Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.
Functional and Molecular Neuroimaging Unit, IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy.
Sci Data. 2024 Jun 4;11(1):575. doi: 10.1038/s41597-024-03418-6.
Multiple sclerosis (MS) is a progressive demyelinating disease impacting the central nervous system. Conventional Magnetic Resonance Imaging (MRI) techniques (e.g., Tw images) help diagnose MS, although they sometimes reveal non-specific lesions. Quantitative MRI techniques are capable of quantifying imaging biomarkers in vivo, offering the potential to identify specific signs related to pre-clinical inflammation. Among those techniques, Quantitative Susceptibility Mapping (QSM) is particularly useful for studying processes that influence the magnetic properties of brain tissue, such as alterations in myelin concentration. Because of its intrinsic quantitative nature, it is particularly well-suited to be analyzed through radiomics, including techniques that extract a high number of complex and multi-dimensional features from radiological images. The dataset presented in this work provides information about normal-appearing white matter (NAWM) in a cohort of MS patients and healthy controls. It includes QSM-based radiomic features from NAWM and its tracts, and MR sequences necessary to implement the pipeline: Tw, Tw, QSM, DWI. The workflow is outlined in this article, along with an application showing feature reliability assessment.
多发性硬化症(MS)是一种影响中枢神经系统的进行性脱髓鞘疾病。传统的磁共振成像(MRI)技术(如 T2 加权图像)有助于诊断 MS,但有时也会显示出非特异性病变。定量 MRI 技术能够定量测量体内的成像生物标志物,有可能识别与临床前炎症相关的特定迹象。在这些技术中,定量磁化率映射(QSM)特别适用于研究影响脑组织磁性质的过程,例如髓鞘浓度的变化。由于其固有的定量性质,它特别适合通过放射组学进行分析,包括从放射图像中提取大量复杂和多维特征的技术。本工作中提供的数据集提供了 MS 患者和健康对照组正常表现白质(NAWM)的信息。它包括来自 NAWM 及其束的基于 QSM 的放射组学特征,以及实施该流水线所需的 MR 序列:T2、T1、QSM、DWI。本文概述了工作流程,并展示了特征可靠性评估的应用。