129 Xe Image Processing Pipeline: An open-source, graphical user interface application for the analysis of hyperpolarized 129 Xe MRI
Hyperpolarized Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware, sequences, and image processing have helped it become increasingly adopted for both research and clinical use. As the number of applications and users increase, st...
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Published in | Magnetic resonance in medicine |
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Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
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United States
31.10.2024
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Abstract | Hyperpolarized
Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware, sequences, and image processing have helped it become increasingly adopted for both research and clinical use. As the number of applications and users increase, standardization becomes crucial. To that end, this study developed an executable, open-source
Xe image processing pipeline (XIPline) to provide a user-friendly, graphical user interface-based analysis pipeline to analyze and visualize
Xe MR data, including scanner calibration, ventilation, diffusion-weighted, and gas exchange images.
The customizable XIPline is designed in MATLAB to analyze data from all three major scanner platforms. Calibration data is processed to calculate optimal flip angle and determine
Xe frequency offset. Data processing includes loading, reconstructing, registering, segmenting, and post-processing images. Ventilation analysis incorporates three common algorithms to calculate ventilation defect percentage and novel techniques to assess defect distribution and ventilation texture. Diffusion analysis features ADC mapping, modified linear binning to account for ADC age-dependence, and common diffusion morphometry methods. Gas exchange processing uses a generalized linear binning for data acquired using 1-point Dixon imaging.
The XIPline workflow is demonstrated using analysis from representative calibration, ventilation, diffusion, and gas exchange data.
The application will reduce redundant effort when implementing new techniques across research sites by providing an open-source framework for developers. In its current form, it offers a robust and adaptable platform for
Xe MRI analysis to ensure methodological consistency, transparency, and support for collaborative research across multiple sites and MRI manufacturers. |
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AbstractList | Hyperpolarized
Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware, sequences, and image processing have helped it become increasingly adopted for both research and clinical use. As the number of applications and users increase, standardization becomes crucial. To that end, this study developed an executable, open-source
Xe image processing pipeline (XIPline) to provide a user-friendly, graphical user interface-based analysis pipeline to analyze and visualize
Xe MR data, including scanner calibration, ventilation, diffusion-weighted, and gas exchange images.
The customizable XIPline is designed in MATLAB to analyze data from all three major scanner platforms. Calibration data is processed to calculate optimal flip angle and determine
Xe frequency offset. Data processing includes loading, reconstructing, registering, segmenting, and post-processing images. Ventilation analysis incorporates three common algorithms to calculate ventilation defect percentage and novel techniques to assess defect distribution and ventilation texture. Diffusion analysis features ADC mapping, modified linear binning to account for ADC age-dependence, and common diffusion morphometry methods. Gas exchange processing uses a generalized linear binning for data acquired using 1-point Dixon imaging.
The XIPline workflow is demonstrated using analysis from representative calibration, ventilation, diffusion, and gas exchange data.
The application will reduce redundant effort when implementing new techniques across research sites by providing an open-source framework for developers. In its current form, it offers a robust and adaptable platform for
Xe MRI analysis to ensure methodological consistency, transparency, and support for collaborative research across multiple sites and MRI manufacturers. Abstract Purpose Hyperpolarized 129 Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware, sequences, and image processing have helped it become increasingly adopted for both research and clinical use. As the number of applications and users increase, standardization becomes crucial. To that end, this study developed an executable, open‐source 129 Xe image processing pipeline (XIPline) to provide a user‐friendly, graphical user interface‐based analysis pipeline to analyze and visualize 129 Xe MR data, including scanner calibration, ventilation, diffusion‐weighted, and gas exchange images. Methods The customizable XIPline is designed in MATLAB to analyze data from all three major scanner platforms. Calibration data is processed to calculate optimal flip angle and determine 129 Xe frequency offset. Data processing includes loading, reconstructing, registering, segmenting, and post‐processing images. Ventilation analysis incorporates three common algorithms to calculate ventilation defect percentage and novel techniques to assess defect distribution and ventilation texture. Diffusion analysis features ADC mapping, modified linear binning to account for ADC age‐dependence, and common diffusion morphometry methods. Gas exchange processing uses a generalized linear binning for data acquired using 1‐point Dixon imaging. Results The XIPline workflow is demonstrated using analysis from representative calibration, ventilation, diffusion, and gas exchange data. Conclusion The application will reduce redundant effort when implementing new techniques across research sites by providing an open‐source framework for developers. In its current form, it offers a robust and adaptable platform for 129 Xe MRI analysis to ensure methodological consistency, transparency, and support for collaborative research across multiple sites and MRI manufacturers. |
Author | Cleveland, Zackary I Niedbalski, Peter J Parra-Robles, Juan Walkup, Laura L Plummer, Joseph W Roach, David J Hussain, Riaz Woods, Jason C Willmering, Matthew M Bdaiwi, Abdullah S |
Author_xml | – sequence: 1 givenname: Abdullah S orcidid: 0000-0001-7835-7032 surname: Bdaiwi fullname: Bdaiwi, Abdullah S organization: Center for Pulmonary Imaging Research, Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 2 givenname: Matthew M orcidid: 0000-0002-4356-9622 surname: Willmering fullname: Willmering, Matthew M organization: Center for Pulmonary Imaging Research, Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 3 givenname: Joseph W orcidid: 0000-0002-0200-7869 surname: Plummer fullname: Plummer, Joseph W organization: Department of Biomedical Engineering, University of Cincinnati, Cincinnati, Ohio, USA – sequence: 4 givenname: Riaz orcidid: 0000-0003-4406-2345 surname: Hussain fullname: Hussain, Riaz organization: Center for Pulmonary Imaging Research, Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 5 givenname: David J surname: Roach fullname: Roach, David J organization: Center for Pulmonary Imaging Research, Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 6 givenname: Juan surname: Parra-Robles fullname: Parra-Robles, Juan organization: Center for Pulmonary Imaging Research, Division of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 7 givenname: Peter J orcidid: 0000-0002-0528-2508 surname: Niedbalski fullname: Niedbalski, Peter J organization: Hoglund Biomedical Imaging Center, University of Kansas Medical Center, Kansas City, Kansas, USA – sequence: 8 givenname: Jason C surname: Woods fullname: Woods, Jason C organization: Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 9 givenname: Laura L orcidid: 0000-0002-5060-6401 surname: Walkup fullname: Walkup, Laura L organization: Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA – sequence: 10 givenname: Zackary I orcidid: 0000-0001-6195-9061 surname: Cleveland fullname: Cleveland, Zackary I organization: Imaging Research Center, Department of Radiology, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA |
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Keywords | diffusion analysis gas exchange analysis hyperpolarized 129Xe ventilation analysis |
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Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware, sequences, and image... Abstract Purpose Hyperpolarized 129 Xe MRI presents opportunities to assess regional pulmonary microstructure and function. Ongoing advancements in hardware,... |
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