级 NET,并采用内镜粘膜切除术(EMR)进行了切除。该报告强调了NBI等先进成像技术在提高直肠NET诊断准确性方面的重要性,并鼓励进一步研究验证此类成像特征的诊断意义。
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引用次数: 0
Usefulness of a pragmatic integrative medicine approach in the management of breast cancer: A case series with literature review 实用综合医学方法在乳腺癌治疗中的作用:病例系列及文献综述
Pub Date : 2024-09-12 DOI: 10.1016/j.hmedic.2024.100113
Pradeep Mk Nair, Renganathan Ramalakshmi, Muniappan Devibala, Maruthanayagam Saranya, Sekar Sivaranjani, R. Thangavelu, Manickam Mahalingam

Complementary and alternative medicine approaches are widely used by breast cancer patients. We present a case series of four patients with breast cancer who underwent a pragmatic integrative medicine protocol in an inpatient integrative oncology setting. The participants were three metastatic and one non-metastatic breast cancer patient who did not undergo any standard cancer therapies. The holistic integrative medicine protocol includes counselling, oncothermia, high-dose vitamin C therapy, ozone therapy, diet therapy, liposomal curcumin therapy, vitamin D supplementation, artesunate injections, probiotic supplementation, Co-Q enzyme therapy, hyperbaric ozone therapy, medical cannabis, coffee enema, colour therapy, sun exposure, and yoga therapy. The treatment duration varied from person to person. All the patients have shown significant improvement in their complete blood cell counts, reduction in their cancer markers. The thermal scan has shown a complete arrest of disease activity in the breast compared to baseline. Further, all the patients have shown improvement in their body weight and expressed a complete revival of subjective wellbeing. The holistic integrative medicine protocol looks promising in the management of breast cancer. However, large-scale randomized control trials are warranted to validate the present findings.

乳腺癌患者广泛采用补充和替代医学方法。我们介绍了四名乳腺癌患者的系列病例,他们在综合肿瘤学住院环境中接受了实用综合医学方案治疗。其中三位是转移性乳腺癌患者,一位是非转移性乳腺癌患者,他们没有接受过任何标准的癌症疗法。整体综合疗法方案包括咨询、肿瘤热疗、大剂量维生素 C 疗法、臭氧疗法、饮食疗法、姜黄素脂质体疗法、维生素 D 补充剂、青蒿琥酯注射剂、益生菌补充剂、Co-Q 酶疗法、高压氧疗法、医用大麻、咖啡灌肠、色彩疗法、日光照射和瑜伽疗法。治疗时间因人而异。所有患者的全血细胞计数都有明显改善,癌症指标也有所下降。热扫描显示,与基线相比,乳腺疾病活动完全停止。此外,所有患者的体重都有所改善,主观健康状况完全恢复。整体综合医学方案在治疗乳腺癌方面前景广阔。不过,还需要进行大规模的随机对照试验来验证目前的研究结果。
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引用次数: 0
Concomitant Sphincter of Oddi dysfunction type II and distal common bile duct stones: A coincidence or consequence? 同时伴有奥奇氏括约肌功能障碍 II 型和远端总胆管结石:巧合还是后果?
Pub Date : 2024-09-12 DOI: 10.1016/j.hmedic.2024.100112
Ali Hamdan , Jana Khalil , Razan Abou Zeid , Karam Karam , Sarah Jalloul , Elias Fiani

Introduction

Sphincter of Oddi dysfunction (SOD) is a rare condition characterized by impaired function or mechanical aberrancy of the sphincter. Diagnosis involves evaluating clinical symptoms, laboratory tests, and imaging findings. This article presents a case of SOD type II characterized by a lack of biliary dilatation in conjunction with distal common bile duct (CBD) stones during diagnostic investigations.

Case

A 73-year-old woman with previous cholecystectomy presented with severe, intermittent epigastric pain radiating to the right upper quadrant over two months. Laboratory studies were significant for persistently elevated liver enzymes. After a thorough workup that included imaging, autoimmune studies and liver biopsy, SOD type II diagnosis was suspected and an endoscopic retrograde cholangiopancreatography (ERCP) was performed with a sphincterotomy. Thereafter, the patient’s symptoms had abated.

Discussion and conclusion

SOD is a complex clinical entity characterized by sphincter motility disorders that impede pancreatic or biliary fluid flow in the absence of structural abnormalities. Post-cholecystectomy SOD, affecting 1.5 % of patients, is more prevalent in women. Diagnosis involves excluding other pancreaticobiliary disorders through clinical evaluation, biochemical tests, and imaging. Management varies by subtype, with sphincterotomy showing efficacy in type I but less clear benefits in type II and III SOD. Challenges lie in the diagnosis and management of SOD type II due to overlapping symptoms and diagnostic limitations, necessitating further research to optimize therapeutic strategies and long-term outcomes.

导言Oddi括约肌功能障碍(SOD)是一种罕见的疾病,其特征是括约肌功能受损或机械性失常。诊断需要对临床症状、实验室检查和影像学检查结果进行评估。本文介绍了一例 SOD II 型病例,其特点是在诊断检查中发现胆道扩张不全,同时伴有远端胆总管(CBD)结石。病例一名 73 岁的女性,曾接受过胆囊切除术,两个月来出现间歇性上腹部剧痛,并向右上腹放射。实验室检查显示肝酶持续升高。经过包括影像学、自身免疫学和肝活检在内的全面检查后,怀疑诊断为 SOD II 型,并进行了内镜逆行胰胆管造影术(ERCP)和括约肌切开术。讨论和结论SOD是一种复杂的临床病症,其特点是在没有结构异常的情况下,括约肌运动障碍会阻碍胰液或胆汁的流动。胆囊切除术后 SOD 的发病率为 1.5%,女性发病率更高。诊断包括通过临床评估、生化检验和影像学检查排除其他胰胆疾病。不同亚型的治疗方法也不尽相同,括约肌切开术对 I 型有疗效,但对 II 型和 III 型 SOD 的疗效不明显。由于症状重叠和诊断上的局限性,II 型 SOD 的诊断和治疗面临挑战,因此有必要开展进一步研究,以优化治疗策略和长期疗效。
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引用次数: 0
Conservative management as the main modality of treatment for epiploic appendagitis: A literature review and case report 保守治疗是治疗阑尾炎的主要方法:文献综述和病例报告
Pub Date : 2024-09-06 DOI: 10.1016/j.hmedic.2024.100110
Siham El Haj Ibrahim , Hasan Numan , Charelle Salem

Epiploic appendagitis is a rare underdiagnosed cause of acute abdominal pain often mimicking other severe causes of acute abdominal pain such as acute diverticulitis and appendicitis. However, with the emergence of CT imaging, accurate diagnosis of epiploic appendagitis can now be done with the avoidance of unnecessary hospitalization, antibiotic treatment, and surgery. In this case, we present a 50-year-old male patient who presented with a 3-day history of acute left lower abdominal pain and was diagnosed with epiploic appendagitis.

附壁阑尾炎是一种罕见的诊断不足的急性腹痛病因,往往会模仿其他严重的急性腹痛病因,如急性憩室炎和阑尾炎。然而,随着 CT 成像技术的出现,现在可以准确诊断阑尾炎,避免不必要的住院、抗生素治疗和手术。在本病例中,我们介绍了一名 50 岁的男性患者,他因急性左下腹痛 3 天就诊,被诊断为阑尾炎。
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引用次数: 0
Ménétrier’s disease manifesting as upper gastrointestinal bleeding: An exceedingly rare case report 表现为上消化道出血的梅内特里埃病:极为罕见的病例报告
Pub Date : 2024-09-05 DOI: 10.1016/j.hmedic.2024.100109
Karam Karam, Elias Fiani

Background

Ménétrier’s disease (MD) is a rare condition characterized by prominently enlarged gastric folds at the level of the gastric body and fundus. The gastric antrum is usually spared. MD can present with a variety of symptoms: non-specific abdominal pain, nausea, vomiting, and peripheral edema. However, a localized MD manifesting as melena is an exceedingly rare condition.

Case presentation

A 51-year-old male patient sought medical care with a complaint of melena and a hemoglobin level of 7.0 g/dL. An esophagogastroduodenoscopy (EGD) was performed and revealed hypertrophic gastric folds at the level of the body and fundus. Biopsies revealed foveolar hyperplasia with corkscrewing and elongation of crypts, corroborating a diagnosis of MD. Patient was prescribed proton pump inhibitors (PPIs) and was scheduled for a follow-up with the gastroenterologist. An annual upper endoscopy was recommended due to the increased risk of gastric cancer.

Conclusion

While MD is a rare entity, the combination of MD and melena is exceedingly rare and atypical. This article highlights the fact that physicians should keep the diagnosis of MD in their differentials when dealing with a patient presenting with an upper gastrointestinal (GI) bleed and enlarged gastric mucosal folds on upper endoscopy.

背景梅内特里埃病(MD)是一种罕见的疾病,其特征是胃体和胃底的胃皱襞明显扩大。胃窦通常不受影响。MD 可表现出多种症状:非特异性腹痛、恶心、呕吐和周围水肿。病例介绍一名 51 岁的男性患者主诉有血便,血红蛋白水平为 7.0 g/dL,前来就医。患者接受了食管胃十二指肠镜检查(EGD),发现胃体和胃底有肥厚的胃皱襞。活组织检查发现胃窝增生,伴有开叉和隐窝延长,证实了 MD 的诊断。医生给患者开了质子泵抑制剂(PPIs),并安排其接受胃肠病学专家的随访。由于胃癌风险增加,建议患者每年进行一次上消化道内窥镜检查。本文强调,医生在处理上消化道(GI)出血和上消化道镜检查发现胃黏膜皱襞增大的患者时,应将 MD 诊断列入鉴别诊断范围。
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引用次数: 0
Tales of prolonged air leak: A case series of refractory pneumothorax successfully treated with autologous blood patch pleurodesis 长期漏气的故事:自体血补片胸膜穿刺术成功治疗难治性气胸的病例系列
Pub Date : 2024-08-31 DOI: 10.1016/j.hmedic.2024.100102
Saquib Navid Siddiqui , Umair Falak , Ned Frost , Waseem Athar
Persistent air leak (PAL) remains a significant source of prolonged hospitalization and mortality. When patients are deemed unsuitable for thoracic surgery, the most appropriate next line of therapy remains controversial with no randomized controlled trials reporting on this issue. Consequently, several management strategies, including chemical pleurodesis, autologous blood patch, and endoscopic interventions, such as endobronchial values, have been used. We report a case series of 3 patients with PAL who were successfully managed with autologous blood patch or autologous blood pleurodesis resulting in the successful resolution of the pneumothorax and discharge from hospital. In our experience, an autologous blood patch is a safe, effective, and well tolerated procedure that lacks complications, such as pain, involved in chemical pleurodesis. Thus, we believe that autologous blood patch should be considered as an accepted treatment option.
持续性气漏(PAL)仍然是导致患者住院时间延长和死亡的一个重要原因。当患者被认为不适合进行胸腔手术时,最合适的下一步治疗方案仍存在争议,目前还没有随机对照试验报告这一问题。因此,人们采用了多种治疗策略,包括化学性胸膜穿刺术、自体血补片和内窥镜干预,如支气管内值。我们报告了 3 例 PAL 患者的系列病例,这些患者均成功接受了自体血补片或自体血胸膜穿刺术治疗,最终气胸顺利消退并出院。根据我们的经验,自体血补片是一种安全、有效、耐受性良好的手术,没有化学性胸膜穿刺术所涉及的疼痛等并发症。因此,我们认为自体血补片应被视为一种可接受的治疗方案。
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引用次数: 0
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