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使用扩散张量成像-动脉自旋标记灌注成像(DTI-ALPS)和扩散张量成像(DTI)指标对胶质瘤中淋巴系统功能障碍和异柠檬酸脱氢酶(IDH)突变进行无创评估。

Noninvasive assessment of glymphatic dysfunction and IDH mutation in glioma with DTI-ALPS and DTI metrics.

作者信息

Fang Kewei, Wang Chenlong, Zhang Yi, Wu Shuang, Liu Lu, Wen Xiaoling

机构信息

Department of Radiology, West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China.

出版信息

Quant Imaging Med Surg. 2025 Jun 6;15(6):5007-5022. doi: 10.21037/qims-2024-2710. Epub 2025 May 19.


DOI:10.21037/qims-2024-2710
PMID:40606349
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12209625/
Abstract

BACKGROUND: The occurrence and development of glioma are closely related to neuro-immunity. The glymphatic system (GS), a brain waste-clearance pathway, plays a critical role in neuro-immunity. Diffusion tensor image analysis along the perivascular space (DTI-ALPS) is a non-invasive method to assess glymphatic dysfunction. This study had the following aims: (I) to quantify glioma-induced glymphatic dysfunction using DTI-ALPS, and (II) to explore the role of ALPS-index and DTI metrics in evaluating isocitrate dehydrogenase (IDH) mutation and the predictive value of survival in glioma patients. METHODS: A total of 146 gliomas and 61 healthy controls (HC) were included in the study. The ALPS-index and DTI metrics were all included in the calculation. Comparisons were made between the ALPS-index in both cerebral hemispheres, and between patients and controls, as well as the ALPS-index and DTI metrics [fractional anisotropy (FA) mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD)] among different tumor grades. Additionally, the ALPS-index in different tumor locations (frontal/temporal/parietal/occipital/basal) was initially investigated. The diagnostic performance of each metric for IDH mutation was assessed by receiver operating characteristic (ROC) analysis, and the predictive value of each metric for survival was evaluated through the Cox proportional risk model. RESULTS: In low-grade gliomas (Grades II-III), the ALPS-index of ipsilateral gliomas was significantly lower than that of contralateral gliomas (Grade II: 1.31±0.18 . 1.43±0.21; P=0.01; Grade III: 1.30±0.22 . 1.40±0.21; P=0.03); in high-grade gliomas, the opposite situation was observed (Grade IV: 1.34±0.19 . 1.24±0.16; P=0.01). The same results were found when comparing tumor location, survival, and IDH mutations between the two brain hemispheres. The bilateral ALPS-index in patients were significantly decreased compared with those in HC (P<0.01). We found no statistical difference in tumor locations regarding ALPS-index and other tensor metrics (FA/MD/AD/RD, all P>0.05). For grade II gliomas, combining the ALPS-index with AD, RD, or MD substantially improved IDH mutation diagnostic accuracy [area under the curve (AUC): 0.88-0.89 . 0.72-0.81 for single metrics]. However, this predictive utility declined in grade III-IV gliomas (AUC <0.80); Cox analysis identified clinical factors (tumor grade, sex, age, IDH mutations) and DTI metrics [MD: hazard ratio (HR) =2.48, 95% confidence interval (CI): 1.35-4.58, P<0.01; AD: HR =2.73, 95% CI: 1.46-5.09, P<0.01; RD: HR =2.49, 95% CI: 1.33-4.65, P<0.01] as significant predictors of overall survival (OS). CONCLUSIONS: The ALPS-index can indirectly reflect the impairment of the GS. The combined model of the ALPS-index and DTI metrics is significant for predicting IDH mutation in low-grade gliomas. The ALPS-index and another non-invasive imaging biomarker can reflect the characteristics of glioma more comprehensively. However, the GS impairment of gliomas in different tumor locations still requires further study.

摘要

背景:胶质瘤的发生发展与神经免疫密切相关。类淋巴系统(GS)作为脑内废物清除途径,在神经免疫中起关键作用。沿血管周围间隙的扩散张量图像分析(DTI-ALPS)是评估类淋巴功能障碍的一种非侵入性方法。本研究旨在:(I)使用DTI-ALPS量化胶质瘤诱导的类淋巴功能障碍,以及(II)探讨ALPS指数和DTI指标在评估异柠檬酸脱氢酶(IDH)突变中的作用及对胶质瘤患者生存的预测价值。 方法:本研究共纳入146例胶质瘤患者和61名健康对照(HC)。计算均纳入ALPS指数和DTI指标。比较了两侧大脑半球的ALPS指数、患者与对照之间的ALPS指数,以及不同肿瘤分级之间的ALPS指数和DTI指标[分数各向异性(FA)、平均扩散率(MD)、轴向扩散率(AD)和径向扩散率(RD)]。此外,初步研究了不同肿瘤部位(额叶/颞叶/顶叶/枕叶/基底节)的ALPS指数。通过受试者工作特征(ROC)分析评估各指标对IDH突变的诊断性能,并通过Cox比例风险模型评估各指标对生存的预测价值。 结果:在低级别胶质瘤(II-III级)中,同侧胶质瘤的ALPS指数显著低于对侧胶质瘤(II级:1.31±0.18 对 1.43±0.21;P=0.01;III级:1.30±0.22 对 1.40±0.21;P=0.03);在高级别胶质瘤中,观察到相反的情况(IV级:1.34±0.19 对 1.24±0.16;P=0.01)。比较两侧大脑半球的肿瘤部位、生存情况和IDH突变时也得到了相同结果。患者的双侧ALPS指数与HC相比显著降低(P<0.01)。我们发现肿瘤部位在ALPS指数和其他张量指标(FA/MD/AD/RD,均P>0.05)方面无统计学差异。对于II级胶质瘤,将ALPS指数与AD、RD或MD相结合可显著提高IDH突变诊断准确性[曲线下面积(AUC):0.88-0.89 对 单一指标的0.72-0.81]。然而,这种预测效用在III-IV级胶质瘤中下降(AUC<0.80);Cox分析确定临床因素(肿瘤分级、性别、年龄和IDH突变)和DTI指标[MD:风险比(HR)=2.48,95%置信区间(CI):1.35-4.58,P<0.01;AD:HR =2.73,95%CI:1.46-5.09,P<0.01;RD:HR =2.49,95%CI:1.33-4.65,P<0.01]是总生存期(OS)的显著预测因素。 结论:ALPS指数可间接反映GS的损害。ALPS指数和DTI指标的联合模型对预测低级别胶质瘤的IDH突变具有重要意义。ALPS指数和另一种非侵入性影像生物标志物可更全面地反映胶质瘤特征。然而,不同肿瘤部位胶质瘤的GS损害仍需进一步研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/26378586a18e/qims-15-06-5007-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/33f27ccd60ee/qims-15-06-5007-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/347d577db06e/qims-15-06-5007-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/87128ceb1d51/qims-15-06-5007-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/26378586a18e/qims-15-06-5007-f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/33f27ccd60ee/qims-15-06-5007-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/347d577db06e/qims-15-06-5007-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/87128ceb1d51/qims-15-06-5007-f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f40/12209625/26378586a18e/qims-15-06-5007-f4.jpg

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本文引用的文献

[1]
Noninvasive evaluation of the glymphatic system in diffuse gliomas using diffusion tensor image analysis along the perivascular space.

J Neurosurg. 2024-8-9

[2]
A Histopathologic Correlation Study Evaluating Glymphatic Function in Brain Tumors by Multiparametric MRI.

Clin Cancer Res. 2024-11-1

[3]
The glymphatic system in migraine and other headaches.

J Headache Pain. 2024-3-11

[4]
Glymphatic imaging: a critical look at the DTI-ALPS index.

Neuroradiology. 2024-2

[5]
Diffusion along the perivascular space as a potential biomarker for glioma grading and isocitrate dehydrogenase 1 mutation status prediction.

Quant Imaging Med Surg. 2023-12-1

[6]
Imaging glymphatic response to glioblastoma.

Cancer Imaging. 2023-10-30

[7]
Diffusion tensor imaging-based machine learning for IDH wild-type glioblastoma stratification to reveal the biological underpinning of radiomic features.

CNS Neurosci Ther. 2023-11

[8]
Altered Brain Glymphatic Flow at Diffusion-Tensor MRI in Rapid Eye Movement Sleep Behavior Disorder.

Radiology. 2023-6

[9]
DTI-ALPS: An MR biomarker for motor dysfunction in patients with subacute ischemic stroke.

Front Neurosci. 2023-3-31

[10]
Tumor microenvironment in glioblastoma: Current and emerging concepts.

Neurooncol Adv. 2023-2-23

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