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应用 MAP-MRI 识别成人弥漫性胶质瘤的 WHO 分级和主要遗传特征:三种弥散加权 MRI 模型的比较。

Applying MAP-MRI to Identify the WHO Grade and Main Genetic Features of Adult-type Diffuse Gliomas: A Comparison of Three Diffusion-weighted MRI Models.

机构信息

Departments of Radiology, Affiliated Hospital of Inner Mongolia Medical University, Hohhot 010059, China; Inner Mongolia Medical University, Hohhot, China.

Departments of Radiology, Affiliated Hospital of Inner Mongolia Medical University, Hohhot 010059, China.

出版信息

Acad Radiol. 2023 Jul;30(7):1238-1246. doi: 10.1016/j.acra.2022.10.009. Epub 2022 Nov 5.

DOI:10.1016/j.acra.2022.10.009
PMID:36347664
Abstract

RATIONALE AND OBJECTIVES

Currently, there is no noninvasive method to effectively judge the genotype of diffuse gliomas. We explored the association between mean apparent propagator-MRI (MAP-MRI) and WHO grade 2/3, IDH 1/2 mutations, and chromosome 1p/19q combined deletion genotypes in adult-type diffuse gliomas and compared it with the diagnostic efficiency of diffusion tensor imaging (DTI) and diffusional kurtosis imaging (DKI).

MATERIALS AND METHODS

We prospectively recruited 67 participantshistopathologically diagnosed with adult-type diffuse gliomas. Routine MRI, DKI, and DSI were performed before surgery. The extreme and average partial diffusion indexes of solid tumors were measured. A comprehensive assessment of statistically significant diffusion parameters was performed after Bonferroni correction, including ROC curves, correct classification percentage (CCP), integrated discrimination improvement (IDI), net reclassification improvement (NRI), and k-fold cross validation.

RESULTS

For differentiating WHO grade 2/3, q-space inverse variance (QIV), mean kurtosis (MK), non-Gaussianity (NG), and return to the origin probability (RTOP) were different (p' < .05), with the mean QIV exhibiting the best diagnostic efficacy and stability (AUC = 0.973, CCP = 0.906). We observed significant differences in mean diffusivity (MD), mean square displacement, QIV, MK, and RTOP between the IDH wild-type and IDH mutant groups (p' < .001) (AUC, 0.806-0.978) and MAP-MRI showed a higher IDI than DTI and DKI (0.094-0.435, NRI > 0, respectively). For the chromosome 1p/19q combined deletion, the minimum QIV was different between the overall (p' < .05) and no significant differences  in MD and MK was observed.

CONCLUSION

MAP-MRI effectively predicts the WHO grade 2/3, IDH 1/2 mutations, and chromosome 1p/19q combined deletion in adult-type diffuse gliomas, and it may perform better than DTI and DKT.

摘要

背景与目的

目前,尚无有效的无创方法来准确判断弥漫性神经胶质瘤的基因型。本研究旨在探讨平均表观扩散系数-MRI(MAP-MRI)与成人弥漫性神经胶质瘤的 WHO 分级 2/3、IDH1/2 突变和 1p/19q 联合缺失基因型之间的相关性,并将其与弥散张量成像(DTI)和弥散峰度成像(DKI)的诊断效能进行比较。

材料与方法

前瞻性纳入 67 例经组织病理学诊断为成人弥漫性神经胶质瘤的患者,所有患者术前均行常规 MRI、DKI 和 DSI 检查。测量实体肿瘤的极端和平均部分扩散指数。对经过 Bonferroni 校正的具有统计学意义的扩散参数进行全面评估,包括 ROC 曲线、正确分类百分比(CCP)、综合判别改善(IDI)、净再分类改善(NRI)和 k 折交叉验证。

结果

在区分 WHO 分级 2/3 方面,q-空间倒数方差(QIV)、平均峰度(MK)、非高斯性(NG)和原点回归概率(RTOP)存在差异(p'<0.05),平均 QIV 的诊断效能和稳定性最佳(AUC=0.973,CCP=0.906)。IDH 野生型和突变型组之间的平均扩散系数(MD)、均方根位移、QIV、MK 和 RTOP 存在显著差异(p'<0.001)(AUC:0.806-0.978),MAP-MRI 的 IDI 高于 DTI 和 DKI(0.094-0.435,NRI>0)。对于 1p/19q 联合缺失,总组间最小 QIV 存在差异(p'<0.05),MD 和 MK 无显著差异。

结论

MAP-MRI 可有效预测成人弥漫性神经胶质瘤的 WHO 分级 2/3、IDH1/2 突变和 1p/19q 联合缺失,其诊断效能可能优于 DTI 和 DKI。

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