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Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data

The preprocessing of diffusion magnetic resonance imaging (dMRI) data involve numerous steps, including the corrections for head motion, susceptibility distortion, low signal‐to‐noise ratio, and signal drifting. Researchers or clinical practitioners often need to configure different preprocessing st...

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Autores principales: Hsu, Chih‐Chin Heather, Chong, Shin Tai, Kung, Yi‐Chia, Kuo, Kuan‐Tsen, Huang, Chu‐Chung, Lin, Ching‐Po
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089090/
https://www.ncbi.nlm.nih.gov/pubmed/36807461
http://dx.doi.org/10.1002/hbm.26239
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author Hsu, Chih‐Chin Heather
Chong, Shin Tai
Kung, Yi‐Chia
Kuo, Kuan‐Tsen
Huang, Chu‐Chung
Lin, Ching‐Po
author_facet Hsu, Chih‐Chin Heather
Chong, Shin Tai
Kung, Yi‐Chia
Kuo, Kuan‐Tsen
Huang, Chu‐Chung
Lin, Ching‐Po
author_sort Hsu, Chih‐Chin Heather
collection PubMed
description The preprocessing of diffusion magnetic resonance imaging (dMRI) data involve numerous steps, including the corrections for head motion, susceptibility distortion, low signal‐to‐noise ratio, and signal drifting. Researchers or clinical practitioners often need to configure different preprocessing steps depending on disparate image acquisition schemes, which increases the technical threshold for dMRI analysis for nonexpert users. This could cause disparities in data processing approaches and thus hinder the comparability between studies. To make the dMRI data processing steps transparent and adapt to various dMRI acquisition schemes for researchers, we propose a semi‐automated pipeline tool for dMRI named integrated diffusion image operator or iDIO. This pipeline integrates features from a wide range of advanced dMRI software tools and targets at providing a one‐click solution for dMRI data analysis, via adaptive configuration for a set of suggested processing steps based on the image header of the input data. Additionally, the pipeline provides options for post‐processing, such as estimation of diffusion tensor metrics and whole‐brain tractography‐based connectomes reconstruction using common brain atlases. The iDIO pipeline also outputs an easy‐to‐interpret quality control report to facilitate users to assess the data quality. To keep the transparency of data processing, the execution log and all the intermediate images produced in the iDIO's workflow are accessible. The goal of iDIO is to reduce the barriers for clinical or nonspecialist users to adopt the state‐of‐art dMRI processing steps.
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spelling pubmed-100890902023-04-12 Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data Hsu, Chih‐Chin Heather Chong, Shin Tai Kung, Yi‐Chia Kuo, Kuan‐Tsen Huang, Chu‐Chung Lin, Ching‐Po Hum Brain Mapp Technical Report The preprocessing of diffusion magnetic resonance imaging (dMRI) data involve numerous steps, including the corrections for head motion, susceptibility distortion, low signal‐to‐noise ratio, and signal drifting. Researchers or clinical practitioners often need to configure different preprocessing steps depending on disparate image acquisition schemes, which increases the technical threshold for dMRI analysis for nonexpert users. This could cause disparities in data processing approaches and thus hinder the comparability between studies. To make the dMRI data processing steps transparent and adapt to various dMRI acquisition schemes for researchers, we propose a semi‐automated pipeline tool for dMRI named integrated diffusion image operator or iDIO. This pipeline integrates features from a wide range of advanced dMRI software tools and targets at providing a one‐click solution for dMRI data analysis, via adaptive configuration for a set of suggested processing steps based on the image header of the input data. Additionally, the pipeline provides options for post‐processing, such as estimation of diffusion tensor metrics and whole‐brain tractography‐based connectomes reconstruction using common brain atlases. The iDIO pipeline also outputs an easy‐to‐interpret quality control report to facilitate users to assess the data quality. To keep the transparency of data processing, the execution log and all the intermediate images produced in the iDIO's workflow are accessible. The goal of iDIO is to reduce the barriers for clinical or nonspecialist users to adopt the state‐of‐art dMRI processing steps. John Wiley & Sons, Inc. 2023-02-21 /pmc/articles/PMC10089090/ /pubmed/36807461 http://dx.doi.org/10.1002/hbm.26239 Text en © 2023 The Authors. Human Brain Mapping published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Technical Report
Hsu, Chih‐Chin Heather
Chong, Shin Tai
Kung, Yi‐Chia
Kuo, Kuan‐Tsen
Huang, Chu‐Chung
Lin, Ching‐Po
Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title_full Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title_fullStr Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title_full_unstemmed Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title_short Integrated diffusion image operator (iDIO): A pipeline for automated configuration and processing of diffusion MRI data
title_sort integrated diffusion image operator (idio): a pipeline for automated configuration and processing of diffusion mri data
topic Technical Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089090/
https://www.ncbi.nlm.nih.gov/pubmed/36807461
http://dx.doi.org/10.1002/hbm.26239
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