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慢性硬膜下血肿患者的生物标志物初步分析及决策树算法建模

Pilot Biomarker Analysis and Decision Tree Algorithm Modeling of Patients with Chronic Subdural Hematomas.

作者信息

Puccio David J, Deng Hansen, Eagle Shawn R, Okonkwo David O, Nwachuku Enyinna L

机构信息

Department of Neurological Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA.

出版信息

Neurotrauma Rep. 2023 Mar 24;4(1):184-196. doi: 10.1089/neur.2022.0062. eCollection 2023.

Abstract

The elderly population are at high risk for developing chronic subdural hematoma (cSDH). Surgical evacuation of cSDH is one of the most common procedures performed in neurosurgery. The present study aims to identify potential inflammatory biomarkers associated with its development and recurrence. Patients (>65 years of age) who presented with symptomatic cSDH (≥1 cm thickness or ≥5 mm midline shift [MLS]), requiring surgical intervention, were prospectively enrolled. The collected cSDH fluid was analyzed for inflammatory markers. Computed tomography (CT) scan data included pre-operative cSDH thickness and MLS. Outcome data included Glasgow Outcome Scale-Extended (GOS-E) score at 3, 6, and 12 months post-surgery, as well as cSDH recurrence. A decision tree model was used to determine the predictive power of extracted analytes for MLS, cSDH thickness, and recurrence. This pilot study includes 20 enrolled patients (mean age 77.9 ± 7.4 years and 85% falls). Rate of cSDH recurrence was 42%, with 21% requiring reoperation. Chemokine (C-X-C motif) ligand 9 (CXCL9) concentrations correlated with cSDH thickness ( = 0.975,  = 0.040). Interleukin (IL)-6 and vascular endothelial growth factor (VEGF)-A concentrations correlated with MLS ( = 0.974,  = 0.005;  = 0.472,  = 0.036, respectively). IL-5 concentrations correlated with more favorable GOS-E scores at 3, 6, and 12 months ( = 0.639,  = 0.006;  = 0.727,  = 0.003;  = 0.693,  = 0.026, respectively). Regulated on activation, normal T-cell expressed and secreted (RANTES) concentrations correlated with complete cSDH resolution ( = 0.514,  = 0.021). The decision tree model identified that higher concentrations of CXCL9 were predictive of MLS (risk ratio [RR] = 12.0), higher concentrations of IL-5 were predictive of cSDH thickness (RR = 4.5), and lower concentrations of RANTES were predictive of cSDH recurrence (RR = 2.2). CXCL9, IL-6, VEGF, IL-5, and RANTES are associated with recurrence after surgery and may be potential biomarkers for predicting cSDH recurrence and neurological outcomes.

摘要

老年人群发生慢性硬膜下血肿(cSDH)的风险很高。cSDH的手术清除是神经外科最常见的手术之一。本研究旨在确定与其发生和复发相关的潜在炎症生物标志物。前瞻性纳入了年龄>65岁、出现有症状的cSDH(厚度≥1 cm或中线移位[MLS]≥5 mm)且需要手术干预的患者。对收集的cSDH液体进行炎症标志物分析。计算机断层扫描(CT)扫描数据包括术前cSDH厚度和MLS。结果数据包括术后3、6和12个月的格拉斯哥扩展预后量表(GOS-E)评分以及cSDH复发情况。使用决策树模型来确定提取的分析物对MLS、cSDH厚度和复发的预测能力。这项初步研究纳入了20例患者(平均年龄77.9±7.4岁,85%为跌倒所致)。cSDH复发率为42%,其中21%需要再次手术。趋化因子(C-X-C基序)配体9(CXCL9)浓度与cSDH厚度相关(r = 0.975,P = 0.040)。白细胞介素(IL)-6和血管内皮生长因子(VEGF)-A浓度与MLS相关(r分别为0.974,P = 0.005;r = 0.472,P = 0.036)。IL-5浓度与术后3、6和12个月更良好的GOS-E评分相关(r分别为0.639,P = 0.006;r = 0.727,P = 0.003;r = 0.693,P = 0.026)。正常T细胞激活后表达和分泌的调节因子(RANTES)浓度与cSDH完全消退相关(r = 0.514,P = 0.021)。决策树模型确定,较高浓度的CXCL9可预测MLS(风险比[RR]=12.0),较高浓度的IL-5可预测cSDH厚度(RR = 4.5),较低浓度的RANTES可预测cSDH复发(RR = 2.2)。CXCL9、IL-6、VEGF、IL-5和RANTES与术后复发相关,可能是预测cSDH复发和神经功能结局的潜在生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/52a3/10039273/2c3684569ddf/neur.2022.0062_figure1.jpg

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3
Significantly high concentrations of vascular endothelial growth factor in chronic subdural hematoma with trabecular formation.
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4
Recent advances in visual detection for cancer biomarkers and infectious pathogens.
J Mater Chem B. 2021 Jan 7;9(1):35-52. doi: 10.1039/d0tb01883j. Epub 2020 Nov 23.
5
Computed tomography findings after head injury preceding chronic subdural hematoma.
Neurosurg Focus. 2019 Nov 1;47(5):E12. doi: 10.3171/2019.8.FOCUS19535.
6
Advances in biomarker detection: Alternative approaches for blood-based biomarker detection.
Adv Clin Chem. 2019;92:141-199. doi: 10.1016/bs.acc.2019.04.003. Epub 2019 Jun 10.
7
Clinical and radiological factors predicting recurrence of chronic subdural hematoma: A retrospective cohort study.
Injury. 2019 Oct;50(10):1634-1640. doi: 10.1016/j.injury.2019.08.019. Epub 2019 Aug 17.
8
Functional and patient-reported outcome versus in-hospital costs after traumatic acute subdural hematoma (t-ASDH): a neurosurgical paradox?
Acta Neurochir (Wien). 2019 May;161(5):875-884. doi: 10.1007/s00701-019-03878-5. Epub 2019 Mar 28.
9
The incidence of chronic subdural hematomas from 1990 to 2015 in a defined Finnish population.
J Neurosurg. 2019 Mar 22;132(4):1147-1157. doi: 10.3171/2018.12.JNS183035. Print 2020 Apr 1.
10
Middle Meningeal Artery Embolization for Chronic Subdural Hematoma: Meta-Analysis and Systematic Review.
World Neurosurg. 2019 Feb;122:613-619. doi: 10.1016/j.wneu.2018.11.167. Epub 2018 Nov 24.

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