Pediatric neurosurgery

小儿神经外科
  • 文章类型: Case Reports
    背景:瑞芬太尼,一种超短效μ阿片受体激动剂,由于出色的可调性,通常用于麻醉管理。已知瑞芬太尼会引起窦性心动过缓,然而,因为它对心脏传导系统具有直接的负变时效应,并且通过副交感神经系统具有间接的负变时效应。
    方法:一名8岁的日本男孩因第四脑室脑肿瘤被诊断为急性脑积水,并接受了紧急手术。影像学检查显示脑干受压。安排了内镜下第三脑室造瘘术和脑室腹腔分流术。在全身麻醉诱导期间开始使用瑞芬太尼,但心电图显示窦性心动过缓,然后是Wenckebach型房室传导阻滞,然后完成房室传导阻滞.立即停用瑞芬太尼,我们用硫酸阿托品.完全性房室传导阻滞恢复为窦性心律。瑞芬太尼重新启动后,然而,心电图再次显示窦性心动过缓,Wenckebach型房室传导阻滞,然后完成房室传导阻滞.再次立即停用瑞芬太尼,我们注射了肾上腺素,然后完全性房室传导阻滞恢复为窦性心律。使用芬太尼代替瑞芬太尼,并连续输注多巴胺。此后没有再发生完全性房室传导阻滞。
    结论:这是已知的首例因服用瑞芬太尼导致颅内压升高的儿科患者发生完全房室传导阻滞的病例。
    BACKGROUND: Remifentanil, an ultra-short-acting µ-opioid receptor agonist, is commonly used for anesthetic management due to excellent adjustability. Remifentanil is known to cause sinus bradycardia, however, because it has a direct negative chronotropic effect on the cardiac conduction system and there is an indirect negative chronotropic effect via the parasympathetic nervous system.
    METHODS: An 8-year-old Japanese boy was diagnosed with acute hydrocephalus due to a brain tumor in the fourth ventricle and underwent emergency surgery. Imaging examination showed brainstem compression. Endoscopic third ventriculostomy and ventriculoperitoneal shunt surgery were scheduled. Remifentanil was started during induction of general anesthesia, but electrocardiogram showed sinus bradycardia, then Wenckebach-type atrioventricular block, and then complete atrioventricular block. Remifentanil was immediately discontinued, and we administered atropine sulfate. Complete atrioventricular block was restored to sinus rhythm. When remifentanil was restarted, however, the electrocardiogram again showed sinus bradycardia, Wenckebach-type atrioventricular block, and then complete atrioventricular block. Remifentanil was again immediately discontinued, we administered adrenaline, and then complete atrioventricular block was restored to sinus rhythm. Fentanyl was used instead of remifentanil with continuous infusion of dopamine. There has since been no further occurrence of complete atrioventricular block.
    CONCLUSIONS: This is the first known case of complete atrioventricular block in a pediatric patient with increased intracranial pressure seemingly caused by administration of remifentanil.
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  • 文章类型: Journal Article
    患有颅咽管瘤(CP)的儿童通常患有终身慢性疾病。孩子越年轻,成熟的大脑对侵入性治疗如手术或放射治疗越脆弱。因此,有助于避免或延迟侵入性治疗的治疗方式对这些患者有益.在过去的十年里,干扰素α-2a或α-2b的囊内注射是基于疗效和轻微毒性的选择。然而,这种药物在国际上不再可用。经过广泛的药理学审查,聚乙二醇干扰素α-2a被鉴定为最相似的药物。
    描述了回顾性病例系列,包括5例根据创新护理方案接受囊内聚乙二醇干扰素α-2a治疗囊性CP的患者。初次CP囊肿抽吸后,聚乙二醇干扰素α-2a通过Ommaya水库每周注射一次,持续6周,然后用MRI评估反应。
    患者的年龄从4到54岁不等(4名患者<12岁,一名成年患者)。聚乙二醇干扰素α-2a的囊内治疗对所有五名患者的耐受性都很好,没有任何主要毒性,并导致所有五名患者的囊肿缩小。在一名患有囊肿漏的患者中,开始进行囊内治疗之前进行渗透性研究的重要性变得显而易见。
    发现聚乙二醇干扰素α-2a的囊内治疗是囊性CP患者的一种可耐受且有效的治疗方式。这种经验值得对更多患者进行进一步研究,以测量长期疗效和安全性结果。
    UNASSIGNED: Children with craniopharyngiomas (CPs) typically suffer from a life-long chronic disease. The younger the child, the more vulnerable the maturing brain is to invasive therapies such as surgery or radiotherapy. Therefore, treatment modalities facilitating avoidance or delay of invasive therapies are beneficial for these patients. In the last decade, intracystic injection of interferon alfa-2a or alfa-2b evolved as a treatment of choice based on efficacy and minor toxicity. However, the drug is no longer available internationally. After an extensive pharmacological review, peginterferon alfa-2a was identified as the agent with closest similarity.
    UNASSIGNED: A retrospective case series is described, including five patients treated with intracystic peginterferon alfa-2a for cystic CP according to an innovative care protocol. After initial CP cyst aspiration, peginterferon alfa-2a was injected once per week via an Ommaya reservoir for 6 weeks followed by response assessment with MRI.
    UNASSIGNED: Patients\' age ranged from 4 to 54 years (four patients <12 years, one adult patient). Intracystic therapy with peginterferon alfa-2a was tolerated well by all five individuals without any major toxicities and resulted in cyst shrinkage in all of the five patients. The importance of a permeability study prior to commencing intracystic therapy became apparent in one patient who suffered from cyst leakage.
    UNASSIGNED: Intracystic treatment with peginterferon alfa-2a was found to be a tolerable and efficacious treatment modality in patients with cystic CP. This experience warrants further research with a larger number of patients with measurement of long-term efficacy and safety outcomes.
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  • 文章类型: Case Reports
    Lhermitte-Duclos病(LDD),也被称为发育不良的小脑神经节细胞瘤,是一种罕见的,生长缓慢,发生在小脑的良性病变,在儿科人群中非常罕见。缺乏关于LDD管理的文献和证据,只有一份系统审查。因此,需要更多的病例报告和研究.本研究报告了诊断为LDD的儿科病例,并描述了患者的临床表现,放射学发现,和组织病理学标准。此外,讨论了该疾病的重要方面,以帮助达到最佳的管理选择。主要的管理选择是手术切除,尽管“观望”方法也是一种替代方法,尤其是无症状患者。仍需要更多的研究来确定最佳的管理方案。
    Lhermitte-Duclos disease (LDD), also known as dysplastic cerebellar gangliocytoma, is a rare, slow-growing, benign lesion that occurs in the cerebellum and is very uncommon in the pediatric population. There is a lack of literature and evidence about LDD management, and only one systematic review is available. Thus, more case reports and studies are warranted. This study reports a pediatric case diagnosed with LDD and describes the patient\'s clinical presentation, radiological findings, and histopathological criteria. In addition, important aspects of the disease are discussed to help reach the best management options. The main management option is surgical resection, though a \"wait and see\" approach is also an alternative, especially for asymptomatic patients. More studies are still needed to determine the best management options.
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  • 文章类型: Journal Article
    背景:异时性颅内生殖细胞肿瘤(iGCT)-无关,在同一患者的不同时间点发生的组织学上不同的iGCT仍然很少见。在这里,作者报告了这种情况,并讨论了导致这种现象的文献和潜在的病理生理机制。
    方法:一名9岁男孩出现新的平衡障碍,头痛,恶心,视觉障碍,左侧面部麻痹.磁共振成像(MRI)扫描显示,疑似松果体区畸胎瘤起源于松果体,并伴有连续的阻塞性脑积水。诊断并切除了成熟的畸胎瘤。术后恢复良好,患者可以恢复正常的日常活动。然而,一个新的,在最初的松果体区畸胎瘤切除3.5年后,在MRI随访中发现鞍区缓慢进展的病变,漏斗状茎扩大。活检显示新发展的纯生殖细胞瘤。该患者接受放疗加化疗治疗,在最后一次随访时仍无复发。其他16例报告了手术切除的原发性成熟畸胎瘤,其中患者在随访期间出现异时生殖细胞瘤。不同的理论试图阐述这种现象,然而,没有人能完全解释它。
    结论:虽然罕见,异时性iGCT是神经外科医生应该注意的现象。在接受iGCT治疗的患者中,密切长期临床,成像,建议进行实验室随访。https://thejns.org/doi/10.3171/CASE2443.
    BACKGROUND: Metachronous intracranial germ cell tumors (iGCTs)-unrelated, histologically different iGCTs occurring at different time points-occurring within the same patient remain a rarity. Herein, the authors report such a case and discuss the literature and potential pathophysiological mechanisms leading to this phenomenon.
    METHODS: A 9-year-old boy presented with new-onset impaired balance, headaches, nausea, visual disturbances, and left facial paresis. Magnetic resonance imaging (MRI) scans revealed a suspected pineal region teratoma originating from the pineal gland with consecutive obstructive hydrocephalus. A mature teratoma was diagnosed and resected. Postoperative recovery was good, and the patient could return to his normal daily activities. However, a new, slowly progressive lesion in the sellar region with an enlarged infundibular stalk was detected on follow-up MRI 3.5 years after initial pineal region teratoma resection. Biopsy revealed a newly developed pure germinoma. The patient was treated with radiotherapy plus chemotherapy and remained relapse free at the last follow-up. Sixteen other cases have reported a surgically resected primary mature teratoma, wherein patients developed metachronous germinomas during follow-up. Different theories try to elaborate this phenomenon, yet none can completely account for it.
    CONCLUSIONS: Although rare, metachronous iGCT is a phenomenon neurosurgeons should be aware of. In patients treated for iGCT, close long-term clinical, imaging, and laboratory follow-up is recommended. https://thejns.org/doi/10.3171/CASE2443.
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  • 文章类型: Case Reports
    Pott的浮肿肿瘤被认为是罕见的颅内和颅外脓肿,主要继发于婴儿期复杂的额窦炎。由于靠近上矢状窦,有静脉感染的风险,血栓形成,和发病率。在这个案例报告中,我们介绍了一个11岁女孩的病例,她出现了头痛和面部水肿。在CT扫描和脑部MRI上识别出Pott的肿瘤模式后,神经外科手术方法包括脓液排出和额窦阻塞,患者接受了抗生素治疗,并对患者的总恢复情况进行了评估.据我们所知,及时诊断和治疗这些疾病对于避免并发症至关重要,在医疗实践中应鼓励鉴别诊断。
    Pott\'s puffy tumors are assumed to be infrequent concomitant intra- and extracranial abscesses, mainly secondary to complicated frontal sinusitis during infancy. Due to the close proximity to the superior sagittal sinus, there is a risk of developing venous infections, thrombosis, and morbidity. In this case report, we present a case of an 11-year-old girl who presented with headache and face edema. After recognizing the Pott\'s puffy tumor pattern on the CT scan and brain MRI, the neurosurgical approach involved pus evacuation and frontal sinus blockage, and the patient received antibiotic therapy and was evaluated for total recovery. To our knowledge, the prompt diagnosis and treatment of such conditions are paramount to avoid complications, and differential diagnosis should be encouraged in medical practice.
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  • 文章类型: Journal Article
    目的:探讨影响新生儿凹陷性颅骨骨折发展的产科因素。
    方法:这是一项针对2016年7月至2021年8月出生的新生儿的回顾性队列研究。包括通过X线和/或脑部超声检查在出生后一周内诊断为凹陷性颅骨骨折的新生儿。并对其母亲的产科特征进行了回顾。
    结果:6791例活产中有12例。五名妇女年龄超过35岁。除两个外,其余均为未产。5例因引产而分娩,其他人则表现为自发分娩。除了两种情况,分娩发生在宫颈完全扩张后一小时内。2例采用真空辅助治疗。没有显示胎儿窘迫体征,例如低Apgar评分低于7,胎粪染色,脐带pH低于7.2。所有凹陷性骨折均在右侧顶叶区域发现。三例在脑部超声检查中导致局灶性高回声病变,其中两例在磁共振成像中显示出小的出血样病变。所有凹陷性颅骨骨折均在X线或超声检查后在6个月内得到改善。
    结论:尽管在受影响的病例中大多数为未分娩妇女,但新生儿颅骨凹陷性骨折没有明确相关的产科疾病。
    OBJECTIVE: To determine the obstetric factors affecting the development of depressed skull fracture in neonates.
    METHODS: This was a retrospectively cohort study on neonates born between July 2016 and August 2021. Neonates diagnosed with depressed skull fractures within one week of birth through X-ray and/or brain ultrasonography were included, and their mothers\' obstetric characteristics were reviewed.
    RESULTS: There were 12 cases in 6791 live births. Five women were over 35 years old. All except two were nulliparous. Five cases were delivered from labor induction and others presented with spontaneous labor. Except for two cases, delivery occurred within an hour after full cervical dilatation. Two cases were assisted by vacuum. None displayed fetal distress signs such as low Apgar scores below 7, meconium staining, and umbilical cord pH under 7.2. All depressed fractures were found in the right parietal area. Three cases resulted in focal hyperechoic lesion in brain ultrasonography and two of them showed small hemorrhage-like lesion in magnetic resonance imaging. All depressed skull fractures improved within 6 months in followed X-rays or ultrasonography.
    CONCLUSIONS: There was no definitely associated obstetric condition for depressed skull fracture of neonates although nulliparous women were majority of the affected cases.
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  • 文章类型: Case Reports
    内镜下第三脑室囊造瘘术(ETV)是一种微创神经外科技术,在治疗梗阻性脑积水方面效果良好。VACTERL(椎骨,肛门直肠,心血管,气管,食道,肾,肢体缺陷)协会,或VATER综合征,被定义为先天性畸形,主要来自中胚层,影响特定领域。通过描述它的七个特征性畸形中的至少三个来诊断它。这种病理与儿童年龄的梗阻性脑积水的关联并不常见,由于潜在病理的数量,使得管理和常规神经外科手术变得困难。在这项研究中,我们报告了30日龄早产儿(出生29周时)脑积水和VACTERL与多种先天性畸形的相关性.入院前进行的手术包括:结肠食管成形术和左前颈区域食管造口术,会阴肛门直肠成形术,胃造口术和左前腹壁乙状结肠造口术,剖腹手术,胃缝合,卫生,还有腹腔引流.一被录取,由于第四脑室出口水平的脑脊液(CSF)循环阻塞,患者出现3级脑室内出血和内部闭塞性脑积水.伴有颅内高压和难治性宫颈脊髓空洞症。我们进行了内镜下脑室室管膜造口术加神经丛切除术加Magendie经颅椎管分流术,在两次干预后取得了优异的效果。这是文献中描述的第一例,在VACTERL关联患者中使用侧脑室到蛛网膜下腔-脊髓间隙支架置入技术放置颅底分流术。这代表了微创小儿神经外科领域的创新。
    Endoscopic third ventriculocysternostomy (ETV) is a minimally invasive neurosurgical technique with good results in the treatment of obstructive hydrocephalus. The VACTERL (vertebrae, anorectal, cardiovascular, tracheal, esophageal, renal, limb defects) association, or VATER syndrome, is defined as congenital malformations, mostly derived from the mesoderm, affecting specific areas. It is diagnosed by the presence of at least three of the seven characteristic malformations that describe it. The association of this pathology and obstructive hydrocephalus in pediatric age is not common, making management and conventional neurosurgical procedures difficult due to the number of underlying pathologies. In this study, we report the management of hydrocephalus and VACTERL association with multiple congenital malformations in a 30-day-old premature neonate (birth at 29 weeks). Operations performed prior to admission to our service included: coloesophagoplasty and placement of esophagostoma in the left anterior cervical region, perineal anorectoplasty, gastrostomy and placement of sigmoidostomy in the left anterior abdominal wall, relaparotomy, gastric suture, sanitation, and abdominal drainage. Upon admission, the patient showed a Grade 3 intraventricular hemorrhage and internal occlusive hydrocephalus due to circulatory blockage of the cerebrospinal fluid (CSF) at the level of the outlet of the fourth ventricle. This was accompanied by intracranial hypertension and refractory cervical syringomyelia. We performed endoscopic ventriculocysternostomy plus plexusectomy plus Magendie foraminoplasty with craniovertebral shunt placement, achieving excellent results after two interventions. This is the first case described in the literature placing a craniovertebral shunt using a lateral-ventricle-to-the-subarachnoid-spinal-space-stenting technique in a patient with VACTERL association, which represents an innovation in the field of minimally invasive pediatric neurosurgery.
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  • 文章类型: Journal Article
    目的:脑脊液(CSF)泄漏是硬膜内颅手术的一个有挑战性的并发症,儿童尤其处于危险之中。硬脑膜密封剂的使用赋予成人保护,但是儿科研究很少。我们评估了Evicel®纤维蛋白密封剂作为头颅手术儿童原发性硬膜缝合的辅助手段的安全性和有效性。
    方法:一项多中心试验前瞻性招募接受颅神经外科手术的儿科受试者(<18岁),完成一期硬脑膜缝合修复后,有脑脊液渗漏。根据EMAEvicel®儿科调查计划的同意,40名受试者在术中2:1随机分配至Evicel®或其他缝线(“缝线”)。数据分析是描述性的。疗效终点为治疗成功率,成功定义为挑衅性Valsalva动作后的术中水密闭合(主要终点)。安全终点为术后脑脊液漏(切口脑脊液漏,假性脑膜膨出或两者兼有)和手术部位并发症(次要终点)。
    结果:40名受试者(0.6-17岁)被随机分为Evicel®(N=25)或Sutures(N=15)(意向治疗)。颅内肿瘤是最常见的适应症,手术多为幕上开颅手术。Evicel®的成功率为92.0%,缝线为33.3%,估计成功率为2.76(Farrington-Manning95%CI[1.53,6.16])。每个方案和安全性集中的敏感性分析显示出类似的结果。尽管抢救治疗率较高,与Evicel®相比,缝线术后脑脊液漏和伤口并发症的发生率更高.
    结论:这项小规模前瞻性研究表明,在儿科人群中,Evicel®治疗作为原发性缝合硬脑膜闭合的辅助治疗是安全有效的。与额外的缝线相比,Evicel®与术后脑脊液漏和手术部位并发症减少有关。(试验登记:试验登记为NCT02309645和EudraCT2013-003558-26)。
    OBJECTIVE: Cerebrospinal fluid (CSF) leakage is a challenging complication of intradural cranial surgery, and children are particularly at risk. The use of dural sealants confers protection in adults, but pediatric studies are scarce. We evaluated the safety and efficacy of Evicel® fibrin sealant as an adjunct to primary dural suturing in children undergoing cranial surgery.
    METHODS: A multicenter trial prospectively enrolled pediatric subjects (< 18 years) undergoing cranial neurosurgery who, upon completion of primary sutured dural repair, experienced CSF leakage. As agreed by the EMA Evicel® Pediatric Investigation Plan, 40 subjects were intra-operatively randomized 2:1 to Evicel® or additional sutures (\'Sutures\'). Data analysis was descriptive. The efficacy endpoint was treatment success rate, with success defined as intra-operative watertight closure after provocative Valsalva maneuver (primary endpoint). Safety endpoints were postoperative CSF leakage (incisional CSF leakage, pseudomeningocele or both) and surgical site complications (secondary endpoints).
    RESULTS: Forty subjects (0.6-17 years) were randomized to Evicel® (N = 25) or Sutures (N = 15) (intention-to-treat). Intracranial tumor was the most common indication and procedures were mostly supratentorial craniotomies. Success rates were 92.0% for Evicel® and 33.3% for Sutures, with a 2.76 estimated ratio of success rates (Farrington-Manning 95% CI [1.53, 6.16]). Sensitivity analyses in per-protocol and safety sets showed similar results. Despite a higher rescue treatment rate, the frequencies of postoperative CSF leakage and wound complications were higher for Sutures than for Evicel®.
    CONCLUSIONS: This small-scale prospective study shows Evicel® treatment to be safe and effective as an adjunct to primary sutured dura mater closure in a pediatric population. Compared to additional sutures, Evicel® was associated with reduced postoperative CSF leakage and surgical site complications. (Trial registration: The trial was registered as NCT02309645 and EudraCT 2013-003558-26).
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  • 文章类型: Journal Article
    背景:单侧颅神经(CN)VI,或者外展神经,麻痹在儿童中很少见,在没有其他经典CM1症状的情况下,尚未报告与Chiari畸形1型(CM1)相关。
    方法:一名3岁男性出现急性相伴性内斜视,左侧CNVI麻痹,无其他神经系统症状。影像学显示CM1无脑积水或乳头水肿,以及左外展神经附近的小脑前下动脉(AICA)血管环。鉴于颅底入路直接进行展神经微血管减压的风险很高,并且没有其他经典的Chiari症状,最初观察到患者。然而,随着他的麻痹进展,他接受了后颅窝减压和硬脑膜成形术(PFDD),目的是恢复整体脑脊液动力学并减少对左展神经的AICA压迫。术后,他的症状完全缓解。
    结论:在第一例CM1病例中,表现为幼儿单侧外展麻痹,可能是神经血管压迫造成的,通过PFDD间接手术减压后,患者的症状得以缓解。
    BACKGROUND: Unilateral cranial nerve (CN) VI, or abducens nerve, palsy is rare in children and has not been reported in association with Chiari malformation type 1 (CM1) in the absence of other classic CM1 symptoms.
    METHODS: A 3-year-old male presented with acute incomitant esotropia consistent with a unilateral, left CN VI palsy and no additional neurological symptoms. Imaging demonstrated CM1 without hydrocephalus or papilledema, as well as an anterior inferior cerebellar artery (AICA) vessel loop in the immediate vicinity of the left abducens nerve. Given the high risk of a skull base approach for direct microvascular decompression of the abducens nerve and the absence of other classic Chiari symptoms, the patient was initially observed. However, as his palsy progressed, he underwent posterior fossa decompression with duraplasty (PFDD), with the aim of restoring global cerebrospinal fluid dynamics and decreasing possible AICA compression of the left abducens nerve. Postoperatively, his symptoms completely resolved.
    CONCLUSIONS: In this first reported case of CM1 presenting as a unilateral abducens palsy in a young child, possibly caused by neurovascular compression, the patient\'s symptoms resolved after indirect surgical decompression via PFDD.
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  • 文章类型: Journal Article
    颅骨融合是指连接颅骨骨的一个或多个纤维性颅骨缝合线的过早融合。机器学习(ML)是一种新兴技术,其在颅骨融合的检测和管理中的应用尚未得到充分的开发。本系统综述旨在评估ML技术在诊断中的应用,严重性评估,和预测模型的颅骨融合。使用与颅骨融合和ML相关的预定义关键字在PubMed和GoogleScholar数据库上进行了全面搜索。纳入标准包括英语同行评审的研究,这些研究调查了颅骨融合诊断中的ML算法,严重性评估,或治疗结果预测。三名独立审稿人筛选了搜索结果,进行了全文评估,并使用标准化表格从选定的研究中提取数据。13项研究符合纳入标准,被纳入审查。在关于ML在颅骨融合的识别和治疗中的应用的13篇论文中,两篇论文致力于矢状位颅骨融合,五篇论文在训练和测试他们的ML模型时利用了几种不同类型的颅骨融合,六篇论文专门研究了颅骨融合。ML模型在识别不同类型的颅骨融合和使用创新的指标(如metopic严重程度评分和颅骨形态偏差)客观量化严重程度方面表现出很高的准确性。这些发现强调了在利用ML技术诊断颅骨融合方面取得的重大进展,严重性评估,和预测建模。手术干预后治疗结果的预测模型显示了有希望的结果,帮助个性化治疗策略。尽管研究方法不同,集体证据强调了ML在革命性的颅骨融合管理方面的变革潜力。
    Craniosynostosis refers to the premature fusion of one or more of the fibrous cranial sutures connecting the bones of the skull. Machine learning (ML) is an emerging technology and its application to craniosynostosis detection and management is underexplored. This systematic review aims to evaluate the application of ML techniques in the diagnosis, severity assessment, and predictive modeling of craniosynostosis. A comprehensive search was conducted on the PubMed and Google Scholar databases using predefined keywords related to craniosynostosis and ML. Inclusion criteria encompassed peer-reviewed studies in English that investigated ML algorithms in craniosynostosis diagnosis, severity assessment, or treatment outcome prediction. Three independent reviewers screened the search results, performed full-text assessments, and extracted data from selected studies using a standardized form. Thirteen studies met the inclusion criteria and were included in the review. Of the thirteen papers examined on the application of ML to the identification and treatment of craniosynostosis, two papers were dedicated to sagittal craniosynostosis, five papers utilized several different types of craniosynostosis in the training and testing of their ML models, and six papers were dedicated to metopic craniosynostosis. ML models demonstrated high accuracy in identifying different types of craniosynostosis and objectively quantifying severity using innovative metrics such as metopic severity score and cranial morphology deviation. The findings highlight the significant strides made in utilizing ML techniques for craniosynostosis diagnosis, severity assessment, and predictive modeling. Predictive modeling of treatment outcomes following surgical interventions showed promising results, aiding in personalized treatment strategies. Despite methodological diversities among studies, the collective evidence underscores ML\'s transformative potential in revolutionizing craniosynostosis management.
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