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来自青少年大脑认知发展研究的协调扩散 MRI 数据和白质测量结果。

Harmonized diffusion MRI data and white matter measures from the Adolescent Brain Cognitive Development Study.

机构信息

Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, USA.

Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.

出版信息

Sci Data. 2024 Feb 27;11(1):249. doi: 10.1038/s41597-024-03058-w.

Abstract

The Adolescent Brain Cognitive Development (ABCD) Study® has collected data from over 10,000 children across 21 sites, providing insights into adolescent brain development. However, site-specific scanner variability has made it challenging to use diffusion MRI (dMRI) data from this study. To address this, a dataset of harmonized and processed ABCD dMRI data (from release 3) has been created, comprising quality-controlled imaging data from 9,345 subjects, focusing exclusively on the baseline session, i.e., the first time point of the study. This resource required substantial computational time (approx. 50,000 CPU hours) for harmonization, whole-brain tractography, and white matter parcellation. The dataset includes harmonized dMRI data, 800 white matter clusters, 73 anatomically labeled white matter tracts in full and low resolution, and 804 different dMRI-derived measures per subject (72.3 TB total size). Accessible via the NIMH Data Archive, it offers a large-scale dMRI dataset for studying structural connectivity in child and adolescent neurodevelopment. Additionally, several post-harmonization experiments were conducted to demonstrate the success of the harmonization process on the ABCD dataset.

摘要

青少年大脑认知发展 (ABCD) 研究®从 21 个地点的超过 10000 名儿童中收集了数据,深入了解青少年大脑发育情况。然而,特定地点的扫描仪差异使得使用来自该研究的扩散 MRI(dMRI)数据变得具有挑战性。为了解决这个问题,创建了一个协调和处理的 ABCD dMRI 数据集(来自第 3 版),该数据集包含 9345 名受试者的质量控制成像数据,仅关注基线期,即研究的第一次时间点。该资源需要大量的计算时间(约 50000 个 CPU 小时)进行协调、全脑束追踪和白质分割。该数据集包括协调的 dMRI 数据、800 个白质簇、73 个全分辨率和低分辨率的解剖标记白质束,以及每个受试者的 804 个不同的 dMRI 衍生指标(总大小为 72.3TB)。可通过 NIMH 数据档案访问,它提供了一个用于研究儿童和青少年神经发育结构连接的大型 dMRI 数据集。此外,还进行了几次协调后实验,以证明协调过程在 ABCD 数据集上的成功。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1976/10899197/6a666ac4057e/41597_2024_3058_Fig1_HTML.jpg

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