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Effects of hours of sleep on ImPACT concussion testing: comparing baseline with postinjury scores. 睡眠时间对 ImPACT 脑震荡测试的影响:比较基线分数和受伤后分数。
IF 2.1 3区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-05-03 Print Date: 2024-08-01 DOI: 10.3171/2024.2.PEDS23437
Eugene I Hrabarchuk, Roshini Kalagara, Bahie Ezzat, Frederika Rentzeperis, Tomasina M Leska, Alexander J Schupper, Benjamin Rodriguez, Muhammad Ali, Addison Quinones, Lily McCarthy, Mathew T Carr, Arielle B Lehman, Alex Gometz, Mark Lovell, Tanvir F Choudhri

Objective: The influence of sleep on baseline and postconcussion neurocognitive performance prior to Immediate Post-Concussion Assessment and Cognitive Testing (ImPACT) is poorly understood. Since ImPACT is widely used in youth sport to assess neurocognitive performance before and after head injury, it is important to delineate factors that affect testing performance. While some have reported correlations between fewer hours of sleep and lower scores on baseline tests, others have not observed any such associations. Therefore, the authors sought to compare the relationship between sleep and neurocognitive performance on ImPACT at both baseline and postinjury.

Methods: The authors queried a database of 25,815 ImPACT tests taken from 2009 to 2019 by athletes aged 12-22 years. There were 11,564 baseline concussion tests and 7446 postinjury concussion ImPACT tests used in the analysis. Linear regression was used to model the effect of sleep on baseline and postconcussion ImPACT scores adjusting for sex, age, learning disability, attention-deficit/hyperactivity disorder, number of prior concussions, number of games missed, and strenuous exercise before testing.

Results: Mean composite scores expectedly were all significantly lower in the post-head injury group compared with the baseline group. In the multivariable analysis, at baseline, hours of sleep significantly affected symptom scores (β = -1.050, 95% CI -1.187 to -0.9138; p < 0.0001). In the postinjury multivariable analysis, verbal memory (β = 0.4595, 95% CI 0.2080-0.7110; p = 0.0003), visual memory (β = 0.3111, 95% CI 0.04463-0.5777; p = 0.0221), impulse control (β = -0.2321, 95% CI -0.3581 to -0.1062; p = 0.0003), and symptom scores (β = -0.9168, 95% CI -1.259 to -0.5750; p < 0.0001) were all affected by hours of sleep.

Conclusions: Hours of sleep did not alter neurocognitive metrics at baseline but did have an impact on post-head injury metrics. These findings suggest that individuals may be able to compensate for lack of sleep at baseline but not immediately after concussion. Concussions may reduce cognitive reserve or detract from the brain's resources, making sleep even more important for proper neurocognitive functioning postconcussion. Future work will analyze the effects of sleep on postconcussion test performance.

目的:人们对脑震荡后即时评估和认知测试(ImPACT)前睡眠对基线和脑震荡后神经认知能力的影响知之甚少。由于 ImPACT 被广泛应用于青少年体育运动中,以评估头部受伤前后的神经认知能力,因此确定影响测试成绩的因素非常重要。虽然有些报告称睡眠时间较少与基线测试得分较低之间存在关联,但其他报告并未观察到任何此类关联。因此,作者试图比较基线测试和受伤后 ImPACT 测试中睡眠与神经认知能力之间的关系:作者在数据库中查询了 2009 年至 2019 年期间 12-22 岁运动员进行的 25815 次 ImPACT 测试。分析中使用了11564次基线脑震荡测试和7446次伤后脑震荡ImPACT测试。线性回归用于模拟睡眠对基线和脑震荡后 ImPACT 分数的影响,并对性别、年龄、学习障碍、注意力缺陷/多动障碍、先前脑震荡次数、缺席比赛次数和测试前剧烈运动进行了调整:与基线组相比,头部受伤后组的平均综合得分明显较低。在多变量分析中,基线时的睡眠时间对症状评分有明显影响(β = -1.050, 95% CI -1.187 to -0.9138;P < 0.0001)。在受伤后的多变量分析中,言语记忆(β = 0.4595,95% CI 0.2080-0.7110; p = 0.0003)、视觉记忆(β = 0.3111,95% CI 0.04463-0.5777; p = 0.0221)、冲动控制(β = -0.2321, 95% CI -0.3581 to -0.1062; p = 0.0003)和症状评分(β = -0.9168, 95% CI -1.259 to -0.5750; p < 0.0001)都受到睡眠时间的影响:结论:睡眠时间不会改变基线神经认知指标,但会影响头部受伤后的指标。这些研究结果表明,人在基线睡眠不足时可能会得到补偿,但脑震荡后则不会立即得到补偿。脑震荡可能会降低认知储备或减少大脑资源,因此睡眠对脑震荡后神经认知功能的正常发挥更为重要。今后的工作将分析睡眠对脑震荡后测试成绩的影响。
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引用次数: 0
Development of moyamoya arteriopathy following treatment of intracranial tumors: clinical and radiographic characterization. 治疗颅内肿瘤后出现的莫亚莫亚动脉病变:临床和影像学特征。
IF 2.1 3区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-05-03 Print Date: 2024-08-01 DOI: 10.3171/2024.3.PEDS23479
Jong Seok Lee, Armide Storey, Arianna Lanpher, Edward R Smith

Objective: Moyamoya arteriopathy can develop in patients with brain tumors, particularly when associated with neurofibromatosis type 1 (NF1) or cranial irradiation. The present study aimed to analyze the clinical outcomes of moyamoya after brain tumor treatment and elucidate the effect of revascularization on brain tumors.

Methods: The authors retrospectively reviewed clinical and radiographic findings in 27 patients with brain tumors who developed moyamoya requiring revascularization surgery between January 1985 and June 2017 at a single institution. The long-term clinical and neuroimaging-based outcomes were analyzed.

Results: Among 27 patients, 22 patients underwent radiotherapy, and 12 patients had NF1. The mean ages at diagnosis of brain tumors and moyamoya were 4.4 years and 10.3 years, respectively. The mean interval between radiotherapy and moyamoya diagnosis was 4.0 years. The mean follow-up period after revascularization surgery was 8.5 years. Among 46 affected hemispheres in 27 patients, the patients who underwent radiotherapy (30 hemispheres in 22 patients) had a higher incidence of Suzuki stage 5 or 6 (20% [6/30] vs 0% [0/8]) and infarction (63.6% [14/22] vs 0% [0/5]) compared with patients without radiotherapy (8 hemispheres in 5 patients). After revascularization, stroke occurred in 4 patients, and 6 hemispheres showed Matsushima grade C, all of which occurred in patients with a history of radiotherapy. The residual brain tumors progressed in 4 of 21 patients (19%) after revascularization, comparable to the progression rates of brain tumors without revascularization in previous literature.

Conclusions: Patients with brain tumors can develop moyamoya that exhibits characteristic clinical and radiographic features of idiopathic MMD. Moyamoya associated with cranial irradiation has a higher incidence of stroke with less capacity for revascularization, requiring thorough evaluations and timely treatment. Revascularization does not appear to have any effect on the progression of existing brain tumors.

目的:脑肿瘤患者,尤其是伴有神经纤维瘤病1型(NF1)或颅脑照射的患者,可能发生莫亚莫亚动脉病变。本研究旨在分析脑肿瘤治疗后莫亚莫亚动脉病变的临床结果,并阐明血管重建对脑肿瘤的影响:作者回顾性研究了一家机构在1985年1月至2017年6月期间27例发生moyamoya需要进行血管重建手术的脑肿瘤患者的临床和影像学结果。结果:在27名患者中,22名患者接受了放射治疗,12名患者患有NF1。脑肿瘤和moyamoya的平均诊断年龄分别为4.4岁和10.3岁。放疗与确诊莫亚莫亚病的平均间隔时间为 4.0 年。血管重建手术后的平均随访时间为 8.5 年。在 27 名患者的 46 个受影响半球中,接受放射治疗的患者(22 名患者的 30 个半球)与未接受放射治疗的患者(5 名患者的 8 个半球)相比,铃木 5 期或 6 期(20% [6/30] vs 0% [0/8])和脑梗死(63.6% [14/22] vs 0% [0/5])的发生率更高。血管重建后,4 名患者发生了中风,6 个半球显示松岛 C 级,所有这些都发生在有放疗史的患者身上。血管再通后,21 名患者中有 4 人(19%)的残余脑瘤出现进展,与之前文献中未进行血管再通的脑瘤进展率相当:结论:脑肿瘤患者也可能患上moyamoya,并表现出特发性MMD的临床和影像学特征。与头颅照射相关的莫亚莫亚症中风发病率较高,血管再通能力较弱,需要全面评估和及时治疗。血管再通似乎对现有脑肿瘤的进展没有任何影响。
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引用次数: 0
Analysis of bihemispheric language function in pediatric neurosurgical patients using repetitive navigated transcranial magnetic stimulation. 利用重复导航经颅磁刺激分析小儿神经外科患者的双半球语言功能。
IF 2.1 3区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-26 Print Date: 2024-07-01 DOI: 10.3171/2024.2.PEDS23598
Tizian Rosenstock, Heike Schneider, Mitra Lara Neymeyer, Lena-Luise Becker, Bettina Schulz, Anna Tietze, Pablo Hernáiz Driever, Angela M Kaindl, Peter Vajkoczy, Thomas Picht, Ulrich-Wilhelm Thomale

Objective: Language dominance in the developing brain can vary widely across anatomical and pathological conditions as well as age groups. Repetitive navigated transcranial magnetic stimulation (rnTMS) has been applied to calculate the hemispheric dominance ratio (HDR) in adults. In this study, the authors aimed to assess the feasibility of using rnTMS to identify language lateralization in a pediatric neurosurgical cohort and to correlate the preoperative rnTMS findings with the postoperative language outcome.

Methods: A consecutive prospectively collected cohort of 19 children with language-associated lesions underwent bihemispheric rnTMS mapping prior to surgery (100 stimulation sites on each hemisphere). In addition to feasibility and adverse effects, the HDR (ratio of the left hemisphere to right hemisphere error rate) was calculated. The anatomical surgical site and postoperative language outcome at 3 months after surgery were assessed according to clinical documentation.

Results: Repetitive nTMS mapping was feasible in all 19 children (mean age 12.5 years, range 4-17 years; 16 left-sided lesions) without any relevant adverse events. Thirteen children (68%) showed left hemispheric dominance (HDR > 1.1), and 2 children (11%) showed right hemispheric dominance (HDR < 0.9). In 4 children (21%), the bihemispheric error rates were nearly the same (HDR ≥ 0.9 and ≤ 1.1). Sixteen children underwent surgery (14 tumor/lesion resections and 2 hemispherotomies) and 3 patients continued conservative therapy. After surgery, 4 patients (25%) showed an improvement in language function, 10 (63%) presented with stable language function, and 2 (12.5%) experienced deterioration in language function. Of the 6 patients with right hemispheric language involvement, 4 (80%) had glial tumors, 1 (20%) had focal cortical dysplasia, and 1 (20%) experienced hypoxic brain injury. Children with right hemispheric language involvement (HDR ≤ 1.1) did not show any language deterioration postoperatively.

Conclusions: Bihemispheric rnTMS language mapping as a noninvasive mapping technique to assess lateralization of language function in the pediatric neurosurgical population is safe and feasible. Why relevant right hemispheric language function (HDR ≤ 1.1) was associated with postoperative unaltered language function needs to be validated in future studies. Bihemispheric rnTMS language mapping strengthens risk-benefit considerations prior to pediatric tumor/epilepsy surgery in language-associated areas.

目的:大脑在发育过程中的语言优势会因解剖和病理条件以及年龄组的不同而有很大差异。重复导航经颅磁刺激(rnTMS)已被用于计算成人的大脑半球优势比(HDR)。在本研究中,作者旨在评估使用经颅磁刺激识别小儿神经外科队列中语言侧位的可行性,并将术前经颅磁刺激结果与术后语言结果联系起来:方法:连续、前瞻性地收集了19名患有语言相关病变的儿童,在手术前进行了双半球经颅磁刺激图谱检查(每个半球100个刺激点)。除了可行性和不良反应外,还计算了HDR(左半球与右半球错误率之比)。根据临床文件对解剖手术部位和术后3个月的语言效果进行了评估:所有19名患儿(平均年龄12.5岁,4-17岁不等;16名左侧病变患儿)均可进行重复nTMS映射,且未发生任何相关不良事件。13名儿童(68%)显示左半球优势(HDR > 1.1),2名儿童(11%)显示右半球优势(HDR < 0.9)。4 名儿童(21%)的双半球误差率几乎相同(HDR ≥ 0.9 和 ≤ 1.1)。16名患儿接受了手术(14例肿瘤/病灶切除和2例半球切除),3名患儿继续接受保守治疗。手术后,4名患者(25%)的语言功能有所改善,10名患者(63%)的语言功能稳定,2名患者(12.5%)的语言功能恶化。在6名右半球语言受累的患者中,4人(80%)患有胶质瘤,1人(20%)患有局灶性皮质发育不良,1人(20%)经历了缺氧性脑损伤。右半球语言受累(HDR≤1.1)的患儿术后没有出现任何语言退化:结论:双半球经颅磁刺激语言映射作为一种无创映射技术,用于评估小儿神经外科人群的语言功能侧化是安全可行的。为什么相关的右半球语言功能(HDR ≤ 1.1)与术后未改变的语言功能相关,这需要在今后的研究中加以验证。双半球rnTMS语言图谱加强了在语言相关区域进行小儿肿瘤/癫痫手术前的风险效益考虑。
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引用次数: 0
Clinical, radiological, and laboratory factors associated with mortality and functional outcomes in pediatric patients presenting with intracranial gunshot wounds. 与颅内枪伤儿科患者死亡率和功能预后相关的临床、放射学和实验室因素。
IF 2.1 3区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-26 Print Date: 2024-07-01 DOI: 10.3171/2024.2.PEDS23375
Roboan Guillen Arguello, Patrick J McCarty, Jerome Volk, Oritsejolomi Roberts, Mary O Haastrup, Frank Culicchia

Objective: Firearm injuries are now the leading cause of death in children and young adults younger than 25 years of age in the US. Current management of these injuries is extrapolated from adult blunt and penetrating traumatic brain injury guidelines. The objectives of this study were to investigate and analyze the clinical, radiological, and laboratory factors associated with mortality and functional outcomes in pediatric patients presenting with intracranial gunshot wounds (GSWs).

Methods: Medical records were screened for all patients younger than 21 years of age with an intracranial GSW who presented to the University Medical Center in New Orleans, Louisiana, from 2012 to 2022. Demographics and radiological, clinical, and laboratory data were extracted, and chi-square and Fisher's exact tests were used to evaluate individual association with mortality and functional outcome. Odds ratios were calculated from the cross tabulations for categorical variables and univariate binary logistic regression models for continuous variables. Multivariate binary logistic regression was used to adjust for effects of covariates and isolate the contributions of predictor variables for mortality and functional outcome.

Results: Ninety-six patients (82 male, 14 female) had a median age of 18 (interquartile range [IQR] 15-20) years. The 30-day inpatient, 60-day, and 6-month mortality rates among these patients were 53.1%, 0%, and 2.4%, respectively. Those who died were more likely to have an initial Glasgow Coma Scale score ≤ 8 (p < 0.001), bilateral fixed pupils (p < 0.001), transventricular trajectory (p < 0.001), deep nuclear/third ventricle involvement (p = 0.004), bihemispheric trajectory (p = 0.025), injury to ≥ 3 lobes (p = 0.015), parietal lobe involvement (p = 0.023), base deficit < -5 mEq/L (p = 0.013), international normalized ratio (INR) > 1.5 (p = 0.007), and a St. Louis Scale (SLS) score ≥ 5 (p < 0.001). The survivors with favorable functional outcome were more likely to have lower median SLS scores (p = 0.016) and injury to < 3 lobes (p < 0.001). In a multivariate analysis, bilaterally fixed nonreactive pupils were positively associated with mortality and negatively associated with favorable functional outcome, whereas the Injury Severity Score (ISS) and injury to ≥ 3 lobes were negatively associated with favorable functional outcome only.

Conclusions: This is one of the largest series of pediatric intracranial GSWs to date. The authors identified certain clinical (bilateral fixed pupils, SLS score ≥ 5, ISS > 16), laboratory (INR > 1.5, base deficit < -5 mEq/L), and radiological (transventricular trajectory, deep nuclear/third ventricle involvement, parietal lobe involvement) factors that were associated with death and poor functional outcome in this pediatric cohort.

目的:在美国,枪伤是导致 25 岁以下儿童和青少年死亡的主要原因。目前对这些伤害的处理是根据成人钝性和穿透性脑外伤指南推断出来的。本研究的目的是调查和分析与颅内枪伤(GSW)儿童患者的死亡率和功能预后相关的临床、放射学和实验室因素:筛选了 2012 年至 2022 年期间在路易斯安那州新奥尔良大学医疗中心就诊的所有 21 岁以下颅内枪伤患者的病历。提取了人口统计学、放射学、临床和实验室数据,并使用卡方检验和费雪精确检验来评估个体与死亡率和功能预后的关系。通过交叉表计算分类变量的比值比,通过单变量二元逻辑回归模型计算连续变量的比值比。多变量二元逻辑回归用于调整协变量的影响,并分离出预测变量对死亡率和功能预后的贡献:96名患者(82名男性,14名女性)的中位年龄为18岁(四分位数间距 [IQR] 15-20)。这些患者的 30 天住院死亡率、60 天死亡率和 6 个月死亡率分别为 53.1%、0% 和 2.4%。死亡患者的初始格拉斯哥昏迷量表评分≤8(P < 0.001)、双侧固定瞳孔(P < 0.001)、经室轨迹(P < 0.001)、深核/第三脑室受累(P = 0.004)、双半球轨迹(P = 0.025), 损伤≥ 3 个脑叶 (p = 0.015), 顶叶受累 (p = 0.023), 基底缺损 < -5 mEq/L (p = 0.013), 国际正常化比值 (INR) > 1.5 (p = 0.007), 和圣路易斯量表 (SLS) 评分≥ 5 (p < 0.001)。功能预后良好的幸存者更有可能具有较低的中位SLS评分(p = 0.016)和小于3个脑叶的损伤(p < 0.001)。在多变量分析中,双侧固定的无反应瞳孔与死亡率呈正相关,与良好的功能预后呈负相关,而损伤严重程度评分(ISS)和损伤≥3个脑叶仅与良好的功能预后呈负相关:这是迄今为止规模最大的小儿颅内GSW系列研究之一。作者确定了某些临床(双侧固定瞳孔、SLS评分≥5、ISS>16)、实验室(INR>1.5、碱缺失<-5 mEq/L)和放射学(经室轨迹、深核/第三脑室受累、顶叶受累)因素与该儿科队列中的死亡和不良功能预后相关。
{"title":"Clinical, radiological, and laboratory factors associated with mortality and functional outcomes in pediatric patients presenting with intracranial gunshot wounds.","authors":"Roboan Guillen Arguello, Patrick J McCarty, Jerome Volk, Oritsejolomi Roberts, Mary O Haastrup, Frank Culicchia","doi":"10.3171/2024.2.PEDS23375","DOIUrl":"10.3171/2024.2.PEDS23375","url":null,"abstract":"<p><strong>Objective: </strong>Firearm injuries are now the leading cause of death in children and young adults younger than 25 years of age in the US. Current management of these injuries is extrapolated from adult blunt and penetrating traumatic brain injury guidelines. The objectives of this study were to investigate and analyze the clinical, radiological, and laboratory factors associated with mortality and functional outcomes in pediatric patients presenting with intracranial gunshot wounds (GSWs).</p><p><strong>Methods: </strong>Medical records were screened for all patients younger than 21 years of age with an intracranial GSW who presented to the University Medical Center in New Orleans, Louisiana, from 2012 to 2022. Demographics and radiological, clinical, and laboratory data were extracted, and chi-square and Fisher's exact tests were used to evaluate individual association with mortality and functional outcome. Odds ratios were calculated from the cross tabulations for categorical variables and univariate binary logistic regression models for continuous variables. Multivariate binary logistic regression was used to adjust for effects of covariates and isolate the contributions of predictor variables for mortality and functional outcome.</p><p><strong>Results: </strong>Ninety-six patients (82 male, 14 female) had a median age of 18 (interquartile range [IQR] 15-20) years. The 30-day inpatient, 60-day, and 6-month mortality rates among these patients were 53.1%, 0%, and 2.4%, respectively. Those who died were more likely to have an initial Glasgow Coma Scale score ≤ 8 (p < 0.001), bilateral fixed pupils (p < 0.001), transventricular trajectory (p < 0.001), deep nuclear/third ventricle involvement (p = 0.004), bihemispheric trajectory (p = 0.025), injury to ≥ 3 lobes (p = 0.015), parietal lobe involvement (p = 0.023), base deficit < -5 mEq/L (p = 0.013), international normalized ratio (INR) > 1.5 (p = 0.007), and a St. Louis Scale (SLS) score ≥ 5 (p < 0.001). The survivors with favorable functional outcome were more likely to have lower median SLS scores (p = 0.016) and injury to < 3 lobes (p < 0.001). In a multivariate analysis, bilaterally fixed nonreactive pupils were positively associated with mortality and negatively associated with favorable functional outcome, whereas the Injury Severity Score (ISS) and injury to ≥ 3 lobes were negatively associated with favorable functional outcome only.</p><p><strong>Conclusions: </strong>This is one of the largest series of pediatric intracranial GSWs to date. The authors identified certain clinical (bilateral fixed pupils, SLS score ≥ 5, ISS > 16), laboratory (INR > 1.5, base deficit < -5 mEq/L), and radiological (transventricular trajectory, deep nuclear/third ventricle involvement, parietal lobe involvement) factors that were associated with death and poor functional outcome in this pediatric cohort.</p>","PeriodicalId":16549,"journal":{"name":"Journal of neurosurgery. Pediatrics","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140865022","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of an in vitro ventricular shunt material testing model and utility of PEG as antifouling coating. 开发体外心室分流材料测试模型和 PEG 作为防污涂层的实用性。
IF 2.1 3区 医学 Q3 CLINICAL NEUROLOGY Pub Date : 2024-04-26 Print Date: 2024-07-01 DOI: 10.3171/2024.2.PEDS23456
Nicholas J Prindeze, Stephen G Szeto, Neta Glaser, Cyan B Brown, Dan E Azagury, Cormac O Maher

Objective: CSF shunts, most commonly the ventriculoperitoneal shunt, remain a first and last line of management for children and adults with hydrocephalus. However, the failure rates of these shunts are extremely high, leaving many patients with the need for revision surgical procedures. The objective of this study was to develop a model to assess the efficacy of a nonfouling ventricular catheter. A second objective was to test polyethylene glycol (PEG) as an antifouling coating.

Methods: Microglial cells were grown on medical-grade catheter silicone with biofouling simulated by collagen incubation over a range of concentrations from 31 to 103 µg/ml and durations from 2 to 18 hours. After ideal fouling conditions were identified, catheter silicone was then coated with PEG as an antifouling surface, and cell growth on this surface was compared to that on uncoated standard catheter silicone.

Results: Collagen biofouling increased cell growth on silicone surfaces with an ideal concentration of 69 µg/ml and incubation of 6 hours. PEG coating of silicone catheter material yielded 70-fold lower cell growth (p < 0.0001), whereas collagen-fouled PEG-coated silicone yielded 157-fold lower cell growth (p < 0.0001).

Conclusions: Catheter coating significantly reduced cell growth, particularly in the setting of biofouling. The application of antifouling surfaces to ventricular shunts shows considerable promise for improving efficacy.

目的:脑脊液分流术(最常见的是脑室腹腔分流术)仍然是治疗儿童和成人脑积水的首选和最后手段。然而,这些分流术的失败率极高,导致许多患者需要进行翻修手术。本研究的目的是开发一个模型,以评估不结垢脑室导管的功效。第二个目的是测试聚乙二醇(PEG)作为防污涂层的效果:方法:在医用导管硅胶上培养小胶质细胞,通过胶原蛋白孵育模拟生物污垢,浓度范围为 31 至 103 µg/ml,持续时间为 2 至 18 小时。在确定了理想的堵塞条件后,导管硅胶表面涂上了 PEG 作为防堵塞表面,并将该表面上的细胞生长情况与未涂覆的标准导管硅胶上的细胞生长情况进行了比较:结果:在理想浓度为 69 µg/ml 和培养 6 小时的情况下,胶原生物污垢会增加硅胶表面的细胞生长。硅胶导管材料的 PEG 涂层使细胞生长速度降低了 70 倍(p < 0.0001),而胶原生物污垢 PEG 涂层硅胶使细胞生长速度降低了 157 倍(p < 0.0001):结论:导管涂层能明显减少细胞生长,尤其是在生物污垢的情况下。在心室分流管上应用防污表面有望提高疗效。
{"title":"Development of an in vitro ventricular shunt material testing model and utility of PEG as antifouling coating.","authors":"Nicholas J Prindeze, Stephen G Szeto, Neta Glaser, Cyan B Brown, Dan E Azagury, Cormac O Maher","doi":"10.3171/2024.2.PEDS23456","DOIUrl":"10.3171/2024.2.PEDS23456","url":null,"abstract":"<p><strong>Objective: </strong>CSF shunts, most commonly the ventriculoperitoneal shunt, remain a first and last line of management for children and adults with hydrocephalus. However, the failure rates of these shunts are extremely high, leaving many patients with the need for revision surgical procedures. The objective of this study was to develop a model to assess the efficacy of a nonfouling ventricular catheter. A second objective was to test polyethylene glycol (PEG) as an antifouling coating.</p><p><strong>Methods: </strong>Microglial cells were grown on medical-grade catheter silicone with biofouling simulated by collagen incubation over a range of concentrations from 31 to 103 µg/ml and durations from 2 to 18 hours. After ideal fouling conditions were identified, catheter silicone was then coated with PEG as an antifouling surface, and cell growth on this surface was compared to that on uncoated standard catheter silicone.</p><p><strong>Results: </strong>Collagen biofouling increased cell growth on silicone surfaces with an ideal concentration of 69 µg/ml and incubation of 6 hours. PEG coating of silicone catheter material yielded 70-fold lower cell growth (p < 0.0001), whereas collagen-fouled PEG-coated silicone yielded 157-fold lower cell growth (p < 0.0001).</p><p><strong>Conclusions: </strong>Catheter coating significantly reduced cell growth, particularly in the setting of biofouling. The application of antifouling surfaces to ventricular shunts shows considerable promise for improving efficacy.</p>","PeriodicalId":16549,"journal":{"name":"Journal of neurosurgery. Pediatrics","volume":null,"pages":null},"PeriodicalIF":2.1,"publicationDate":"2024-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140851155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Overtriage of transfers to the pediatric trauma center: the importance of minor head injury. 转往儿科创伤中心的病人过多:轻微颅脑损伤的重要性。
IF 1.9 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.3171/2024.2.PEDS23569
Kristin Haag, Duane Duke, Joseph Piatt
OBJECTIVEAccurate triage of minor head injuries remains a challenge for mature trauma systems. More than one-third of trauma transfers are overtriaged, and minor head injuries predominate. Overtriage is inefficient, wasteful of resources, and burdensome for families. The authors studied overtriage at the sole level I pediatric trauma center (PTC) in a small state with a view toward improvement of processes.METHODSData on transfer patients were extracted from an institutional trauma registry over an 8-year period. Three definitions of overtriage were examined: one based on transfer criteria from the American College of Surgeons Committee on Trauma, one based on resource utilization, and one adapted to the regional environment of the PTC. Associations of demographic, geographic, clinical, and social factors with overtriage were examined.RESULTSThere were 1754 unique patients transferred from the emergency departments (EDs) of other institutions to the PTC. Thirty-six percent of transfers were overtriaged by all 3 criteria, and 23% of all transfers were minor head injuries overtriaged by all criteria. Infants were more likely to be overtriaged than other age groups. Among racial categories, Black patients were least likely to be overtriaged. Patients with commercial insurance were more likely to be overtriaged. Overtriaged patients averaged shorter trips from the referring ED to the PTC, even though the PTC was farther from their homes. These observations suggest a sensitivity to social expectations in the exercise of ED physician judgments about transfer.CONCLUSIONSMore than one-third of all transfers to the study PTC were overtriaged, and almost one-quarter of all transfers were overtriaged minor head injuries. Minor head injuries are a potentially rewarding focus for system-wide quality improvement, but the interplay of social factors with ED physician judgments must be recognized.
目的对于成熟的创伤系统而言,准确分流轻微头部损伤仍是一项挑战。超过三分之一的外伤转院患者被过度分流,其中以头部轻伤为主。过度分流不仅效率低下、浪费资源,还会给家属造成负担。作者研究了一个小州唯一的一级儿科创伤中心(PTC)的过度转运情况,以期改善转运流程。研究了三种过度转运的定义:一种是基于美国外科学院创伤委员会的转运标准,一种是基于资源利用率,还有一种是根据 PTC 的地区环境进行调整。结果:共有 1754 名患者从其他机构的急诊科(ED)转入 PTC。在所有三个标准中,有36%的转院病人被过度诊断,而在所有转院病人中,有23%是头部轻伤,被过度诊断。与其他年龄组相比,婴儿更有可能被过度处理。在种族类别中,黑人患者最不可能被过度转运。有商业保险的病人更容易被过度转运。过度梗阻患者从转诊急诊室到 PTC 的平均路程较短,尽管 PTC 离他们的家较远。这些观察结果表明,在急诊科医生对转院作出判断时,对社会期望非常敏感。结论在转往研究对象的 PTC 的所有转院病人中,超过三分之一的病人过度转院,而在所有转院病人中,近四分之一的病人过度转院为头部轻伤。轻微头部损伤是全系统质量改进的潜在重点,但必须认识到社会因素与急诊科医生判断之间的相互作用。
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引用次数: 0
The role of occipital condyle and atlas anomalies on occipital cervical fusion outcomes in Chiari malformation type I with syringomyelia: a study from the Park-Reeves Syringomyelia Research Consortium. 枕骨髁和寰椎异常对 I 型奇异畸形合并鞘膜积液患者枕颈椎融合术效果的影响:Park-Reeves 鞘膜积液研究联合会的一项研究。
IF 1.9 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.3171/2024.1.PEDS23229
Alexander T. Yahanda, J. Koueik, Laurie L. Ackerman, P. D. Adelson, Gregory W Albert, Philipp R. Aldana, Tord D Alden, Richard C E Anderson, David F Bauer, Tammy Bethel-Anderson, K. Bierbrauer, D. Brockmeyer, Joshua Chern, Daniel E Couture, David J Daniels, B. Dlouhy, Susan R Durham, R. Ellenbogen, R. Eskandari, Herbert E Fuchs, Gerald A. Grant, P. Graupman, Stephanie Greene, Jeffrey P Greenfield, Naina L. Gross, Daniel J Guillaume, Todd C. Hankinson, Gregory G. Heuer, M. Iantosca, B. Iskandar, Eric M. Jackson, G. Jallo, James M Johnston, Bruce A Kaufman, Robert F. Keating, Nickalus R. Khan, Mark D. Krieger, Jeffrey R. Leonard, C. Maher, F. Mangano, Jonathan E Martin, J. G. McComb, Sean McEvoy, Thanda Meehan, Arnold H. Menezes, Michael S. Muhlbauer, Brent R O'Neill, G. Olavarria, J. Ragheb, Nathan Selden, Manish N Shah, C. Shannon, J. Shimony, Matthew D Smyth, S. Stone, J. Strahle, M. Tamber, James Torner, G. Tuite, Elizabeth Tyler-Kabara, S. Wait, J. Wellons, William E Whitehead, Tae Sung Park, D. D. Lim
OBJECTIVECongenital anomalies of the atlanto-occipital articulation may be present in patients with Chiari malformation type I (CM-I). However, it is unclear how these anomalies affect the biomechanical stability of the craniovertebral junction (CVJ) and whether they are associated with an increased incidence of occipitocervical fusion (OCF) following posterior fossa decompression (PFD). The objective of this study was to determine the prevalence of condylar hypoplasia and atlas anomalies in children with CM-I and syringomyelia. The authors also investigated the predictive contribution of these anomalies to the occurrence of OCF following PFD (PFD+OCF).METHODSThe authors analyzed the prevalence of condylar hypoplasia and atlas arch anomalies for patients in the Park-Reeves Syringomyelia Research Consortium database who underwent PFD+OCF. Condylar hypoplasia was defined by an atlanto-occipital joint axis angle (AOJAA) ≥ 130°. Atlas assimilation and arch anomalies were identified on presurgical radiographic imaging. This PFD+OCF cohort was compared with a control cohort of patients who underwent PFD alone. The control group was matched to the PFD+OCF cohort according to age, sex, and duration of symptoms at a 2:1 ratio.RESULTSClinical features and radiographic atlanto-occipital joint parameters were compared between 19 patients in the PFD+OCF cohort and 38 patients in the PFD-only cohort. Demographic data were not significantly different between cohorts (p > 0.05). The mean AOJAA was significantly higher in the PFD+OCF group than in the PFD group (144° ± 12° vs 127° ± 6°, p < 0.0001). In the PFD+OCF group, atlas assimilation and atlas arch anomalies were identified in 10 (53%) and 5 (26%) patients, respectively. These anomalies were absent (n = 0) in the PFD group (p < 0.001). Multivariate regression analysis identified the following 3 CVJ radiographic variables that were predictive of OCF occurrence after PFD: AOJAA ≥ 130° (p = 0.01), clivoaxial angle < 125° (p = 0.02), and occipital condyle-C2 sagittal vertical alignment (C-C2SVA) ≥ 5 mm (p = 0.01). A predictive model based on these 3 factors accurately predicted OCF following PFD (C-statistic 0.95).CONCLUSIONSThe authors' results indicate that the occipital condyle-atlas joint complex might affect the biomechanical integrity of the CVJ in children with CM-I and syringomyelia. They describe the role of the AOJAA metric as an independent predictive factor for occurrence of OCF following PFD. Preoperative identification of these skeletal abnormalities may be used to guide surgical planning and treatment of patients with complex CM-I and coexistent osseous pathology.
目的I型奇异畸形(CM-I)患者可能存在寰枕关节的先天性异常。然而,目前尚不清楚这些异常如何影响颅椎间隙(CVJ)的生物力学稳定性,也不清楚这些异常是否与后窝减压术(PFD)后枕颈融合(OCF)发生率的增加有关。本研究的目的是确定髁突发育不良和寰椎异常在患有 CM-I 和鞘膜积液的儿童中的发病率。作者还研究了这些异常对 PFD(PFD+OCF)后发生 OCF 的预测作用。方法作者分析了 Park-Reeves 浆膜肌瘤研究联合会数据库中接受 PFD+OCF 的患者中髁突发育不良和寰弓异常的患病率。髁突发育不良的定义是寰枕关节轴角(AOJAA)≥130°。寰枕关节轴角(AOJAA)≥130°定义为髁突发育不良。PFD+OCF组患者与单独接受PFD的对照组患者进行了比较。结果比较了 PFD+OCF 组中 19 名患者和单纯 PFD 组中 38 名患者的临床特征和寰枕关节影像学参数。两组患者的人口统计学数据无明显差异(P > 0.05)。PFD+OCF 组的平均 AOJAA 明显高于 PFD 组(144° ± 12° vs 127° ± 6°,p < 0.0001)。在 PFD+OCF 组中,分别有 10 名(53%)和 5 名(26%)患者发现寰椎同化和寰椎弓异常。而在 PFD 组中则没有这些异常(n = 0)(p < 0.001)。多变量回归分析确定了以下 3 个 CVJ 影像学变量可预测 PFD 后 OCF 的发生:AOJAA ≥ 130° (p = 0.01)、Clivoaxial 角度 < 125° (p = 0.02)、枕髁-C2 矢状垂直对齐 (C-C2SVA) ≥ 5 mm (p = 0.01)。作者的研究结果表明,枕髁-atlas 关节复合体可能会影响 CM-I 和鞘膜积液患儿 CVJ 的生物力学完整性。他们描述了 AOJAA 指标作为 PFD 后发生 OCF 的独立预测因素的作用。术前对这些骨骼异常的识别可用于指导手术规划和治疗患有复杂CM-I并同时伴有骨质病变的患者。
{"title":"The role of occipital condyle and atlas anomalies on occipital cervical fusion outcomes in Chiari malformation type I with syringomyelia: a study from the Park-Reeves Syringomyelia Research Consortium.","authors":"Alexander T. Yahanda, J. Koueik, Laurie L. Ackerman, P. D. Adelson, Gregory W Albert, Philipp R. Aldana, Tord D Alden, Richard C E Anderson, David F Bauer, Tammy Bethel-Anderson, K. Bierbrauer, D. Brockmeyer, Joshua Chern, Daniel E Couture, David J Daniels, B. Dlouhy, Susan R Durham, R. Ellenbogen, R. Eskandari, Herbert E Fuchs, Gerald A. Grant, P. Graupman, Stephanie Greene, Jeffrey P Greenfield, Naina L. Gross, Daniel J Guillaume, Todd C. Hankinson, Gregory G. Heuer, M. Iantosca, B. Iskandar, Eric M. Jackson, G. Jallo, James M Johnston, Bruce A Kaufman, Robert F. Keating, Nickalus R. Khan, Mark D. Krieger, Jeffrey R. Leonard, C. Maher, F. Mangano, Jonathan E Martin, J. G. McComb, Sean McEvoy, Thanda Meehan, Arnold H. Menezes, Michael S. Muhlbauer, Brent R O'Neill, G. Olavarria, J. Ragheb, Nathan Selden, Manish N Shah, C. Shannon, J. Shimony, Matthew D Smyth, S. Stone, J. Strahle, M. Tamber, James Torner, G. Tuite, Elizabeth Tyler-Kabara, S. Wait, J. Wellons, William E Whitehead, Tae Sung Park, D. D. Lim","doi":"10.3171/2024.1.PEDS23229","DOIUrl":"https://doi.org/10.3171/2024.1.PEDS23229","url":null,"abstract":"OBJECTIVE\u0000Congenital anomalies of the atlanto-occipital articulation may be present in patients with Chiari malformation type I (CM-I). However, it is unclear how these anomalies affect the biomechanical stability of the craniovertebral junction (CVJ) and whether they are associated with an increased incidence of occipitocervical fusion (OCF) following posterior fossa decompression (PFD). The objective of this study was to determine the prevalence of condylar hypoplasia and atlas anomalies in children with CM-I and syringomyelia. The authors also investigated the predictive contribution of these anomalies to the occurrence of OCF following PFD (PFD+OCF).\u0000\u0000\u0000METHODS\u0000The authors analyzed the prevalence of condylar hypoplasia and atlas arch anomalies for patients in the Park-Reeves Syringomyelia Research Consortium database who underwent PFD+OCF. Condylar hypoplasia was defined by an atlanto-occipital joint axis angle (AOJAA) ≥ 130°. Atlas assimilation and arch anomalies were identified on presurgical radiographic imaging. This PFD+OCF cohort was compared with a control cohort of patients who underwent PFD alone. The control group was matched to the PFD+OCF cohort according to age, sex, and duration of symptoms at a 2:1 ratio.\u0000\u0000\u0000RESULTS\u0000Clinical features and radiographic atlanto-occipital joint parameters were compared between 19 patients in the PFD+OCF cohort and 38 patients in the PFD-only cohort. Demographic data were not significantly different between cohorts (p > 0.05). The mean AOJAA was significantly higher in the PFD+OCF group than in the PFD group (144° ± 12° vs 127° ± 6°, p < 0.0001). In the PFD+OCF group, atlas assimilation and atlas arch anomalies were identified in 10 (53%) and 5 (26%) patients, respectively. These anomalies were absent (n = 0) in the PFD group (p < 0.001). Multivariate regression analysis identified the following 3 CVJ radiographic variables that were predictive of OCF occurrence after PFD: AOJAA ≥ 130° (p = 0.01), clivoaxial angle < 125° (p = 0.02), and occipital condyle-C2 sagittal vertical alignment (C-C2SVA) ≥ 5 mm (p = 0.01). A predictive model based on these 3 factors accurately predicted OCF following PFD (C-statistic 0.95).\u0000\u0000\u0000CONCLUSIONS\u0000The authors' results indicate that the occipital condyle-atlas joint complex might affect the biomechanical integrity of the CVJ in children with CM-I and syringomyelia. They describe the role of the AOJAA metric as an independent predictive factor for occurrence of OCF following PFD. Preoperative identification of these skeletal abnormalities may be used to guide surgical planning and treatment of patients with complex CM-I and coexistent osseous pathology.","PeriodicalId":16549,"journal":{"name":"Journal of neurosurgery. Pediatrics","volume":null,"pages":null},"PeriodicalIF":1.9,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140760384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Letter to the Editor. New insights of MRgLITT: a first-line treatment? 致编辑的信。对 MRgLITT 的新认识:一线治疗?
IF 1.9 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.3171/2024.1.PEDS2462
Maria Sole Venanzi, D. Tortora, G. Piatelli, A. Consales
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引用次数: 0
Resection of intradural spinal lesions with concomitant instrumented fusion in children: a systematic review and representative cases. 儿童脊柱椎管内病变切除并同时进行器械融合术:系统回顾和代表性病例。
IF 1.9 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.3171/2024.1.PEDS23444
Kiana Y. Prather, Matthew P Baier, Nangorgo J Coulibaly, Mark E. Stephens, Sixia Chen, Michael E Omini, Andrew Jea
OBJECTIVEMore than one-third of pediatric patients who undergo resection of intradural spine lesions develop progressive postoperative deformity, with as many as half of these patients subsequently requiring surgical fusion. Intradural spinal procedures with simultaneous instrumented fusion in children, however, are infrequently performed. Moreover, the rationale for patient selection, outcomes, and safety of this single-stage surgery in children has not been systematically investigated. In this study, the authors review the practice of simultaneous intradural spinal resection and instrumented fusion in pediatric patients and provide two representative case examples from their institution.METHODSThe authors searched the PubMed and Embase databases and performed a systematic review following the PRISMA protocol. Original articles of pediatric patients (age ≤ 18 years) who underwent intradural spine surgery, regardless of pathology, with concomitant instrumented fusion and reported outcomes were included. An institutional database of all spinal operations with instrumented fusion performed in patients aged ≤ 18 years over a 3-year period was screened to identify those who underwent intradural spine surgery with concomitant fusion.RESULTSNine patients (median age 12 years) from 6 studies who underwent intradural lesion resection and concomitant fusion met inclusion criteria. Among all 11 patients included, primary rationales for concomitant fusion were extensive bone removal (i.e., corpectomy or total facetectomy, 73%), concerns for deformity in the setting of multilevel laminectomy/laminoplasty (18%), and severe baseline deformity (9%). The most represented pathology was neurenteric cyst (55%) followed by schwannoma (18%). Myxopapillary ependymoma, granular cell tumor, and pilocytic astrocytoma each were seen in 1 case. Seven patients (64%) underwent an anterior-approach corpectomy, tumor resection, and fusion, while the remaining 4 patients (36%) underwent a posterior approach. All patients with at least 1 year of follow-up cases achieved bony fusion. CSF leak and new-onset neurological deficit each occurred in 9% (1/11).CONCLUSIONSThe rationales for performing single-stage intradural resection and fusion in pediatric patients in studies to date include the presence of severe baseline deformity, large extent of bone resection, and multilevel laminectomy/laminoplasty across cervicothoracic or thoracolumbar junctions. As current literature involving this cohort is limited, more data are needed to determine when concomitant fusion in intradural resections is appropriate in pediatric patients and whether its routine implementation is safe or beneficial.
目的在接受脊柱硬膜内病变切除术的儿童患者中,超过三分之一的患者术后会出现进行性畸形,其中多达一半的患者随后需要进行手术融合。然而,儿童脊柱硬膜内手术同时进行器械融合的情况并不多见。此外,对于儿童患者的选择理由、疗效以及这种单阶段手术的安全性还没有进行过系统的研究。在本研究中,作者回顾了在儿童患者中同时进行硬膜内脊柱切除术和器械融合术的做法,并提供了其所在机构的两个代表性病例。方法作者检索了 PubMed 和 Embase 数据库,并按照 PRISMA 协议进行了系统性回顾。纳入了接受硬膜外脊柱内手术的儿科患者(年龄小于 18 岁)的原创文章,无论病理类型如何,均同时进行了器械融合术,并报告了结果。结果来自6项研究的9名患者(中位年龄12岁)符合纳入标准,他们接受了硬膜内病灶切除术并同时进行了融合术。在所有纳入的11名患者中,同时进行融合术的主要原因是大面积骨切除(即椎体后凸切除术或全椎体切除术,占73%)、多层椎板切除术/椎板成形术中对畸形的担忧(占18%)以及严重的基线畸形(占9%)。最常见的病理是神经节囊肿(55%),其次是分裂瘤(18%)。肌乳头状上皮瘤、颗粒细胞瘤和柔毛细胞性星形细胞瘤各占 1 例。7 名患者(64%)接受了前路肿瘤切除术、肿瘤切除和融合术,其余 4 名患者(36%)接受了后路手术。所有随访至少一年的患者都实现了骨性融合。结论在迄今为止的研究中,对儿童患者实施单期硬膜内切除和融合术的理由包括存在严重的基线畸形、大范围的骨切除以及跨越颈胸椎或胸腰椎交界处的多层椎板切除/椎板成形术。由于目前涉及该队列的文献有限,因此需要更多数据来确定何时适合对儿童患者进行硬膜内切除同时融合,以及常规实施是否安全或有益。
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引用次数: 0
Machine learning for enhanced prognostication: predicting 30-day outcomes following posterior fossa decompression surgery for Chiari malformation type I in a pediatric cohort. 增强预后的机器学习:预测小儿队列中I型Chiari畸形后窝减压手术后30天的预后。
IF 1.9 3区 医学 Q1 Medicine Pub Date : 2024-04-01 DOI: 10.3171/2024.2.PEDS23523
V. G. El-Hajj, A. Ghaith, Adrian Elmi-Terander, Edward S Ahn, David J Daniels, Mohamad Bydon
OBJECTIVEChiari malformation type I (CM-I) is a congenital disorder occurring in 0.1% of the population. In symptomatic cases, surgery with posterior fossa decompression (PFD) is the treatment of choice. Surgery is, however, associated with peri- and postoperative complications that may require readmission or renewed surgical intervention. Given the associated financial costs and the impact on patients' well-being, there is a need for predictive tools that can assess the likelihood of such adverse events. The aim of this study was therefore to leverage machine learning algorithms to develop a predictive model for 30-day readmissions and reoperations after PFD in pediatric patients with CM-I.METHODSThis was a retrospective study based on data from the National Surgical Quality Improvement Program-Pediatric database. Eligible patients were those undergoing PFD (Current Procedural Terminology code 61343) for CM-I between 2012 and 2021. Patients undergoing surgery for tumors or vascular lesions were excluded. Unplanned 30-day readmission and unplanned 30-day reoperation were the main study outcomes. Additional outcome data considered included the length of hospital stay, 30-day complications, discharge disposition, and 30-day mortality. Training and testing samples were randomly generated (80:20) to study the 30-day readmission and reoperation using logistic regression, decision tree, random forest (RF), K-nearest neighbors, and Gaussian naive Bayes algorithms.RESULTSA total of 7106 pediatric patients undergoing PFD were included. The median age was 9.2 years (IQR 4.7, 14.2 years). Most of the patients were female (56%). The 30-day readmission and reoperation rates were 7.5% and 3.4%, respectively. Headaches (32%) and wound-related complications (30%) were the most common reasons for 30-day readmission, while wound revisions and evacuation of fluid or blood (62%), followed by CSF diversion-related procedures (28%), were the most common reasons for 30-day reoperation. RF classifiers had the highest predictive accuracy for both 30-day readmissions (area under the curve [AUC] 0.960) and reoperations (AUC 0.990) compared with the other models. On feature importance analysis, sex, developmental delay, ethnicity, respiratory disease, premature birth, hydrocephalus, and congenital/genetic anomaly were some of the variables contributing the most to both RF models.CONCLUSIONSUsing a large-scale nationwide dataset, machine learning models for the prediction of both 30-day readmissions and reoperations were developed and achieved high accuracy. This highlights the utility of machine learning in risk stratification and surgical decision-making for pediatric CM-I.
目的I型硫脲畸形(CM-I)是一种先天性疾病,发病率占总人口的0.1%。对于有症状的病例,后窝减压术(PFD)是首选的治疗方法。然而,手术与围手术期和术后并发症有关,可能需要再次入院或重新进行手术治疗。鉴于相关的经济成本和对患者福祉的影响,我们需要能评估此类不良事件发生可能性的预测工具。因此,本研究旨在利用机器学习算法开发一种预测模型,用于预测儿科 CM-I 患者接受 PFD 后 30 天再入院和再次手术的情况。符合条件的患者是在 2012 年至 2021 年期间接受 PFD(当前手术术语代码 61343)治疗的 CM-I 患者。因肿瘤或血管病变接受手术的患者除外。研究的主要结果是非计划 30 天再入院和非计划 30 天再手术。考虑的其他结果数据包括住院时间、30 天并发症、出院处置和 30 天死亡率。使用逻辑回归、决策树、随机森林(RF)、K-近邻和高斯天真贝叶斯算法随机生成(80:20)训练样本和测试样本,以研究30天再入院和再手术情况。中位年龄为 9.2 岁(IQR 为 4.7-14.2 岁)。大多数患者为女性(56%)。30天再入院率和再手术率分别为7.5%和3.4%。头痛(32%)和伤口相关并发症(30%)是 30 天再入院的最常见原因,而伤口修补和液体或血液排空(62%)以及 CSF 分流相关手术(28%)是 30 天再次手术的最常见原因。与其他模型相比,射频分类器对 30 天再入院(曲线下面积 [AUC] 0.960)和再手术(AUC 0.990)的预测准确率最高。在特征重要性分析中,性别、发育迟缓、种族、呼吸系统疾病、早产、脑积水和先天/遗传异常是对两个 RF 模型贡献最大的变量。这凸显了机器学习在儿科 CM-I 风险分层和手术决策中的实用性。
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Journal of neurosurgery. Pediatrics
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