Facial Nerve Injuries

面神经损伤
  • 文章类型: Journal Article
    本研究旨在报告阿曼下颌骨髁突骨折与切开复位内固定(ORIF)相关的并发症发生率。
    这项回顾性队列研究是在Al-Nahdha医院和马斯喀特苏丹卡布斯大学医院接受下颌髁突骨折ORIF治疗的患者中进行的,阿曼,从2008年1月到2020年12月。收集的数据包括患者人口统计学,骨折病因,骨折侧和类型,手术入路,记录并发症和结果。
    在研究期间,共有68例患者(男59例,女9例;平均年龄30.1岁),83例下颌骨髁突骨折患者接受了ORIF治疗。髁下骨折是最常见的类型,发生在62.7%的患者中,而双侧骨折21例(30.8%)。最常见的手术方法是下颌后,用于42.2%的患者。总并发症发生率为42.6%,最常见的并发症是短暂性面神经麻痹(18.1%),错牙合(14.7%)和张口受限(10.3%)。6例进行了随后的手术干预以纠正错牙合。总并发症发生率与患者临床特征之间无统计学显著关联。
    尽管下颌髁突骨折的ORIF通常提供有利的结果,它有并发症的风险。
    UNASSIGNED: This study aimed to report the complication rate associated with open reduction and internal fixation (ORIF) of mandibular condyle fractures in Oman.
    UNASSIGNED: This retrospective cohort study was conducted among patients who underwent ORIF of mandibular condyle fractures at Al-Nahdha Hospital and the Sultan Qaboos University Hospital in Muscat, Oman, from January 2008 to December 2020. Data collected included patient demographics, fracture aetiology, fracture side and type, surgical approach and recorded complications and outcomes.
    UNASSIGNED: A total of 68 patients (59 males and 9 females; mean age of 30.1 years) with 83 mandibular condyle fractures underwent ORIF during the study period. Subcondylar fractures were the most common type, occurring in 62.7% of patients, while bilateral fractures were observed in 21 (30.8%) patients. The most common surgical approach was retromandibular, used in 42.2% of patients. The overall complication rate was 42.6%, with the most frequently reported complications being transient facial nerve palsy (18.1%), malocclusion (14.7%) and restricted mouth opening (10.3%). Subsequent surgical interventions to correct malocclusion were performed in 6 cases. There was no statistically significant association between the overall complication rate and the patients\' clinical characteristics.
    UNASSIGNED: Although ORIF of mandibular condyle fractures generally offers favourable outcomes, it carries a risk of complications.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:治疗中型至大型前庭神经鞘瘤的理想目标是完全切除肿瘤并保留所有颅神经。然而,尽管在显微外科手术和术中监测方面取得了进步,全切除后面神经功能障碍的风险在31%至57%之间.目前,大肿瘤的治疗目标是从完全切除到保留面神经。
    目的:评估我们研究所接受大前庭神经鞘瘤大部切除或不接受伽玛刀放射外科手术的患者的面神经预后。
    方法:回顾性分析2012年1月至2016年12月行大型前庭神经鞘瘤初次手术的患者。该研究包括未进行完全切除且在手术期间留下残留物以防止面神经损伤的病例。
    结果:对符合纳入标准的52例患者进行分析。在最后的后续行动中,70%的患者面神经功能良好(H-B1级和2级)。面神经功能正常的患者术前,81%(25/31)的患者有良好的面神经结果(H-B1级和2级),而在先前存在面神经缺陷的患者中,近62%(13/21)的患者面神经等级维持或改善。
    结论:通过VS次全切除,然后进行前期或延迟GKRS,可以获得良好的面神经预后和肿瘤控制率;然而,需要进行长期随访,以检测这些生长缓慢的肿瘤的复发.
    BACKGROUND: The ideal goal of treatment for medium to large vestibular schwannoma is complete tumor removal with preservation of all cranial nerves. However, despite the advancements in microsurgery and intraoperative monitoring, the risk of facial nerve dysfunction following total resection varies between 31% and 57%. Currently, the goal of treatment for large tumors is shifting from total excision to facial nerve preservation.
    OBJECTIVE: To evaluate the facial nerve outcome in patients who underwent subtotal excision with or without subsequent gamma knife radiosurgery for large vestibular schwannomas in our institute.
    METHODS: All patients who underwent primary surgery for large vestibular schwannomas between January 2012 and December 2016 were analyzed retrospectively. Cases where total excision was not done and a residue was left behind to prevent facial nerve injury during surgery were included in the study.
    RESULTS: A total of 52 patients who met the inclusion criteria were analyzed. At final follow-up, 70% of patients had good facial nerve function (H-B grade 1 and 2). In patients with normal facial nerve function preoperatively, 81% (25/31) of them had good facial nerve outcomes (H-B grade 1 and 2), whereas in patients with preexisting facial nerve deficits, nearly 62% (13/21) of them either maintained or had improvement in their facial nerve grades.
    CONCLUSIONS: Good facial nerve outcomes and tumor control rate is obtained by subtotal excision of VS followed by upfront or delayed GKRS; however, there is a need for long-term follow-up to detect recurrences in these slow-growing tumors.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    这项回顾性研究的目的是确定下颌骨髁突骨折术后面神经损伤(FNI)的风险。共59例连续髁突骨折或采用下颌后经腮腺入路(RMTA)摘除钢板的病例,分为FNI组和非FNI组,评估其与年龄的相关性。性别,偏侧性,骨折类型,高度,体重,体重指数(BMI),计算机断层扫描(CT)上的颌面部骨高度和宽度直径。FNI发生在59例患者中的11例(18.64%),他们都是女性(p=0.0011)。FNI单变量分析的其他有统计学意义的因素包括身高短(156.95±8.16cmvs.164.29±9.89cm,p=0.04),低重量(46.08±8.03kg与58.94±11.79kg,p=0.003),低BMI(18.64±2.63kg/m2,21.68±3.02kg/m2,p=0.007),短髁前骨折距离(19.34±3.15mmvs.22.26±3.96mm,p=0.04)和短髁-后骨折距离(20.12±3.98mmvs.25.45±5.02mm,p=0.009)。我们的回顾性研究表明,使用RMTA手术的FNI尤其发生在女性患者中,并且可能在身材矮小的患者中更频繁地发生。瘦或有髁高骨折。
    The purpose of this retrospective study was to identify risks of postoperative facial nerve injury (FNI) in mandibular condylar fractures. A total of 59 consecutive cases of condyle fracture or plate removal with a retromandibular transparotid approach (RMTA) were divided into FNI and non-FNI groups that were evaluated for associations with age, sex, laterality, fracture type, height, weight, body mass index (BMI), and maxillofacial bone height and width diameters on computed tomography (CT). FNI occurred in 11 of 59 patients (18.64%), all of them female (p = 0.0011). Other statistically significant factors on univariate analysis for FNI included a short height (156.95 ± 8.16 cm vs. 164.29 ± 9.89 cm, p = 0.04), low weight (46.08 ± 8.03 kg vs. 58.94 ± 11.79 kg, p = 0.003), low BMI (18.64 ± 2.63 kg/m2 21.68 ± 3.02 kg/m2, p = 0.007), short condylion-anterior fracture distance (19.34 ± 3.15 mm vs. 22.26 ± 3.96 mm, p = 0.04) and short condylion-posterior fracture distance (20.12 ± 3.98 mm vs. 25.45 ± 5.02 mm, p = 0.009). Our retrospective study suggested that FNI with RMTA surgery occurs particularly in female patients and may occur more frequently in patients who are short, lean or have high condyle fractures.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:通过二次近红外(NIR-II)荧光成像检测CelTrac1000标记的毛囊表皮神经c干细胞(EPI-NCSC)修复面神经缺损的疗效。
    方法:首先,将CelTrac1000标记的EPI-NCSC显微注射到无细胞神经同种异体移植物(ANAs)中,以桥接成年大鼠面神经颊支10毫米长的间隙。然后,通过NIR-II荧光成像系统检测Celtrac1000标记的EPI-NCSC,以显示体内移植细胞的行为。此外,研究了移植的EPI-NCSC对修复面神经缺损的作用。
    结果:通过14周的动态观察,移植的EPI-NCSC在手术后在体内ANA中存活。同时,NIR-II荧光信号的区域逐渐被限制为与再生神经段的方向一致。此外,功能和形态学分析结果显示,移植的EPI-NCSCs能促进面瘫患者伤后神经再生和恢复。
    结论:我们的研究为细胞治疗面瘫的临床前研究提供了一种追踪移植细胞的新方法。并证明了EPI-NCSC与ANAs联合桥接大鼠面神经缺损的治疗潜力。
    OBJECTIVE: To detect the therapeutic efficacy of CelTrac1000-labeled hair follicle epidermal neural crest stem cells (EPI-NCSCs) on repairing facial nerve defects by second near-infrared (NIR-II) fluorescence imaging.
    METHODS: Firstly, CelTrac1000-labeled EPI-NCSCs were microinjected into the acellular nerve allografts (ANAs) to bridge a 10-mm-long gap in the buccal branch of facial nerve in adult rats. Then, Celtrac1000-labeled EPI-NCSCs were detected by NIR-II fluorescence imaging system to visualize the behavior of the transplanted cells in vivo. Additionally, the effect of the transplanted EPI-NCSCs on repairing facial nerve defect was examined.
    RESULTS: Through 14 weeks of dynamic observation, the transplanted EPI-NCSCs survived in the ANAs in vivo after surgery. Meanwhile, the region of the NIR-II fluorescence signals was gradually limited to be consistent with the direction of the regenerative nerve segment. Furthermore, the results of functional and morphological analysis showed that the transplanted EPI-NCSCs could promote the recovery of facial paralysis and neural regeneration after injury.
    CONCLUSIONS: Our research provides a novel way to track the transplanted cells in preclinical studies of cell therapy for facial paralysis, and demonstrates the therapeutic potential of EPI-NCSCs combined with ANAs in bridging rat facial nerve defects.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    特发性面神经麻痹是最常见的面神经损伤类型,约占周围性面瘫病例的70%。这种疾病不仅会导致面部表情的变化,而且会极大地影响患者的心理。在严重的情况下,会影响患者的正常工作和生活。因此,面神经损伤修复的研究具有重要的临床意义。为了研究该病的发病机制,有必要进行相关的动物实验,其中最重要的任务是建立与人类疾病发病机制相同的动物模型。岩骨内的面神经受压,尤其是内耳道远端和迷路段连接处的神经干,是特发性面神经麻痹的发病机制。为了模拟这种常见病,本研究建立了面神经颅外段的压迫性损伤模型。神经损伤是通过行为评估的,神经电生理学,和组织学检查。最后,选择50μg恒力和90s钳夹伤作为损伤参数,构建稳定的特发性面神经麻痹模型。
    Idiopathic facial paralysis is the most common type of facial nerve injury, accounting for approximately 70% of peripheral facial paralysis cases. This disease can not only lead to a change in facial expression but also greatly impact the psychology of patients. In severe cases, it can affect the normal work and life of patients. Therefore, the research on facial nerve injury repair has important clinical significance. In order to study the mechanism of this disease, it is necessary to carry out relevant animal experiments, among which the most important task is to establish an animal model with the same pathogenesis as human disease. The compression of the facial nerve within the petrous bone, especially the nerve trunk at the junction of the distal end of the internal auditory canal and the labyrinthine segment, is the pathogenesis of idiopathic facial paralysis. In order to simulate this common disease, a compression injury model of the main extracranial segment of the facial nerve was established in this study. The neurological damage was evaluated by behavioral, neuroelectrophysiological, and histological examination. Finally, 50 g constant force and 90 s clamp injury were selected as the injury parameters to construct a stable idiopathic facial paralysis model.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:面神经功能障碍是下颌骨髁突骨折切开复位术中的潜在并发症。
    目的:本研究的目的是测量和比较经腮腺(TP)和经尿道腮腺前(TMAP)手术入路切开复位内固定髁突骨折术后面神经功能。使用肌电图。
    设计了一项随机对照临床试验。这项研究是在住院的一家三级医院中进行的。包括年龄在18岁以上的颌骨单侧髁突骨折或仅在一侧接受手术的双侧髁突骨折患者。如果患者头部骨折,将被排除在外,双侧髁突骨折计划手术,以前在下颌后区域的手术史,现有的接近髁的撕裂,术前表现为面神经无力,或者腮腺手术史.
    方法:预测变量是手术方法,受试者被随机分配到TMAP和TP。
    主要结果变量是采用House-Brackmann量表和肌电图(EMG)记录神经功能的任何细微弱点的手术方法后面神经功能。术后1周(T1)以3个时间间隔记录面神经功能,1个月(T2),3个月(T3)。研究的次要结果是手术时间和记录的任何其他并发症。
    年龄,性别,根据Loukata等将髁突骨折分类为髁颈或基础骨折的骨折模式。4描述解剖位置的下颌骨骨折,即联合和旁骨(下颌骨前),身体,记录对侧髁或大于1的相关骨折。同样,还记录了是否存在任何相关的中面骨折,这表明研究参与者在所有方面都是同质的.
    方法:分析统计包括χ2检验,t检验,重复测量方差分析,然后进行事后检验,以比较包括额骨在内的面部肌肉的2种手术方法(TPvsTMAP)之间的EMG数据(平均功率和平均幅度)。oculi,并在不同的时间间隔(T0,T1,T2,T3)。还对每组患者进行了分析,以检查随访期间发生的神经恢复情况。显著性水平设定为P<0.05。
    结果:研究样本由22例患者组成,TMAP组的平均年龄分别为32.82±11.21岁和TP组的平均年龄分别为27.82±8.54岁(P=.26);TMAP和TP组的男性优势分别为81.8%和90.9%(P=.53)。通过House-Brackmann量表临床评估的面神经缺损,为54%(T1),36.4%(T2),TP组为9.1%(T3)和27%(T1),9%(T2),和TMAP组的0%(T3);然而,结果无统计学意义(P=.31)。在表面肌电图评估中,T3时TMAP入路中额肌的平均功率显著较高(105.03±9.7vs89.56±10;95%CI-24.28~-6.65,P值=.002).TP方法更快,平均暴露时间为9.9分钟。
    结论:结果表明,两种方法均可获得与TMAP组相当的长期结果,表现出额肌活动更好。
    BACKGROUND: Facial nerve (FN) dysfunction is a potential complication during open reduction of mandibular condylar fractures.
    OBJECTIVE: The purpose of this study was to measure and compare the postoperative FN function following transparotid (TP) and transmasseteric anterior parotid (TMAP) operative approaches in open reduction and internal fixation of condylar fractures using electromyogram.
    UNASSIGNED: A randomized controlled clinical trial was designed. The study was conducted in a single tertiary-care hospital in the inpatient setting. Patients aged above 18 years with unilateral condylar fracture of the jaw or bilateral condylar fractures undergoing surgery on only 1 side were included. Patients were excluded if they had fractures of the head, bilateral condylar fractures with surgery planned on both sides, a previous history of surgery in the retromandibular area, existing lacerations to approach condyle, preoperative signs of FN weakness, or a history of parotid surgery.
    METHODS: The predictor variable was the operative approach and the subjects were allocated randomly to TMAP and TP.
    UNASSIGNED: The primary outcome variable was postoperative FN function in the surgical approach employed using the House-Brackmann scale and electromyography (EMG) to record any subtle weakness in nerve function. The FN function is recorded at 3 time intervals postoperatively 1 week (T1), 1 month (T2), and 3 months (T3). The secondary outcomes studied were operating time and any other complications recorded.
    UNASSIGNED: Age, sex, fracture pattern with classification of condylar fractures into condylar neck or base fractures according to Loukata et al.4 Any associated fracture of mandible describing the anatomical location viz symphysis and parasymphysis (anterior mandible), body, contralateral condyle or greater than 1 associated fracture were recorded. Similarly, the presence or absence of any associated midface fracture was also recorded to suggest that the study participants were homogenous in all aspects.
    METHODS: Analytical statistics included χ2 test, t-test, and repeated measures ANOVA followed by post hoc test to compare EMG data (mean power and mean amplitude) between 2 operative approaches (TP vs TMAP) for facial muscles including frontalis, oculi, and buccinator at different time intervals (T0, T1, T2, T3). Patients within each group were also analyzed to check for nerve recovery occurring during the follow-up period. The level of significance was set at P < .05.
    RESULTS: The study sample was composed of 22 patients with a mean age of 32.82 ± 11.21 years in TMAP and 27.82 ± 8.54 years in the TP group respectively (P = .26); male predominance of 81.8 and 90.9% in TMAP and TP group respectively (P = .53) was noted. The FN deficit as assessed by the House-Brackmann scale clinically, was at 54% (T1), 36.4% (T2), and 9.1% (T3) for the TP group and 27% (T1),9% (T2), and 0% (T3) for TMAP group; however, the results were statistically insignificant (P = .31). In surface EMG evaluation, the mean power for the frontalis muscle was significantly higher in the TMAP approach at the T3 time (105.03 ± 9.7 vs 89.56 ± 10; 95% confidence interval -24.28 to -6.65 with P value = .002). TP approach was faster with a mean exposure time of 9.9 minutes.
    CONCLUSIONS: The results show that both approaches give comparable long-term results with the TMAP group showing better frontalis muscle activity.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Systematic Review
    目的:耳科手术后医源性面神经麻痹是一种破坏性的并发症,会导致不良的美学和功能结局。这项研究旨在回顾已经报道了即刻面神经麻痹病例的研究,以了解损伤发生的原因和地点,并评估治疗后的结果。
    MEDLINE,Embase,科克伦中部,并发布至2023年6月20日。
    方法:包括中耳和耳蜗植入手术后即刻面神经麻痹的临床研究。使用Brazzelli偏差风险工具检查偏差风险。由于报告结果的不一致,我们无法进行荟萃分析.
    结果:在确定的234项研究中,11符合纳入标准。最常见的伤害原因是过度钻孔,使用锋利的钩子来去除疾病,或继发于出血或炎症的外科医生的迷失方向。报告了术前计算机断层扫描(CT)成像和术中面神经监测的可变用法。鼓室段是最常见的损伤部位。采用多种手术方法治疗面神经损伤,包括面神经减压术,直接关闭,用自体神经移植修复.
    结论:耳外科医生在开始手术前应考虑利用术前CT成像建立关键标志和解剖变异的三维心理影像。术中FN监测可实现安全实践。尽管采取了这些措施,复杂的疾病过程和不良的术中条件可能会带来困难。多种治疗选择可用于治疗潜在的损伤。
    OBJECTIVE: Iatrogenic facial nerve palsy following otological surgery is a devastating complication that results in adverse aesthetic and functional outcomes. This study aims to review studies that have reported cases of immediate facial nerve palsy to learn why and where injuries occurred and to assess outcomes following management.
    UNASSIGNED: MEDLINE, Embase, Cochrane CENTRAL, and Pubmed up to June 20, 2023.
    METHODS: Clinical studies of immediate facial nerve palsies following middle ear and cochlear implantation surgery were included. Risk of bias was examined using the Brazzelli risk of bias tool. Due to the inconsistency in reporting of outcomes, we were unable to perform a meta-analysis.
    RESULTS: Of 234 studies identified, 11 met the inclusion criteria. The most common causes of injury were excessive drilling, use of sharp hooks to remove disease, or disorientation of the surgeon secondary to bleeding or inflammation. Variable usage of preoperative computed tomography (CT) imaging and intraoperative facial nerve monitoring was reported. The tympanic segment was the most common site of injury. A variety of surgical techniques were employed to approach the facial nerve injury including facial nerve decompression, direct closure, and repair using an autologous nerve graft.
    CONCLUSIONS: Otological surgeons should consider utilizing preoperative CT imaging to establish a three-dimensional mental image of key landmarks and anatomical variations before embarking on surgery. Intraoperative FN monitoring enables safe practice. Despite these measures, complex disease processes and hostile intraoperative conditions can present difficulty. Multiple treatment options are available to treat the underlying injury.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    我们旨在研究加载神经营养蛋白3(NT-3)的RVG-Lamp2b修饰的外泌体(exos)对面神经损伤的影响。通过梯度离心从对照细胞(CtrlExo)或与RVG-Lamp2b和NT-3质粒(RVG-NT-3Exo)共转染的骨髓间充质干细胞中收集Exos,并通过蛋白质印迹进行鉴定,透射电子显微镜,和纳米粒子跟踪分析。通过形态学分析确定RVG-NT-3Exo对氧化应激损伤的影响,生存能力,和神经元的ROS产生。通过检测ROS的产生来确定RVG-NT-3Exo对面神经轴突切开术(FNA)的影响,神经炎症反应,小胶质细胞激活,面部运动神经元(FMN)死亡,和髓鞘修复。加载NT-3并用RVG-Lamp2b修饰不会改变exos的性质。此外,RVG-NT-3Exo可有效靶向神经元递送NT-3。用RVG-NT-3Exo处理降低了H2O2诱导的原代神经元和Nsc-34细胞的氧化应激损伤。RVG-NT-3Exo处理显著降低了ROS的产生,神经炎症反应,FMN死亡,在FNA大鼠模型中,小胶质细胞活化和髓鞘修复升高。我们的发现表明,RVG-NT-3Exo介导的NT-3递送可有效治疗面神经损伤。
    We aim to investigate the effect of RVG-Lamp2b-modified exosomes (exos) loaded with neurotrophin-3 (NT-3) on facial nerve injury. Exos were collected from control cells (Ctrl Exo) or bone marrow mesenchymal stem cells co-transfected with RVG-Lamp2b and NT-3 plasmids (RVG-NT-3 Exo) by gradient centrifugation and identified by western blotting, transmission electron microscopy, and nanoparticle tracking analysis. Effect of RVG-NT-3 Exo on oxidative stress damage was determined by analysis of the morphology, viability, and ROS production of neurons. Effect of RVG-NT-3 Exo on facial nerve axotomy (FNA) was determined by detecting ROS production, neuroinflammatory reaction, microglia activation, facial motor neuron (FMN) death, and myelin sheath repair. Loading NT-3 and modifying with RVG-Lamp2b did not alter the properties of the exos. Moreover, RVG-NT-3 Exo could effectively target neurons to deliver NT-3. Treatment with RVG-NT-3 Exo lowered H2O2-induced oxidative stress damage in primary neurons and Nsc-34 cells. RVG-NT-3 Exo treatment significantly decreased ROS production, neuroinflammatory response, FMN death, and elevated microglia activation and myelin sheath repair in FNA rat models. Our findings suggested that RVG-NT-3 Exo-mediated delivery of NT-3 is effective for the treatment of facial nerve injury.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    前庭神经鞘瘤(VS)是颅底最常见的肿瘤,有可能对面神经造成医源性损伤的风险。这会显著影响患者的生活质量。由于面神经结果仍然难以预测,我们努力利用机器学习破译与VS显微手术切除后面神经预后相关的预测因素.患者的数据库-,通过回顾性图表回顾,对242例连续患者进行了7年的VS显微手术切除,构建了肿瘤和手术特异性特征。然后,该数据库用于训练非线性监督机器学习分类器以预测面神经保留,定义为House-Brackmann(HB)Ivs.面神经损伤,定义为HBII-VI,在6个月的门诊随访中确定。随机森林算法的准确率为90.5%,面神经损伤预测的敏感性为90%,特异性为90%。随机变量(rv)是通过随机采样高斯分布生成的,并用作比较其他特征的预测性的基准。这个分析揭示了年龄,体重指数(BMI),病例长度和肿瘤尺寸代表肿瘤向脑干生长,作为面神经损伤的预测指标。当通过前瞻性评估面神经损伤风险进行验证时,该模型显示84%的准确性。这里,我们描述了一种机器学习算法的发展,以预测VS显微手术切除后面神经损伤的可能性。除了作为临床适用的工具,这凸显了机器学习揭示变量之间非线性关系的潜力,这些变量在高危外科手术结局预测中可能具有临床价值.
    Vestibular schwannomas (VS) are the most common tumor of the skull base with available treatment options that carry a risk of iatrogenic injury to the facial nerve, which can significantly impact patients\' quality of life. As facial nerve outcomes remain challenging to prognosticate, we endeavored to utilize machine learning to decipher predictive factors relevant to facial nerve outcomes following microsurgical resection of VS. A database of patient-, tumor- and surgery-specific features was constructed via retrospective chart review of 242 consecutive patients who underwent microsurgical resection of VS over a 7-year study period. This database was then used to train non-linear supervised machine learning classifiers to predict facial nerve preservation, defined as House-Brackmann (HB) I vs. facial nerve injury, defined as HB II-VI, as determined at 6-month outpatient follow-up. A random forest algorithm demonstrated 90.5% accuracy, 90% sensitivity and 90% specificity in facial nerve injury prognostication. A random variable (rv) was generated by randomly sampling a Gaussian distribution and used as a benchmark to compare the predictiveness of other features. This analysis revealed age, body mass index (BMI), case length and the tumor dimension representing tumor growth towards the brainstem as prognosticators of facial nerve injury. When validated via prospective assessment of facial nerve injury risk, this model demonstrated 84% accuracy. Here, we describe the development of a machine learning algorithm to predict the likelihood of facial nerve injury following microsurgical resection of VS. In addition to serving as a clinically applicable tool, this highlights the potential of machine learning to reveal non-linear relationships between variables which may have clinical value in prognostication of outcomes for high-risk surgical procedures.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    暂无摘要。
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号