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Comment on: Artificial-Intelligent Prediction Model of Occurrence of Cerebral Vasospasms Based on Machine-Learning. 评论基于机器学习的脑血管痉挛发生率人工智能预测模型
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-10-21 eCollection Date: 2024-10-01 DOI: 10.1055/a-2420-5823
Hinpetch Daungsupawong, Viroj Wiwanitkit
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引用次数: 0
Letter to the Editor Regarding "The Effect of Preoperative Cabergoline on Prolactinoma Fibrosis: A Case Series". 致编辑的信,内容涉及 "术前卡贝戈林对泌乳素瘤纤维化的影响:病例系列 "的来信。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-10-05 eCollection Date: 2024-10-01 DOI: 10.1055/s-0044-1791504
Alberto Acitores Cancela, Víctor Rodríguez Berrocal, H Pian-Arias, Juan J Díez, Pedro Iglesias
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引用次数: 0
Microvascular Decompression: An Effective Approach for Trigeminal Neuralgia Caused by a Dolichoectatic Basilar Artery after Multiple Treatment Failures. 微血管减压术:一种治疗三叉神经痛的有效方法,它是由多支基底动脉引起的。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-27 eCollection Date: 2024-07-01 DOI: 10.1055/a-2342-4086
Filippos Chelmis, Paraskevas Pakataridis, Iliana Sorotou, Anastasios Tzineris, Christo Ranguelov

Trigeminal neuralgia (TN), characterized by recurrent episodes of intense facial pain, poses diagnostic and therapeutic challenges. TN can be triggered by many factors, with rare cases (< 0.05% of the general population) associated with vertebrobasilar dolichoectasia (VBD). Our study analyzes a 74-year-old male patient with 10 years of constant unbearable left-sided facial pain, unresponsive to medications and multiple glycerol rhizotomies, performed in other centers which prompted the patient to seek care at our clinic. The confirmation of left-sided VBD by magnetic resonance imaging, computed tomography angiography, and the patient's overall satisfactory health status favored open surgery with microvascular decompression (MVD). We performed a retrosigmoid suboccipital craniotomy to reach the cerebellopontine angle, ensuring that it is the dolichoectatic basilar artery applying compression to the trigeminal nerve. We inserted a shredded Teflon implant into the trigeminal cistern following its opening. Care was exercised to ensure that there were no remaining factors causing compression. Postoperatively, pain relief was achieved, sustained at an 8-month follow-up. Treating TN arising from VBD can be difficult. The patient's overall health status and assessment play a key role in determining the appropriate course of treatment. Opting for MVD is the optimal and most effective choice, regardless of age, according to the recent literature. In cases where surgery is not feasible, the treatment options will involve medications and less invasive therapeutic approaches such as peripheral rhizotomies or stereotactic radiosurgery. Our case highlights the efficacy of MVD in addressing TN associated with VBD, underscoring the need for advanced treatment modalities and expertise in managing complex cases.

三叉神经痛(TN)以反复发作的面部剧烈疼痛为特征,给诊断和治疗带来了挑战。诱发三叉神经痛的因素有很多,但与椎基底动脉扩张症(VBD)有关的病例很少见(小于总人口的 0.05%)。我们的研究分析了一名 74 岁的男性患者,他的左侧面部疼痛持续了 10 年,难以忍受,对药物和在其他中心进行的多次甘油根切术均无反应,这促使患者来到本诊所就诊。磁共振成像和计算机断层扫描血管造影证实了左侧 VBD,而且患者的总体健康状况令人满意,因此我们倾向于进行微血管减压(MVD)开放手术。我们进行了枕骨下逆行开颅手术,以到达小脑角,确保压迫三叉神经的是双侧基底动脉。我们在三叉神经蝶窦开口后将切碎的特氟龙植入物插入三叉神经蝶窦。我们小心翼翼地确保没有其他因素造成压迫。术后,疼痛得到缓解,并在 8 个月的随访中得以持续。治疗由 VBD 引起的 TN 可能很困难。患者的总体健康状况和评估在确定适当的治疗方案中起着关键作用。根据最近的文献,无论年龄大小,选择MVD都是最佳和最有效的选择。在手术不可行的情况下,治疗方案将包括药物和外周根治术或立体定向放射外科手术等创伤较小的治疗方法。我们的病例凸显了 MVD 在治疗与 VBD 相关的 TN 方面的疗效,强调了在处理复杂病例时对先进治疗方法和专业知识的需求。
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引用次数: 0
Immunoglobulin D-Lambda Multiple Myeloma Initially Presenting in the Sphenoid Sinus, Orbital Apex, and Skull Base: A Systematic Review with a Case Report. 最初出现在蝶窦、眶顶和颅底的免疫球蛋白D-Lambda多发性骨髓瘤:系统回顾与病例报告。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-09-16 eCollection Date: 2024-07-01 DOI: 10.1055/s-0044-1790589
Yihan Chen, Jianfeng Liu, Jianhui Zhao

Objectives  Multiple myeloma (MM) with initial manifestations in the sphenoid sinus, orbital apex, and skull base is exceedingly rare. A systematic review was conducted to investigate the epidemiology and advancements . Methods  Relevant cases were identified by searching CNKI, WanFang Data, CQVIP databases, PubMed, Embase, and Web of Science. Additionally, we present a case of IgD-λ (immunoglobulin D-lambda) MM with initial symptoms of dizziness, unilateral pain, blindness, and ophthalmoplegia, leading to a 4-month overall survival. Strictly based on PRISMA standards, we included and summarized existing cases and reflected our case. Results  Our systematic review includes 34 case reports, revealing 67.6% of patients initially presented with diplopia and 44.1% underwent endoscopic procedures, notably with only two cases of IgD-λ subtype. In our case, we performed an endoscopic wide trans-ethmoidal sphenoidotomy and biopsy of the skull base and orbital apex lesion. Postoperative pathology confirmed a highly active plasmacytoma, clinically diagnosed as IgD-λ MM with a TP53 deletion mutation and multiple extramedullary metastases. A range of diagnostic tools was employed, including hemoglobin, immunoglobulin, urinary protein analysis, positron emission tomography-computed tomography (CT), bone marrow cytology, and gene detection. Conclusion  The subtle clinical manifestations of IgD-λ MM in the paranasal sinuses and skull base hinder early diagnosis. There is a paucity of literature describing MM initially presenting in these locations. CT/magnetic resonance scans are necessary to identify characteristic bone destruction. An endoscopic approach is popular for tissue biopsy. Bone marrow biopsy with a smear, serum or urine protein electrophoresis, and immunofixation electrophoresis are crucial upon the appearance of target organ damage.

目标 最初表现在蝶窦、眶顶和颅底的多发性骨髓瘤(MM)极为罕见。本研究对其流行病学和研究进展进行了系统回顾。方法 通过检索 CNKI、万方数据、CQVIP 数据库、PubMed、Embase 和 Web of Science 来确定相关病例。此外,我们还发现了一例 IgD-λ(免疫球蛋白 D-lambda)MM,其最初症状为头晕、单侧疼痛、失明和眼球震颤,最终获得了 4 个月的总生存期。我们严格按照 PRISMA 标准纳入并总结了现有病例,并反映了我们的病例。结果 我们的系统综述包括 34 篇病例报告,发现 67.6% 的患者最初表现为复视,44.1% 的患者接受了内窥镜手术,其中只有两例为 IgD-λ 亚型。在我们的病例中,我们在内镜下进行了宽大的经蝶窦蝶窦切除术,并对颅底和眶顶病灶进行了活检。术后病理证实为高活性浆细胞瘤,临床诊断为IgD-λ MM,伴有TP53缺失突变和多发性髓外转移。采用了一系列诊断工具,包括血红蛋白、免疫球蛋白、尿蛋白分析、正电子发射断层扫描-计算机断层扫描(CT)、骨髓细胞学和基因检测。结论 鼻旁窦和颅底 IgD-λ MM 的临床表现不明显,妨碍了早期诊断。描述最初出现在这些部位的 MM 的文献很少。CT/磁共振扫描是确定特征性骨质破坏的必要手段。组织活检常用内窥镜方法。骨髓活检涂片、血清或尿蛋白电泳以及免疫固定电泳在出现靶器官损害时至关重要。
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引用次数: 0
Profound Pneumocephalus and Low-Pressure Hydrocephalus Triggered by Ventriculoperitoneal Shunt Placement after Resection, Fat Graft Reconstruction, and Radiotherapy for a Malignant Skull Base Schwannoma. 恶性颅底许旺瘤切除术、脂肪移植重建术和放疗后脑室腹腔分流术引发的严重气胸和低压脑积水。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-08-30 eCollection Date: 2024-07-01 DOI: 10.1055/a-2376-7197
Baylee Stevens, Shannan Bialek, Kyle Zhao, Suhair Maqusi, Edward El Rassi, Jeremy Tan, Christopher S Graffeo

Background  Tension pneumocephalus is a rare postoperative complication, typically presenting with mental status changes or rapid neurological decline after craniotomy. We report a complex case of tension pneumocephalus triggered by graft retraction after ventriculoperitoneal (VP) shunt placement. Case History  A 39-year-old woman with a recurrent left trigeminal cavernous sinus schwannoma, status post one prior resection, two stereotactic radiosurgery treatments, and one course of fractionated radiotherapy, underwent radical resection with orbital exenteration and abdominal fat free graft reconstruction followed by adjuvant radiotherapy for malignant transformation. She developed subacute ventriculomegaly with altered mental status, prompting VP shunt placement. Three weeks later, she presented with profound pneumocephalus and intraventricular air originating from a large, left-sided sphenoid and maxillary defect, from which the fat graft had retracted. A right frontal external ventricular drain (EVD) was placed, resulting in immediate release of air under high pressure. Definitive treatment required skull base reconstruction with a latissimus dorsi free flap, contralateral nasoseptal flap, antibiotics, and VP shunt revision for treatment of combined cerebrospinal fluid (CSF) leak, pneumocephalus, ventriculitis, and low-pressure hydrocephalus. As of her last follow-up, she was restored to her initial postresection neurological baseline. Conclusion  Tension pneumocephalus is a rare and life-threatening emergency that requires immediate neurosurgical intervention. We report the index case of tension pneumocephalus induced by graft retraction following radiotherapy and CSF diversion. Where observed, tension pneumocephalus resulting from a skull base CSF leak may be associated with low-pressure hydrocephalus, and successful long-term management demands balancing the need for CSF diversion against the integrity of the skull base reconstruction.

背景 张力性脑积气是一种罕见的术后并发症,通常表现为开颅手术后精神状态改变或神经功能迅速衰退。我们报告了一例脑室腹腔(VP)分流术后移植物回缩引发的张力性气胸的复杂病例。病史 一位患有复发性左侧三叉神经海绵窦分裂瘤的 39 岁女性患者,曾接受过一次切除术、两次立体定向放射外科治疗和一个疗程的分次放疗。她出现了亚急性脑室肿大,伴有精神状态改变,因此需要进行VP分流术。三周后,她出现了深度气胸和脑室内积气,积气来源于左侧巨大的蝶骨和上颌骨缺损,脂肪移植物已从该处回缩。医生在患者右额部放置了一个脑室外引流管(EVD),在高压作用下空气立即被排出。最终治疗需要用背阔肌游离皮瓣进行颅底重建、对侧鼻隔皮瓣、抗生素和VP分流术翻修,以治疗合并脑脊液(CSF)漏、气胸、脑室炎和低压脑积水。最后一次随访时,她的神经功能已恢复到手术后的初始基线。结论 张力性气胸是一种罕见的危及生命的急症,需要立即进行神经外科干预。我们报告了一例放疗和 CSF 转移后移植物回缩诱发的张力性气胸。据观察,颅底 CSF 漏导致的张力性气胸可能与低压脑积水有关,成功的长期治疗需要平衡 CSF 分流的需要和颅底重建的完整性。
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引用次数: 0
Surgical Management of Ipsilateral Internal Carotid Artery Stenosis and Unruptured Intracranial Aneurysm: Case Review and Treatment Considerations. 同侧颈内动脉狭窄和未破裂颅内动脉瘤的手术治疗:病例回顾与治疗注意事项。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-08-20 eCollection Date: 2024-07-01 DOI: 10.1055/a-2377-8490
Diwas Gautam, Matthew C Findlay, Kyril L Cole, William T Couldwell, Robert C Rennert

Introduction  The coexistence of carotid artery stenosis and a concomitant downstream ipsilateral unruptured intracranial aneurysm requires unique treatment considerations to balance the risk of thromboembolic complications from carotid artery stenosis and the risk of subarachnoid hemorrhage from intracranial aneurysm rupture. These considerations include the selection of optimal treatment modalities, the order and timing of interventions, and potential management of antiplatelet agents with endovascular approaches. We present strategies to optimize treatment in such a case. Case Report  We discuss the case of a 69-year-old woman with 90% stenosis of the right internal carotid artery and an ipsilateral, wide-necked, 4.8-mm, irregular-appearing right A1-2 junction aneurysm with an associated daughter sac. Open, endovascular, and mixed treatment strategies were considered. The patient selected and underwent a staged, open treatment approach with a carotid endarterectomy followed by a right craniotomy for microsurgical clipping of the aneurysm 5 days later. Both procedures were performed on daily full-dose aspirin without complications. On follow-up, the right carotid artery was widely patent, the aneurysm was secured, and the patient remained at her neurologic baseline. Discussion  The presented strategy for ipsilateral carotid artery stenosis and an unruptured intracranial aneurysm initially optimized cerebral perfusion to mitigate ischemic risks while permitting timely aneurysm intervention without a need for dual antiplatelet therapy or to traverse an earlier procedure site.

引言 颈动脉狭窄和同侧下游未破裂的颅内动脉瘤同时存在时,需要考虑独特的治疗方法,以平衡颈动脉狭窄引起血栓栓塞并发症的风险和颅内动脉瘤破裂引起蛛网膜下腔出血的风险。这些考虑因素包括最佳治疗方式的选择、介入治疗的顺序和时机,以及抗血小板药物与血管内方法的潜在管理。我们将介绍在此类病例中优化治疗的策略。病例报告 我们讨论了一位 69 岁女性的病例,她的右侧颈内动脉狭窄 90%,同侧有一个宽颈、4.8 毫米、外观不规则的右侧 A1-2 交界动脉瘤,并伴有一个子囊。考虑了开放、血管内和混合治疗策略。患者选择并接受了分阶段的开放式治疗方法,先进行颈动脉内膜切除术,5 天后再进行右侧开颅手术,用显微外科手术剪除动脉瘤。两个手术都是在每天服用全剂量阿司匹林的情况下进行的,没有出现并发症。随访时,右侧颈动脉广泛通畅,动脉瘤已被固定,患者的神经功能仍处于基线状态。讨论 本文提出的治疗同侧颈动脉狭窄和未破裂颅内动脉瘤的策略最初优化了脑灌注,减轻了缺血风险,同时允许及时进行动脉瘤介入治疗,无需双重抗血小板治疗或穿越早期手术部位。
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引用次数: 0
Intraplexal aneurysm of the distal segment of the anterior choroidal artery: A case report and review of literature. 脉络膜前动脉远段的复合动脉瘤:病例报告和文献综述。
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-07-25 DOI: 10.1055/a-2373-3647
M. Abouelleil, Omar Nabulsi, Omar Sadek, Karrar Aljiboori, P. Mazaris, Justin Singer
Aneurysms of the anterior choroidal artery (AChA) are the most common pathology of the vessel. Although proximal aneurysms at the internal carotid artery (ICA) and AChA junction are common, their occurrence in the distal segment of the anterior choroidal artery (AChA) is quite rare. We report a case of a distal AChA aneurysm occurring in the intraplexal segment of the AChA. To our knowledge, this is the first reported case of an intraplexal distal AChA aneurysm.
脉络膜前动脉(AChA)动脉瘤是该血管最常见的病变。虽然颈内动脉(ICA)和脉络膜前动脉(AChA)交界处的近端动脉瘤很常见,但在脉络膜前动脉(AChA)的远端却非常罕见。我们报告了一例发生在脉络膜前动脉内段的脉络膜前动脉远端动脉瘤。据我们所知,这是首例报告的复极内远端 AChA 动脉瘤病例。
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引用次数: 0
Posterior Fossa Ependymoma In A Child With Extensive Chondro-Osseous Metaplasia Occurring At Cerebellopontine Angle And Masquerading As A Vestibular Schwannoma ~ An Exceptionally Rare Clinicopathological Manifestation With Review Of Literature 小脑脑角广泛软骨骨赘增生并伪装成前庭许旺瘤的一名儿童的后窝脑外胶质瘤 ~ 异常罕见的临床病理表现及文献综述
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-07-24 DOI: 10.1055/a-2372-6701
Shaivy Malik, Siddhartha Sankar Samanta, Sachin Kolte
Ependymoma occurring at the cerebellopontine (CP) angle is an extremely uncommon sight and poses diagnostic and management dilemmas to neurosurgeons, radiologists, and neuropathologists alike. Moreover, the presence of extensive chondro-osseous metaplastic elements in ependymomas is an exceptionally infrequent histopathological manifestation. However, due to the seldom-seen nature of this histomorphological feature, there is no definite consensus regarding its etiopathogenesis and clinical consequences, and there is an extreme scarcity of literature elucidating its clinicopathological spectrum and prognostic significance. Herein, we illustrate an intriguing clinical tale of a 7-year-old male child with posterior fossa ependymoma, CNS WHO grade 3, arising at the right CP angle and masquerading as a vestibular schwannoma, which in itself is a rare presentation, and additionally, exhibiting extensive chondro-osseous metaplasia, which is a very uncommon histomorphological observation. To the best of the authors’ knowledge and after a comprehensive literature search, the coexistence of these two rare observations has merely been described once in international literature. This case sheds light on and highlights the importance of keeping ependymoma as a possible differential while coming across CP angle space-occupying lesions. They should be diligently distinguished from schwannomas and other masqueraders that typically occur at this site, as they have diverse management and follow-up protocols, with varying prognostic outcomes for the patients. Moreover, this case also unravels and details the clinicopathological characteristics of a scarcely described feature of chondro-osseous metaplasia in ependymomas.
发生在小脑脑桥(CP)角的脑外胚瘤极为罕见,给神经外科医生、放射科医生和神经病理学家带来了诊断和管理上的难题。此外,在脑上皮瘤中出现广泛的软骨-骨赘是一种非常罕见的组织病理学表现。然而,由于这种组织形态学特征很少见,关于其发病机制和临床后果还没有明确的共识,阐明其临床病理范围和预后意义的文献也极为稀少。在此,我们展示了一个有趣的临床故事:一名 7 岁男童患有后窝上皮瘤,中枢神经系统 WHO 3 级,起病于右侧 CP 角,伪装成前庭分裂瘤,这本身就是一种罕见的表现,此外,还表现出广泛的软骨骨化,这是一种非常不常见的组织形态学观察。据作者所知,在经过全面的文献检索后,国际文献中仅有过一次关于这两种罕见现象并存的描述。本病例揭示并强调了在遇到 CP 角占位性病变时,将上皮瘤作为可能的鉴别对象的重要性。应将其与通常发生在这一部位的分裂瘤和其他伪装者仔细鉴别,因为它们的治疗和随访方案各不相同,对患者的预后结果也不尽相同。此外,本病例还揭示并详细描述了上皮瘤中软骨骨化这一鲜有描述的临床病理特征。
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引用次数: 0
Sinonasal Malignancy Following Cranial Irradiation: A Scoping Review and Case Report of Sinonasal Teratocarcinosarcoma. 头颅照射后的鼻窦恶性肿瘤:鼻窦畸胎肉瘤的范围综述和病例报告
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-07-05 eCollection Date: 2024-07-01 DOI: 10.1055/s-0044-1788310
Ben B Levy, Michael J De Biasio, Nilo Alvarez Toledo, Sunit Das, Mandolin Bartling, Fahad Aldahari, John R de Almeida, Ilan Weinreb, Yvonne Chan

Background  Radiation therapy is a mainstay of treatment for brain tumors, but delayed complications include secondary malignancy which may occur months to years after treatment completion. Methods  We reviewed the medical records of a 41-year-old female treated with 60 Gy of radiation for a recurrent astrocytoma, who 6 years later developed a locally advanced sinonasal teratocarcinosarcoma. We searched MEDLINE, Embase, and Web of Science to conduct a scoping review of biopsy-proven sinonasal malignancy in patients who previously received cranial irradiation for a brain tumor. Results  To our knowledge, this is the first report of a patient to present with a sinonasal teratocarcinosarcoma after receiving irradiation for a brain tumor. Our scoping review of 1,907 studies produced 14 similar cases of secondary sinonasal malignancy. Median age of primary cancer diagnosis was 39.5 years old (standard deviation [SD]: 21.9), and median radiation dose was 54 Gy (SD: 20.3). Median latency time between the primary cancer and secondary sinonasal cancer was 9.5 years (SD: 5.8). Olfactory neuroblastoma was the most common sinonasal cancer ( n  = 4). Fifty percent of patients died from their sinonasal cancer within 1.5 years. Conclusion  Patients who receive radiation exposure to the sinonasal region for treatment of a primary brain tumor, including low doses or scatter radiation, may be at risk of a secondary sinonasal malignancy later in life. Physicians who monitor at-risk patients must be vigilant of symptoms which may suggest sinonasal malignancy, and surveillance should include radiographic review with careful monitoring for a secondary malignancy throughout the entire irradiated field.

背景 放射治疗是治疗脑肿瘤的主要方法,但延迟并发症包括继发性恶性肿瘤,可能在治疗结束后数月至数年发生。方法 我们回顾了一名 41 岁女性的病历,她因复发性星形细胞瘤接受了 60 Gy 的放射治疗,6 年后又患上了局部晚期鼻窦畸胎肉瘤。我们检索了MEDLINE、Embase和Web of Science,对曾因脑肿瘤接受过头颅照射的患者中经活检证实的鼻窦恶性肿瘤进行了范围界定。结果 据我们所知,这是首例因脑瘤接受颅内照射后出现鼻窦畸胎肉瘤的患者报告。我们对 1907 项研究进行了范围审查,发现了 14 例类似的继发性鼻窦恶性肿瘤病例。原发癌诊断的中位年龄为 39.5 岁(标准差 [SD]:21.9),中位放射剂量为 54 Gy(标准差:20.3)。原发性癌症与继发性鼻窦癌之间的中位潜伏期为 9.5 年(标准差:5.8)。嗅神经母细胞瘤是最常见的鼻窦癌(4 例)。50%的患者在1.5年内死于鼻窦癌。结论 因治疗原发性脑肿瘤而接受鼻窦部位放射线照射(包括低剂量或散射辐射)的患者可能会面临日后罹患继发性鼻窦恶性肿瘤的风险。监测高危患者的医生必须对可能提示鼻窦恶性肿瘤的症状保持警惕,监测工作应包括对整个照射区域进行放射学检查,并仔细观察是否存在继发性恶性肿瘤。
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引用次数: 0
Development of a Machine Learning-Enabled Virtual Reality Tool for Preoperative Planning of Functional Endoscopic Sinus Surgery 为功能性内窥镜鼻窦手术的术前规划开发支持机器学习的虚拟现实工具
IF 0.6 Q4 CLINICAL NEUROLOGY Pub Date : 2024-07-02 DOI: 10.1055/a-2358-8928
Varun Gudapati, Alexander Chen, Scott Meyer, C-C. Jay Kuo, T. Hsiai, Yichen Ding, Marilene B Wang
Objectives:Virtual reality (VR) is an increasingly valuable teaching tool, but current simulators are not typically clinically scalable due to their reliance on inefficient manual segmentation. The objective of this project was to leverage a high-throughput and accurate machine learning method to automate data preparation for a patient-specific VR simulator used to explore preoperative sinus anatomyMethods:An endoscopic VR simulator was designed in Unity to enable interactive exploration of sinus anatomy. The Saak transform, a data-efficient machine learning method, was adapted to accurately segment sinus CT scans using minimal training data, and the resulting data was reconstructed into 3D patient-specific models that could be explored in the simulator.Results:Using minimal training data, the Saak transform-based machine learning method offers accurate soft-tissue segmentation. When explored with an endoscope in the VR simulator, the anatomical models generated by the algorithm accurately capture key sinus structures and showcase patient-specific variability in anatomy.Conclusions:By offering an automatic means of preparing VR models from a patient’s raw CT scans, this pipeline takes a key step towards clinical scalability. In addition to preoperative planning, this system also enables virtual endoscopy—a tool that is particularly useful in the COVID-19 era. As VR technology inevitably continues to develop, such a foundation will help ensure that future innovations remain clinically accessible.
目标:虚拟现实(VR)是一种越来越有价值的教学工具,但目前的模拟器由于依赖低效的手动分割,通常无法在临床上扩展。本项目的目标是利用一种高通量和精确的机器学习方法,为患者专用的 VR 模拟器自动准备数据,用于探索术前的鼻窦解剖结构方法:在 Unity 中设计了一个内窥镜 VR 模拟器,以实现对鼻窦解剖结构的交互式探索。结果:使用最少的训练数据,基于 Saak 变换的机器学习方法可提供精确的软组织分割。当在 VR 模拟器中使用内窥镜进行探索时,该算法生成的解剖模型准确捕捉到了关键的鼻窦结构,并展示了患者特定的解剖变异。除了术前规划,该系统还能进行虚拟内窥镜检查--这在 COVID-19 时代尤为有用。随着 VR 技术不可避免地不断发展,这样的基础将有助于确保未来的创新技术在临床上的可及性。
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引用次数: 0
期刊
Journal of Neurological Surgery Reports
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