کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5631611 1406501 2017 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
The Neuro Bureau ADHD-200 Preprocessed repository
موضوعات مرتبط
علوم زیستی و بیوفناوری علم عصب شناسی علوم اعصاب شناختی
پیش نمایش صفحه اول مقاله
The Neuro Bureau ADHD-200 Preprocessed repository
چکیده انگلیسی


- Processed derivatives generated from structural and resting-state fMRI in 973 individuals.
- The sample includes 585 typically developing children, 362 children with ADHD, and 26 with unknown diagnostic status.
- Functional MRI volumes were denoised and aligned using two alternative processing pipelines.
- Derivatives include regional time series, grey matter segmentation and variants of functional connectivity mapping.
- These resources are freely available, with minimal access requirements.

In 2011, the “ADHD-200 Global Competition” was held with the aim of identifying biomarkers of attention-deficit/hyperactivity disorder from resting-state functional magnetic resonance imaging (rs-fMRI) and structural MRI (s-MRI) data collected on 973 individuals. Statisticians and computer scientists were potentially the most qualified for the machine learning aspect of the competition, but generally lacked the specialized skills to implement the necessary steps of data preparation for rs-fMRI. Realizing this barrier to entry, the Neuro Bureau prospectively collaborated with all competitors by preprocessing the data and sharing these results at the Neuroimaging Informatics Tools and Resources Clearinghouse (NITRC) (http://www.nitrc.org/frs/?group_id=383). This “ADHD-200 Preprocessed” release included multiple analytical pipelines to cater to different philosophies of data analysis. The processed derivatives included denoised and registered 4D fMRI volumes, regional time series extracted from brain parcellations, maps of 10 intrinsic connectivity networks, fractional amplitude of low frequency fluctuation, and regional homogeneity, along with grey matter density maps. The data was used by several teams who competed in the ADHD-200 Global Competition, including the winning entry by a group of biostaticians. To the best of our knowledge, the ADHD-200 Preprocessed release was the first large public resource of preprocessed resting-state fMRI and structural MRI data, and remains to this day the only resource featuring a battery of alternative processing paths.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: NeuroImage - Volume 144, Part B, January 2017, Pages 275-286
نویسندگان
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