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使用纵向ComBat对3T条件下小儿颈胸段脊髓的纵向扩散张量成像数据进行标准化处理

Harmonization of Longitudinal Diffusion Tensor Imaging Data of the Pediatric Cervical and Thoracic Spinal Cord at 3T Using Longitudinal ComBat.

作者信息

Li Yutong, Middleton Devon M, Chen Andrew, Shinohara Russell T, Krisa Laura, Faro Scott H, Mulcahey Mary Jane, Mohamed Feroze B

机构信息

Thomas Jefferson University, Sidney Kimmel Medical College.

Thomas Jefferson University.

出版信息

Res Sq. 2024 Jul 1:rs.3.rs-4536023. doi: 10.21203/rs.3.rs-4536023/v1.

Abstract

Diffusion tensor imaging (DTI) of the spinal cord has been extensively used to identify biomarkers for spinal cord pathology. Previously, the longitudinal ComBat (longComBat) technique was examined to reduce scanner effects in multi-site, multi-scanner spinal cord DTI data. This study aimed to assess its effectiveness on longitudinal scans using a single-scanner pediatric dataset, including healthy and spinal cord injury (SCI) subjects. Two identical datasets were collected from 42 healthy and 27 SCI subjects with a 2-hour interval between scans on a 3T Siemens MRI scanner. Axial DTI images of the entire cervical and thoracic spinal cord were obtained, and various average diffusion tensor metrics (FA, MD, RD, & AD) were measured at each vertebral level. Pearson correlation and intraclass correlation coefficients were used to evaluate inter- and intra-subject agreement pre- and post-harmonization. Minimal improvement in agreement was observed with the mean square residual (MSR) model, while the restricted maximum likelihood estimator (REML) model showed reduced intra-subject agreement in all the tensor metrics. The significant variability between longitudinal DTI scans within a single scanner was likely due to physiological motion rather than scanner effects. Post-harmonization using the longComBat MSR model showed limited improvement in agreement.

摘要

脊髓扩散张量成像(DTI)已被广泛用于识别脊髓病理学的生物标志物。此前,研究了纵向ComBat(longComBat)技术,以减少多站点、多扫描仪脊髓DTI数据中的扫描仪效应。本研究旨在使用单扫描仪儿科数据集(包括健康受试者和脊髓损伤(SCI)受试者)评估其在纵向扫描中的有效性。在3T西门子MRI扫描仪上,从42名健康受试者和27名SCI受试者中收集了两个相同的数据集,扫描间隔为2小时。获取了整个颈段和胸段脊髓的轴向DTI图像,并在每个椎体水平测量了各种平均扩散张量指标(FA、MD、RD和AD)。使用Pearson相关性和组内相关系数来评估标准化前后的受试者间和受试者内一致性。均方残差(MSR)模型的一致性改善最小,而限制最大似然估计器(REML)模型在所有张量指标中显示受试者内一致性降低。单台扫描仪内纵向DTI扫描之间的显著变异性可能是由于生理运动而非扫描仪效应。使用longComBat MSR模型进行标准化后,一致性的改善有限。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/421c/11247925/3259638cd54c/nihpp-rs4536023v1-f0001.jpg

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