Suppr超能文献

弥漫性创伤性脑损伤中轴突损伤的个体间变异性

Inter-Subject Variability of Axonal Injury in Diffuse Traumatic Brain Injury.

作者信息

Ware Jeffrey B, Hart Tessa, Whyte John, Rabinowitz Amanda, Detre John A, Kim Junghoon

机构信息

1 Department of Radiology, Hospital of the University of Pennsylvania , Philadelphia, Pennsylvania.

2 Moss Rehabilitation Research Institute , Philadelphia, Pennsylvania.

出版信息

J Neurotrauma. 2017 Jul 15;34(14):2243-2253. doi: 10.1089/neu.2016.4817. Epub 2017 May 3.

Abstract

Traumatic brain injury (TBI) is a leading cause of cognitive morbidity worldwide for which reliable biomarkers are needed. Diffusion tensor imaging (DTI) is a promising biomarker of traumatic axonal injury (TAI); however, existing studies have been limited by a primary reliance on group-level analytic methods not well suited to account for inter-subject variability. In this study, 42 adults with TBI of at least moderate severity were examined 3 months following injury and compared with 35 healthy controls. DTI data were used for both traditional group-level comparison and subject-specific analysis using the distribution-corrected Z-score (DisCo-Z) approach. Inter-subject variation in TAI was assessed in a threshold-invariant manner using a threshold-weighted overlap map derived from subject-specific analysis. Receiver operator curve analysis was used to examine the ability of subject-specific DTI analysis to identify TBI subjects with significantly impaired processing speed in comparison with region of interest-based fractional anisotropy (FA) measurements and clinical characteristics. Traditional group-wise analysis demonstrated widespread reductions of white matter FA within the TBI group (voxel-wise p < 0.05, corrected), despite relatively low consistency of subject-level effects secondary to widespread variation in the spatial distribution of TAI. Subject-specific mapping of TAI with the DisCo-Z approach was the best predictor of impaired processing speed, achieving high classification accuracy (area under the curve [AUC] = 0.94). In moderate-to-severe TBI, there is substantial inter-subject variation in TAI, with extent strongly correlated to post-traumatic deficits in processing speed. Significant group-level effects do not necessarily represent consistent effects at the individual level. Better accounting for inter-subject variability in neurobiological manifestations of TBI may substantially improve the ability to detect and classify patterns of injury.

摘要

创伤性脑损伤(TBI)是全球认知功能障碍的主要原因,因此需要可靠的生物标志物。扩散张量成像(DTI)是创伤性轴索损伤(TAI)的一种有前景的生物标志物;然而,现有研究主要依赖于不太适合解释个体间变异性的组水平分析方法。在本研究中,对42名至少为中度严重程度的TBI成年患者在受伤后3个月进行了检查,并与35名健康对照者进行比较。DTI数据用于传统的组水平比较和使用分布校正Z分数(DisCo-Z)方法的个体特异性分析。使用从个体特异性分析得出的阈值加权重叠图,以阈值不变的方式评估TAI中的个体间变异。使用受试者工作特征曲线分析来检验个体特异性DTI分析与基于感兴趣区域的分数各向异性(FA)测量和临床特征相比,识别处理速度显著受损的TBI患者的能力。传统的组间分析表明,TBI组内白质FA广泛降低(体素水平p < 0.05,校正后),尽管由于TAI空间分布的广泛变异,个体水平效应的一致性相对较低。使用DisCo-Z方法对TAI进行个体特异性映射是处理速度受损的最佳预测指标,分类准确率高(曲线下面积[AUC] = 0.94)。在中度至重度TBI中,TAI存在大量个体间变异,其程度与创伤后处理速度缺陷密切相关。显著的组水平效应不一定代表个体水平的一致效应。更好地考虑TBI神经生物学表现中的个体间变异性可能会显著提高检测和分类损伤模式的能力。

相似文献

1
Inter-Subject Variability of Axonal Injury in Diffuse Traumatic Brain Injury.
J Neurotrauma. 2017 Jul 15;34(14):2243-2253. doi: 10.1089/neu.2016.4817. Epub 2017 May 3.
2
Myelin water imaging of moderate to severe diffuse traumatic brain injury.
Neuroimage Clin. 2019;22:101785. doi: 10.1016/j.nicl.2019.101785. Epub 2019 Mar 16.
3
Traumatic axonal injury: is the prognostic information produced by conventional MRI and DTI complementary or supplementary?
J Neurosurg. 2021 Jul 2;136(1):242-256. doi: 10.3171/2020.11.JNS203124. Print 2022 Jan 1.
5
Diffuse axonal injury predicts neurodegeneration after moderate-severe traumatic brain injury.
Brain. 2020 Dec 1;143(12):3685-3698. doi: 10.1093/brain/awaa316.
7
Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks.
Neuroimage. 2016 Apr 1;129:247-259. doi: 10.1016/j.neuroimage.2016.01.056. Epub 2016 Jan 28.
9
Changes in Apparent Fiber Density and Track-Weighted Imaging Metrics in White Matter following Experimental Traumatic Brain Injury.
J Neurotrauma. 2017 Jul 1;34(13):2109-2118. doi: 10.1089/neu.2016.4730. Epub 2017 Apr 13.
10
Recovery of White Matter following Pediatric Traumatic Brain Injury Depends on Injury Severity.
J Neurotrauma. 2017 Feb 15;34(4):798-806. doi: 10.1089/neu.2016.4584. Epub 2016 Sep 22.

引用本文的文献

2
Longitudinal investigation of optic chiasm in patients with traumatic brain injury.
BMC Ophthalmol. 2024 Sep 27;24(1):422. doi: 10.1186/s12886-024-03697-y.
3
Covert Tracking to Immersive Stimuli in Traumatic Brain Injury Subjects With Disorders of Consciousness.
J Neurotrauma. 2024 Mar;41(5-6):646-659. doi: 10.1089/neu.2023.0188. Epub 2023 Oct 16.
5
Multi-tract multi-symptom relationships in pediatric concussion.
Elife. 2022 May 17;11:e70450. doi: 10.7554/eLife.70450.
6
Differential Patterns of Change in Brain Connectivity Resulting from Severe Traumatic Brain Injury.
Brain Connect. 2022 Nov;12(9):799-811. doi: 10.1089/brain.2021.0168. Epub 2022 May 5.
10
Evaluating spatiotemporal microstructural alterations following diffuse traumatic brain injury.
Neuroimage Clin. 2020;25:102136. doi: 10.1016/j.nicl.2019.102136. Epub 2019 Dec 14.

本文引用的文献

1
Evaluations of diffusion tensor image registration based on fiber tractography.
Biomed Eng Online. 2017 Jan 10;16(1):9. doi: 10.1186/s12938-016-0299-2.
2
Bidirectional Changes in Anisotropy Are Associated with Outcomes in Mild Traumatic Brain Injury.
AJNR Am J Neuroradiol. 2016 Nov;37(11):1983-1991. doi: 10.3174/ajnr.A4851. Epub 2016 Jun 9.
4
Altered tract-specific white matter microstructure is related to poorer cognitive performance: The Rotterdam Study.
Neurobiol Aging. 2016 Mar;39:108-17. doi: 10.1016/j.neurobiolaging.2015.11.021. Epub 2015 Dec 2.
6
Longitudinal assessment of white matter abnormalities following sports-related concussion.
Hum Brain Mapp. 2016 Feb;37(2):833-45. doi: 10.1002/hbm.23072. Epub 2015 Dec 10.
7
Stable long-range interhemispheric coordination is supported by direct anatomical projections.
Proc Natl Acad Sci U S A. 2015 May 19;112(20):6473-8. doi: 10.1073/pnas.1503436112. Epub 2015 May 4.
8
Evaluating the accuracy of diffusion MRI models in white matter.
PLoS One. 2015 Apr 16;10(4):e0123272. doi: 10.1371/journal.pone.0123272. eCollection 2015.
10
Primary age-related tauopathy (PART): a common pathology associated with human aging.
Acta Neuropathol. 2014 Dec;128(6):755-66. doi: 10.1007/s00401-014-1349-0. Epub 2014 Oct 28.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验