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Frailty Predicts 30-day mortality following major complications in neurosurgery patients: The risk analysis index has superior discrimination compared to modified frailty index-5 and increasing patient age 虚弱程度可预测神经外科患者主要并发症后 30 天的死亡率:与改良虚弱指数-5 和患者年龄增加相比,风险分析指数具有更高的辨别能力
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100286
Christopher C. Paiz BS , Oluwafemi P. Owodunni MD, MPH , Evan N. Courville MD , Meic Schmidt MD, MBA , Robert Alunday MD , Christian A. Bowers

Background

Postoperative complications after cranial or spine surgery are prevalent, and frailty can be a key contributing patient factor. Therefore, we evaluated frailty’s impact on 30-day mortality. We compared the discrimination for risk analysis index (RAI), modified frailty index-5 (mFI-5) and increasing patient age for predicting 30-day mortality.

Methods

Patients with major complications following neurosurgery procedures between 2012- 2020 in the ACS-NSQIP database were included. We employed receiver operating characteristic (ROC) curve and examined discrimination thresholds for RAI, mFI-5, and increasing patient age for 30-day mortality. Independent relationships were examined using multivariable analysis.

Results

There were 19,096 patients included in the study and in the ROC analysis for 30-day mortality, RAI showed superior discriminant validity threshold C-statistic 0.655 (95% CI: 0.644-0.666), compared to mFI-5 C-statistic 0.570 (95% CI 0.559-0.581), and increasing patient age C-statistic 0.607 (95% CI 0.595-0.619). When the patient population was divided into subsets based on the procedures type (spinal, cranial or other), spine procedures had the highest discriminant validity threshold for RAI (Cstatistic 0.717). Furthermore, there was a frailty risk tier dose response relationship with 30-day mortalityy (p<0.001).

Conclusion

When a major complication arises after neurosurgical procedures, frail patients have a higher likelihood of dying within 30 days than their non-frail counterparts. The RAI demonstrated a higher discriminant validity threshold than mFI-5 and increasing patient age, making it a more clinically relevant tool for identifying and stratifying patients by frailty risk tiers. These findings highlight the importance of initiatives geared toward optimizing frail patients, to mitigate long-term disability.

背景 颅骨或脊柱手术后并发症很普遍,而体弱可能是导致患者并发症的一个关键因素。因此,我们评估了体弱对 30 天死亡率的影响。我们比较了风险分析指数(RAI)、改良虚弱指数-5(mFI-5)和患者年龄增加对预测 30 天死亡率的区分度。我们采用接收器操作特征曲线(ROC)研究了 RAI、mFI-5 和患者年龄增加对 30 天死亡率的分辨阈值。结果研究共纳入 19,096 名患者,在 30 天死亡率的 ROC 分析中,RAI 的判别有效性阈值 C 统计量为 0.655(95% CI:0.644-0.666),优于 mFI-5 的 C 统计量 0.570(95% CI 0.559-0.581)和患者年龄增加的 C 统计量 0.607(95% CI 0.595-0.619)。如果根据手术类型(脊柱、颅骨或其他)将患者群体分为若干子集,脊柱手术对 RAI 的判别有效性阈值最高(C 统计量为 0.717)。结论当神经外科手术后出现重大并发症时,体弱患者在 30 天内死亡的可能性高于非体弱患者。与 mFI-5 和患者年龄的增加相比,RAI 显示出更高的判别有效性阈值,使其成为一种更具临床相关性的工具,用于识别虚弱风险等级并对患者进行分层。这些研究结果突显了优化虚弱患者以减轻长期残疾的重要性。
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引用次数: 0
Intraoperative neurophysiological mapping of trigeminal nerve: A surgical advancement in neurovascular decompression 三叉神经术中神经电生理图:神经血管减压手术的进步
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100359
Joel Sanabria Duarte , Daniel Benzecry de Almeida , Gabriella Mara Arcie , Mauricio Coelho Neto , Murilo Sousa de Meneses , Ricardo Ramina
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引用次数: 0
Ventriculoperitoneal shunt infection rate and other associated complications of VP shunt insertion in Abuja, Nigeria 尼日利亚阿布贾的脑室腹腔分流术感染率及其他相关并发症
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100332
Obinna M. Ayogu , Kenechukwu K. Igbokwe , Kassim M. Jabir , Efeomo D. Onobun , Cyril I. Okpata , Ugochukwu Ugwuanyi , Ikechi Ekpendu , Edidiong A. Essiet

Background

Complications associated with ventriculoperitoneal shunt insertion constitute a significant cause of morbidity and mortality among hydrocephalus patients. Despite this, VP shunt placement has remained the mainstay of treatment for hydrocephalus. The aim of this study is to evaluate the complications of VP shunt surgery in our environment and to identify the risk factors associated with it.

Methodology

Patients who had VP shunt surgery over a period of two years (Jan 2015–December 2016) were evaluated retrospectively by reviewing their hospital records. The patients’ demography, aetiology and clinical presentation of the hydrocephalus, and complications were analysed using SPSS version 26.0. Results were presented in tables and figures.

Results

A total of 69 patients who had VP shunt over the study period had complete medical records available for review. Their age ranged between 2days and 68years with a male to female ratio of 1.8:1. Overall complication rate was 30.4%. Shunt malfunction (11.5%) and shunt infection (7.2%) were the commonest complications recorded. Late presentation was the most important risk factor for shunt complications.

Conclusion

The rate of shunt complications seen in this study compares fairly with studies in other parts of the world.

背景与脑室腹腔分流术置入相关的并发症是导致脑积水患者发病和死亡的重要原因。尽管如此,脑室腹腔分流术仍是治疗脑积水的主要方法。本研究旨在评估我们所处环境中 VP 分流手术的并发症,并确定与之相关的风险因素。方法通过回顾患者的住院记录,对两年内(2015 年 1 月至 2016 年 12 月)进行 VP 分流手术的患者进行回顾性评估。使用 SPSS 26.0 版对患者的人口统计学、脑积水的病因和临床表现以及并发症进行分析。结果 在研究期间,共有 69 名接受 VP 分流术的患者有完整的病历可供查阅。他们的年龄在 2 天到 68 岁之间,男女比例为 1.8:1。总体并发症发生率为 30.4%。分流管故障(11.5%)和分流管感染(7.2%)是最常见的并发症。结论本研究中的分流并发症发生率与世界其他地区的研究结果相当。
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引用次数: 0
Baseline and average platelet count can predict the outcome of patients with aneurysmal subarachnoid hemorrhage 基线和平均血小板计数可预测动脉瘤性蛛网膜下腔出血患者的预后
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100302
Christoph Rieß , Marvin Darkwah Oppong , Thiemo-Florin Dinger , Jan Rodemerk , Laurèl Rauschenbach , Meltem Gümüs , Benedikt Frank , Philipp Dammann , Karsten Henning Wrede , Ulrich Sure , Ramazan Jabbarli

Background

Baseline values and the change of platelet count (PLT) during disease were reported to be associated with prognosis of patients with cancer and intensive care treatment. We aimed to evaluate the association between PLT with the course and prognosis of aneurysmal subarachnoid hemorrhage (SAH).

Methods

Admission (AdmPLT) and the 14-days mean PLT (MeanPLT) values of 763 SAH patients treated between 01/2005 and 06/2016 were recorded and, for further analysis, divided into four categories: <150, 150–260, 261–400 and > 400 × 109/L. Primary endpoints were cerebral infarcts in follow-up computed tomography scans, in-hospital mortality and unfavorable outcome at 6-months follow-up defined as modified Rankin scale>3. Adverse events during SAH were assessed as secondary endpoints.

Results

Higher PLT values were independently associated with lower risk of cerebral infarction (MeanPLT: aOR = 0.65 per-PLT-category-increase, p = 0.001), in-hospital mortality (AdmPLT: aOR = 0.64, p = 0.017; MeanPLT: aOR = 0.23, p < 0.0001) and unfavorable outcome (AdmPLT: aOR = 0.70, p = 0.031; MeanPLT: aOR = 0.35, p < 0.0001). Moreover, individuals with poorer outcome were less prone to PLT increase during SAH (mean values: -+20.3 vs + 30.5 × 109/L for cerebral infarction; +9.3 vs + 32.8 × 109/L for in-hospital mortality; +14.4 vs + 31.1 × 109/L for unfavorable outcome). The following adverse events during SAH were related to AdmPLT and/or MeanPLT: non-aneurysm related secondary rebleeding, intracranial hypertension requiring conservative treatment or decompressive craniectomy, sepsis and acute kidney failure.

Conclusion

Low PLT at admission and their less prominent increase during SAH were strongly linked with poor outcome of SAH. Further analysis is required to clarify the background of this association and potential therapeutic implications.

背景据报道,血小板计数(PLT)的基线值和疾病期间的变化与癌症患者和重症监护治疗患者的预后有关。我们的目的是评估血小板与动脉瘤性蛛网膜下腔出血(SAH)的病程和预后之间的关系。方法记录了2005年1月至2016年6月期间接受治疗的763名SAH患者的入院值(AdmPLT)和14天的平均血小板值(MeanPLT),并将其分为四类进行进一步分析:150、150-260、261-400和400 × 109/L。主要终点是随访计算机断层扫描中的脑梗塞、院内死亡率和随访6个月时的不良预后(定义为改良Rankin量表>3),SAH期间的不良事件作为次要终点进行评估。结果PLT值越高,脑梗死风险越低(平均PLT:每增加一个PLT类别,aOR = 0.65,p = 0.001)、院内死亡率(AdmPLT:aOR = 0.64,p = 0.017;MeanPLT:aOR = 0.23,p <;0.0001)和不良预后(AdmPLT:aOR = 0.70,p = 0.031;MeanPLT:aOR = 0.35,p <;0.0001)。此外,预后较差的个体在 SAH 期间 PLT 增高的可能性较小(平均值:-+20.3 vs +30.3):平均值:-+20.3 vs + 30.5 × 109/L(脑梗死);+9.3 vs + 32.8 × 109/L(院内死亡率);+14.4 vs + 31.1 × 109/L(不良预后)。以下SAH期间的不良事件与AdmPLT和/或MeanPLT有关:非动脉瘤相关的继发性再出血、需要保守治疗或减压开颅手术的颅内高压、脓毒症和急性肾衰竭。需要进一步分析以明确这种关联的背景和潜在的治疗意义。
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引用次数: 0
Experience in awake glioma surgery in a South American center. Correlation between intraoperative evaluation, extent of resection and functional outcomes 南美中心的清醒胶质瘤手术经验。术中评估、切除范围和功能结果之间的相关性
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100357
Guido Caffaratti , Mauro Ruella , Facundo Villamil , Greta Keller , Darío Savini , Andrés Cervio

Introduction

Gliomas are the second most frequent primary brain tumors. Surgical resection remains a crucial part of treatment, as well as maximum preservation of neurological function. For this reason awake surgery has an important role.

The objectives of this article are to present our experience with awake surgery for gliomas in a South American center and to analyze how intraoperative functional findings may influence the extent of resection and neurological outcomes.

Materials and methods

Retrospective single center study of a cohort of adult patients undergoing awake surgery for brain glioma, by the same neurosurgeon, between 2012 and 2022 in the city of Buenos Aires, Argentina.

Results

A total of 71 patients were included (mean age 34 years, 62% males). Seventy seven percent of tumors were low grade, with average extent of resection reaching 94% of preoperative volumetric assessment. At six months follow up, 81.7% of patients presented no motor or language deficit.

Further analysis showed that having a positive mapping did not have a negative impact in the extent of resection, but was associated with short term postoperative motor and language deficits, among other variables, with later improvement.

Conclusion

Awake surgery for gliomas is a safe procedure, with the proper training. In this study it was observed that guiding the resection by negative mapping did not worsen the results and that positive subcortical mapping correlated with short term postoperative neurological deficits with posterior improvement within six months in most cases.

导言神经胶质瘤是第二大最常见的原发性脑肿瘤。手术切除仍然是治疗的关键部分,也是最大限度地保留神经功能的关键。本文旨在介绍我们在南美一个中心进行胶质瘤清醒手术的经验,并分析术中功能检查结果如何影响切除范围和神经功能预后。材料和方法对阿根廷布宜诺斯艾利斯市 2012 年至 2022 年期间由同一神经外科医生接受清醒手术治疗脑胶质瘤的成年患者队列进行单中心回顾性研究。结果共纳入 71 例患者(平均年龄 34 岁,62% 为男性)。77%的肿瘤为低级别,平均切除范围达到术前体积评估的94%。进一步的分析表明,阳性映射对切除范围没有负面影响,但与术后短期运动和语言障碍以及其他变量有关,随后会有所改善。本研究观察到,通过阴性映射引导切除并不会使结果恶化,皮层下映射阳性与术后短期神经功能缺损有关,大多数病例在术后 6 个月内会有所改善。
{"title":"Experience in awake glioma surgery in a South American center. Correlation between intraoperative evaluation, extent of resection and functional outcomes","authors":"Guido Caffaratti ,&nbsp;Mauro Ruella ,&nbsp;Facundo Villamil ,&nbsp;Greta Keller ,&nbsp;Darío Savini ,&nbsp;Andrés Cervio","doi":"10.1016/j.wnsx.2024.100357","DOIUrl":"https://doi.org/10.1016/j.wnsx.2024.100357","url":null,"abstract":"<div><h3>Introduction</h3><p>Gliomas are the second most frequent primary brain tumors. Surgical resection remains a crucial part of treatment, as well as maximum preservation of neurological function. For this reason awake surgery has an important role.</p><p>The objectives of this article are to present our experience with awake surgery for gliomas in a South American center and to analyze how intraoperative functional findings may influence the extent of resection and neurological outcomes.</p></div><div><h3>Materials and methods</h3><p>Retrospective single center study of a cohort of adult patients undergoing awake surgery for brain glioma, by the same neurosurgeon, between 2012 and 2022 in the city of Buenos Aires, Argentina.</p></div><div><h3>Results</h3><p>A total of 71 patients were included (mean age 34 years, 62% males). Seventy seven percent of tumors were low grade, with average extent of resection reaching 94% of preoperative volumetric assessment. At six months follow up, 81.7% of patients presented no motor or language deficit.</p><p>Further analysis showed that having a positive mapping did not have a negative impact in the extent of resection, but was associated with short term postoperative motor and language deficits, among other variables, with later improvement.</p></div><div><h3>Conclusion</h3><p>Awake surgery for gliomas is a safe procedure, with the proper training. In this study it was observed that guiding the resection by negative mapping did not worsen the results and that positive subcortical mapping correlated with short term postoperative neurological deficits with posterior improvement within six months in most cases.</p></div>","PeriodicalId":37134,"journal":{"name":"World Neurosurgery: X","volume":"22 ","pages":"Article 100357"},"PeriodicalIF":0.0,"publicationDate":"2024-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590139724000887/pdfft?md5=9e5b7e808b12f68281ab60a6c99e3652&pid=1-s2.0-S2590139724000887-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140042442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Middle meningeal artery embolization for chronic subdural hematoma- pathophysiology and radiological findings 脑膜中动脉栓塞治疗慢性硬膜下血肿--病理生理学和放射学发现
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100296
Raphael Bastianon Santiago , Camille Jastrzebski , Elias Dakwar , Badih Adada , Hamid Borghei-Razavi , Michal Obrzut
{"title":"Middle meningeal artery embolization for chronic subdural hematoma- pathophysiology and radiological findings","authors":"Raphael Bastianon Santiago ,&nbsp;Camille Jastrzebski ,&nbsp;Elias Dakwar ,&nbsp;Badih Adada ,&nbsp;Hamid Borghei-Razavi ,&nbsp;Michal Obrzut","doi":"10.1016/j.wnsx.2024.100296","DOIUrl":"10.1016/j.wnsx.2024.100296","url":null,"abstract":"","PeriodicalId":37134,"journal":{"name":"World Neurosurgery: X","volume":"23 ","pages":"Article 100296"},"PeriodicalIF":0.0,"publicationDate":"2024-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590139724000279/pdfft?md5=c008677b71fc92b23512f24cf7d2e7b2&pid=1-s2.0-S2590139724000279-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140088613","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of machine learning algorithms to predict 30-day hospital readmission following cement augmentation for osteoporotic vertebral compression fractures 应用机器学习算法预测骨质疏松性椎体压缩骨折骨水泥植入术后 30 天再入院情况
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100338
Andrew Cabrera , Alexander Bouterse , Michael Nelson , Luke Thomas , Omar Ramos , Wayne Cheng , Olumide Danisa

Objective

Osteoporosis is a common skeletal disease that greatly increases the risk of pathologic fractures and accounts for approximately 700,000 vertebral compression fractures (VCFs) annually in the United States. Cement augmentation procedures such as balloon kyphoplasty (KP) and percutaneous vertebroplasty (VP) have demonstrated efficacy in the treatment of VCFs, however, some studies report rates of readmission as high as 10.8% following such procedures. The purpose of this study was to employ Machine Learning (ML) algorithms to predict 30-day hospital readmission following cement augmentation procedures for the treatment of VCFs using the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database.

Methods

ACS-NSQIP was queried to identify patients undergoing either KP or VP from 2011 to 2014. Three ML algorithms were constructed and tasked with predicting post-operative readmissions within this cohort of patients. Results: Postoperative pneumonia, ASA Class 2 designation, age, partially-dependent functional status, and a history of smoking were independently identified as highly predictive of readmission by all ML algorithms. Among these variables postoperative pneumonia (p < 0.01), ASA Class 2 designation (p < 0.01), age (p = 0.002), and partially-dependent functional status (p < 0.01) were found to be statistically significant. Predictions were generated with an average AUC value of 0.757 and an average accuracy of 80.5%.

Conclusions

Postoperative pneumonia, ASA Class 2 designation, partially-dependent functional status, and age are perioperative variables associated with 30-day readmission following cement augmentation procedures. The use of ML allows for quantification of the relative contributions of these variables toward producing readmission.

目的骨质疏松症是一种常见的骨骼疾病,大大增加了病理性骨折的风险,在美国每年约有 70 万例椎体压缩性骨折(VCF)。球囊椎体后凸成形术(KP)和经皮椎体成形术(VP)等骨水泥增量手术在治疗椎体压缩性骨折方面具有显著疗效,但一些研究报告显示,此类手术后的再入院率高达 10.8%。本研究的目的是利用机器学习(ML)算法,通过美国外科学院国家外科质量改进计划(ACS-NSQIP)数据库,预测接受骨水泥增强术治疗 VCFs 后的 30 天再入院率。构建了三种 ML 算法,并负责预测这批患者的术后再入院情况。结果如下术后肺炎、ASA 2 级、年龄、部分依赖功能状态和吸烟史被所有 ML 算法独立识别为再入院的高度预测因素。在这些变量中,术后肺炎(p <0.01)、ASA 2 级(p <0.01)、年龄(p = 0.002)和部分依赖功能状态(p <0.01)具有显著的统计学意义。预测结果的平均 AUC 值为 0.757,平均准确率为 80.5%。结论术后肺炎、ASA 2 级、部分依赖功能状态和年龄是与骨水泥增强术后 30 天再入院相关的围手术期变量。使用 ML 可以量化这些变量对造成再入院的相对贡献。
{"title":"Application of machine learning algorithms to predict 30-day hospital readmission following cement augmentation for osteoporotic vertebral compression fractures","authors":"Andrew Cabrera ,&nbsp;Alexander Bouterse ,&nbsp;Michael Nelson ,&nbsp;Luke Thomas ,&nbsp;Omar Ramos ,&nbsp;Wayne Cheng ,&nbsp;Olumide Danisa","doi":"10.1016/j.wnsx.2024.100338","DOIUrl":"10.1016/j.wnsx.2024.100338","url":null,"abstract":"<div><h3>Objective</h3><p>Osteoporosis is a common skeletal disease that greatly increases the risk of pathologic fractures and accounts for approximately 700,000 vertebral compression fractures (VCFs) annually in the United States. Cement augmentation procedures such as balloon kyphoplasty (KP) and percutaneous vertebroplasty (VP) have demonstrated efficacy in the treatment of VCFs, however, some studies report rates of readmission as high as 10.8% following such procedures. The purpose of this study was to employ Machine Learning (ML) algorithms to predict 30-day hospital readmission following cement augmentation procedures for the treatment of VCFs using the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database.</p></div><div><h3>Methods</h3><p>ACS-NSQIP was queried to identify patients undergoing either KP or VP from 2011 to 2014. Three ML algorithms were constructed and tasked with predicting post-operative readmissions within this cohort of patients. Results: Postoperative pneumonia, ASA Class 2 designation, age, partially-dependent functional status, and a history of smoking were independently identified as highly predictive of readmission by all ML algorithms. Among these variables postoperative pneumonia (p &lt; 0.01), ASA Class 2 designation (p &lt; 0.01), age (p = 0.002), and partially-dependent functional status (p &lt; 0.01) were found to be statistically significant. Predictions were generated with an average AUC value of 0.757 and an average accuracy of 80.5%.</p></div><div><h3>Conclusions</h3><p>Postoperative pneumonia, ASA Class 2 designation, partially-dependent functional status, and age are perioperative variables associated with 30-day readmission following cement augmentation procedures. The use of ML allows for quantification of the relative contributions of these variables toward producing readmission.</p></div>","PeriodicalId":37134,"journal":{"name":"World Neurosurgery: X","volume":"23 ","pages":"Article 100338"},"PeriodicalIF":0.0,"publicationDate":"2024-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590139724000693/pdfft?md5=9dc75f213a86e0be8b2fdab96ec09bda&pid=1-s2.0-S2590139724000693-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140086651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a regional-based predictive model of incidence of traumatic spinal cord injury using machine learning algorithms 利用机器学习算法开发基于区域的外伤性脊髓损伤发病率预测模型
Q1 Medicine Pub Date : 2024-03-02 DOI: 10.1016/j.wnsx.2024.100280
Seyed Behnam Jazayeri , Seyed Farzad Maroufi , Shaya Akbarinejad , Zahra Ghodsi , Vafa Rahimi-Movaghar

Objective

To develop a predictive model of incidence of traumatic spinal cord injury (TSCI).

Methods

The data for training the model included both the incidence data and the covariates. The incidence data were extracted from systematic reviews and the covariates were extracted from data available in the international road federation database. Then the feature processing measures were taken. First we defined a hyper-parameter, missing-value threshold, in order to eliminate features that exceed this threshold. To tackle the problem of overfitting of model we determined the Pearson correlation of features and excluded those with more than 0.7 correlation. After feature selection three different models including simple linear regression, support vector regression, and multi-layer perceptron were examined to fit the purposes of this study. Finally, we evaluated the model based on three standard metrics: Mean Absolute Error, Root Mean Square Error, and R2.

Results

Our machine-learning based model could predict the incidence rate of TSCI with the mean absolute error of 4.66. Our model found “Vehicles in use, Total vehicles/Km of roads”, “Injury accidents/100 Million Veh-Km”, “Vehicles in use, Vans, Pick-ups, Lorries, Road Tractors”, “Inland surface Passengers Transport (Mio Passenger-Km), Rail”, and "% paved” as top predictors of transport-related TSCI (TRTSCI).

Conclusions

Our model is proved to have a high accuracy to predict the incidence rate of TSCI for countries, especially where the main etiology of TSCI is related to road traffic injuries. Using this model, we can help the policymakers for resource allocation and evaluation of preventive measures.

目标建立创伤性脊髓损伤(TSCI)发病率的预测模型。 方法用于训练模型的数据包括发病率数据和协变量数据。发病率数据来自系统综述,协变量数据来自国际道路联合会数据库。然后采取特征处理措施。首先,我们定义了一个超参数--缺失值阈值,以剔除超过该阈值的特征。为了解决模型过度拟合的问题,我们确定了特征的皮尔逊相关性,并排除了相关性超过 0.7 的特征。在特征选择之后,我们研究了三种不同的模型,包括简单线性回归、支持向量回归和多层感知器,以满足本研究的目的。最后,我们根据三个标准指标对模型进行了评估:结果我们基于机器学习的模型可以预测 TSCI 的发生率,平均绝对误差为 4.66。我们的模型发现,"在用车辆、车辆总数/公里道路"、"受伤事故/亿辆/公里"、"在用车辆、货车、皮卡、载货汽车、公路拖拉机"、"内陆水陆客运(百万客运/公里)、铁路 "和 "铺装路面百分比 "是预测与交通相关的 TSCI(TRTSCI)的首要指标。结论事实证明,我们的模型在预测各国 TSCI 发生率方面具有很高的准确性,尤其是在 TSCI 的主要病因与道路交通伤害有关的国家。利用该模型,我们可以帮助决策者进行资源分配和预防措施评估。
{"title":"Development of a regional-based predictive model of incidence of traumatic spinal cord injury using machine learning algorithms","authors":"Seyed Behnam Jazayeri ,&nbsp;Seyed Farzad Maroufi ,&nbsp;Shaya Akbarinejad ,&nbsp;Zahra Ghodsi ,&nbsp;Vafa Rahimi-Movaghar","doi":"10.1016/j.wnsx.2024.100280","DOIUrl":"https://doi.org/10.1016/j.wnsx.2024.100280","url":null,"abstract":"<div><h3>Objective</h3><p>To develop a predictive model of incidence of traumatic spinal cord injury (TSCI).</p></div><div><h3>Methods</h3><p>The data for training the model included both the incidence data and the covariates. The incidence data were extracted from systematic reviews and the covariates were extracted from data available in the international road federation database. Then the feature processing measures were taken. First we defined a hyper-parameter, missing-value threshold, in order to eliminate features that exceed this threshold. To tackle the problem of overfitting of model we determined the Pearson correlation of features and excluded those with more than 0.7 correlation. After feature selection three different models including simple linear regression, support vector regression, and multi-layer perceptron were examined to fit the purposes of this study. Finally, we evaluated the model based on three standard metrics: Mean Absolute Error, Root Mean Square Error, and R<sup>2</sup>.</p></div><div><h3>Results</h3><p>Our machine-learning based model could predict the incidence rate of TSCI with the mean absolute error of 4.66. Our model found “Vehicles in use, Total vehicles/Km of roads”, “Injury accidents/100 Million Veh-Km”, “Vehicles in use, Vans, Pick-ups, Lorries, Road Tractors”, “Inland surface Passengers Transport (Mio Passenger-Km), Rail”, and \"% paved” as top predictors of transport-related TSCI (TRTSCI).</p></div><div><h3>Conclusions</h3><p>Our model is proved to have a high accuracy to predict the incidence rate of TSCI for countries, especially where the main etiology of TSCI is related to road traffic injuries. Using this model, we can help the policymakers for resource allocation and evaluation of preventive measures.</p></div>","PeriodicalId":37134,"journal":{"name":"World Neurosurgery: X","volume":"23 ","pages":"Article 100280"},"PeriodicalIF":0.0,"publicationDate":"2024-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2590139724000115/pdfft?md5=26f35796eaa4d00194a504d7b8e8f55e&pid=1-s2.0-S2590139724000115-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140062000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Proposed novel classification of circumscribed Lower-Grade Gliomas (cLGG) vs. infiltrating Lower-Grade Gliomas (iLGG): Correlations of radiological features and clinical outcomes 圆周型低级别胶质瘤(cLGG)与浸润型低级别胶质瘤(iLGG)的新分类建议:放射学特征与临床结果的相关性
Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1016/j.wnsx.2024.100356
Ahsan Ali Khan , Muhammad Usman Khalid , Mohammad Hamza Bajwa , Faiza Urooj , Izza Tahir , Meher Angez , Fahad Zahid , Muhammad Waqas Saeed Baqai , Kiran Aftab , Shahabuddin Ansari , Ummul Wara Khan , Ali Azan Ahmed , Syed Ather Enam

Purpose

We hypothesize that lower grade gliomas (LGG) can be identified and classified into two distinct subtypes: radiologically circumscribed Lower-Grade Gliomas (cLGG) and infiltrating Lower-Grade Gliomas (iLGG) based on radiological parameters and that these two different subtypes behave differently in terms of clinical outcomes.

Methods

We conducted a retrospective cohort study on surgical patients diagnosed with lower grade glioma over five years. Patient records and MRIs were reviewed, and neurosurgeons classified tumors into cLGG and iLGG groups.

Results

From the 165 patients in our cohort, 30 (18.2%) patients were classified as cLGG and 135 (81.8%) patients were classified as iLGG Mean age in cLGG was 31.4 years while mean age in iLGG was 37.9 years (p = 0.004). There was significant difference in mean blood loss between cLGG and iLGG groups (270 and 411 ml respectively, p = 0.020). cLGG had a significantly higher proportion of grade II tumors (p < 0.001). The overall mean survival time for the iLGG group was 14.96 ± 1.23 months, and 18.77 ± 2.72 months for the cLGG group. In univariate cox regression, the survival difference between LGG groups was not significant (HR = 0.888, p = 0.581), however on multivariate regression cLGG showed a significant (aHZ = 0.443, p = 0.015) positive correlation with survival. Intense contrast enhancement (HZ = 41.468, p = 0.018), blood loss (HZ = 1.002, p = 0.049), and moderately high Ki-67 (HZ = 4.589, p = 0.032) were also significant on univariate analyses.

Conclusion: cLGG and iLGG are radiologically distinct groups with separate prognoses, surgical experience, and associations.

目的我们假设低级别胶质瘤(LGG)可以根据放射学参数识别并分为两种不同的亚型:放射学环绕型低级别胶质瘤(cLGG)和浸润型低级别胶质瘤(iLGG),而且这两种不同的亚型在临床预后方面表现各异。结果我们队列中的 165 例患者中,30 例(18.2%)患者被归类为 cLGG,135 例(81.8%)患者被归类为 iLGG。cLGG 组和 iLGG 组的平均失血量有明显差异(分别为 270 毫升和 411 毫升,p = 0.020)。iLGG组的总平均生存时间为(14.96 ± 1.23)个月,cLGG组为(18.77 ± 2.72)个月。在单变量考克斯回归中,LGG 组间的生存率差异不显著(HR = 0.888,p = 0.581),但在多变量回归中,cLGG 与生存率呈显著正相关(aHZ = 0.443,p = 0.015)。强烈对比度增强(HZ = 41.468,p = 0.018)、失血(HZ = 1.002,p = 0.049)和中度高Ki-67(HZ = 4.589,p = 0.032)在单变量分析中也具有显著性。
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引用次数: 0
The role of SWI sequence during the preoperative targeting of the subthalamic nucleus for deep brain stimulation in Parkinson's disease: A retrospective cohort study SWI序列在帕金森病深部脑刺激术前定位丘脑下核过程中的作用:回顾性队列研究
Q1 Medicine Pub Date : 2024-03-01 DOI: 10.1016/j.wnsx.2024.100342
Luigi Gianmaria Remore , Leonardo Tariciotti , Giorgio Fiore , Elena Pirola , Linda Borellini , Filippo Cogiamanian , Antonella Maria Ampollini , Luigi Schisano , Dario Gagliano , Stefano Borsa , Mauro Pluderi , Giulio Andrea Bertani , Sergio Barbieri , Marco Locatelli
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World Neurosurgery: X
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