Prediction of H3K27M Alteration Status in Brainstem Glioma Using Multi‐Shell Diffusion MRI Metrics

部分各向异性 峰度 百分位 磁共振弥散成像 核医学 医学 磁共振成像 数学 统计 放射科
作者
Xiaolu Xu,Peng Zhang,Zhizheng Zhuo,Yunyun Duan,Liying Qu,Dan Cheng,Ting Sun,Jinli Ding,Cong Xie,Xing Liu,Sven Haller,Frederik Barkhof,Chuyang Ye,Liwei Zhang,Yaou Liu
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:60 (2): 576-585 被引量:4
标识
DOI:10.1002/jmri.29104
摘要

Background Multi‐shell diffusion characteristics may help characterize brainstem gliomas (BSGs) and predict H3K27M status. Purpose To identify the diffusion characteristics of BSG patients and investigate the predictive values of various diffusion metrics for H3K27M status in BSG. Study Type Prospective. Population Eighty‐four BSG patients (median age 10.5 years [IQR 6.8–30.0 years]) were included, of whom 56 were pediatric and 28 were adult patients. Field Strength/Sequence 3 T, multi‐shell diffusion imaging. Assessment Diffusion kurtosis imaging and neurite orientation dispersion and density imaging analyses were performed. Age, gender, and diffusion metrics, including fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity, radial diffusivity (RD), mean kurtosis (MK), axial kurtosis (AK), radial kurtosis, intracellular volume fraction (ICVF), orientation dispersion index, and isotropic volume fraction (ISOVF), were compared between H3K27M‐altered and wildtype BSG patients. Statistical Tests Chi‐square test, Mann–Whitney U test, multivariate analysis of variance (MANOVA), step‐wise multivariable logistic regression. P ‐values <0.05 were considered significant. Results 82.4% pediatric and 57.1% adult patients carried H3K27M alteration. In the whole group, the H3K27M‐altered BSGs demonstrated higher FA, AK and lower RD, ISOVF. The combination of age and median ISOVF showed fair performance for H3K27M prediction (AUC = 0.78). In the pediatric group, H3K27M‐altered BSGs showed higher FA, AK, MK, ICVF and lower RD, MD, ISOVF. The combinations of median ISOVF, 5th percentile of FA, median MK and median MD showed excellent predictive power (AUC = 0.91). In the adult group, H3K27M‐altered BSGs showed higher ICVF and lower RD, MD. The 75th percentile of RD demonstrated fair performance for H3K27M status prediction (AUC = 0.75). Data Conclusion Different alteration patterns of diffusion measures were identified between H3K27M‐altered and wildtype BSGs, which collectively had fair to excellent predictive value for H3K27M alteration status, especially in pediatric patients. Evidence Level 2 Technical Efficacy Stage 3
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