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Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry
Investigating alterations in brain circuitry associated with bipolar disorder (BD) may offer a valuable approach to discover brain biomarkers for genetic and interventional studies of the disorder and related mental illnesses. Some diffusion MRI studies report evidence of microstructural abnormaliti...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10473593/ https://www.ncbi.nlm.nih.gov/pubmed/37662230 http://dx.doi.org/10.1101/2023.08.17.553762 |
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author | Nabulsi, Leila Chandio, Bramsh Q. McPhilemy, Genevieve Martyn, Fiona M. Roberts, Gloria Hallahan, Brian Dannlowski, Udo Kircher, Tilo Haarman, Benno Mitchell, Philip McDonald, Colm Cannon, Dara M. Andreassen, Ole A. Ching, Christopher R. K. Thompson, Paul M. |
author_facet | Nabulsi, Leila Chandio, Bramsh Q. McPhilemy, Genevieve Martyn, Fiona M. Roberts, Gloria Hallahan, Brian Dannlowski, Udo Kircher, Tilo Haarman, Benno Mitchell, Philip McDonald, Colm Cannon, Dara M. Andreassen, Ole A. Ching, Christopher R. K. Thompson, Paul M. |
author_sort | Nabulsi, Leila |
collection | PubMed |
description | Investigating alterations in brain circuitry associated with bipolar disorder (BD) may offer a valuable approach to discover brain biomarkers for genetic and interventional studies of the disorder and related mental illnesses. Some diffusion MRI studies report evidence of microstructural abnormalities in white matter regions of interest, but we lack a fine-scale spatial mapping of brain microstructural differences along tracts in BD. We also lack large-scale studies that integrate tractometry data from multiple sites, as larger datasets can greatly enhance power to detect subtle effects and assess whether effects replicate across larger international datasets. In this multisite diffusion MRI study, we used BUndle ANalytics (BUAN, Chandio 2020), a recently developed analytic approach for tractography, to extract, map, and visualize profiles of microstructural abnormalities on 3D models of fiber tracts in 148 participants with BD and 259 healthy controls from 6 independent scan sites. Modeling site differences as random effects, we investigated along-tract white matter (WM) microstructural differences between diagnostic groups. QQ plots showed that group differences were gradually enhanced as more sites were added. Using the BUAN pipeline, BD was associated with lower mean fractional anisotropy (FA) in fronto-limbic, interhemispheric, and posterior pathways; higher FA was also noted in posterior bundles, relative to controls. By integrating tractography and anatomical information, BUAN effectively captures unique effects along white matter (WM) tracts, providing valuable insights into anatomical variations that may assist in the classification of diseases. |
format | Online Article Text |
id | pubmed-10473593 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-104735932023-09-02 Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry Nabulsi, Leila Chandio, Bramsh Q. McPhilemy, Genevieve Martyn, Fiona M. Roberts, Gloria Hallahan, Brian Dannlowski, Udo Kircher, Tilo Haarman, Benno Mitchell, Philip McDonald, Colm Cannon, Dara M. Andreassen, Ole A. Ching, Christopher R. K. Thompson, Paul M. bioRxiv Article Investigating alterations in brain circuitry associated with bipolar disorder (BD) may offer a valuable approach to discover brain biomarkers for genetic and interventional studies of the disorder and related mental illnesses. Some diffusion MRI studies report evidence of microstructural abnormalities in white matter regions of interest, but we lack a fine-scale spatial mapping of brain microstructural differences along tracts in BD. We also lack large-scale studies that integrate tractometry data from multiple sites, as larger datasets can greatly enhance power to detect subtle effects and assess whether effects replicate across larger international datasets. In this multisite diffusion MRI study, we used BUndle ANalytics (BUAN, Chandio 2020), a recently developed analytic approach for tractography, to extract, map, and visualize profiles of microstructural abnormalities on 3D models of fiber tracts in 148 participants with BD and 259 healthy controls from 6 independent scan sites. Modeling site differences as random effects, we investigated along-tract white matter (WM) microstructural differences between diagnostic groups. QQ plots showed that group differences were gradually enhanced as more sites were added. Using the BUAN pipeline, BD was associated with lower mean fractional anisotropy (FA) in fronto-limbic, interhemispheric, and posterior pathways; higher FA was also noted in posterior bundles, relative to controls. By integrating tractography and anatomical information, BUAN effectively captures unique effects along white matter (WM) tracts, providing valuable insights into anatomical variations that may assist in the classification of diseases. Cold Spring Harbor Laboratory 2023-10-25 /pmc/articles/PMC10473593/ /pubmed/37662230 http://dx.doi.org/10.1101/2023.08.17.553762 Text en https://creativecommons.org/licenses/by-nd/4.0/This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use. |
spellingShingle | Article Nabulsi, Leila Chandio, Bramsh Q. McPhilemy, Genevieve Martyn, Fiona M. Roberts, Gloria Hallahan, Brian Dannlowski, Udo Kircher, Tilo Haarman, Benno Mitchell, Philip McDonald, Colm Cannon, Dara M. Andreassen, Ole A. Ching, Christopher R. K. Thompson, Paul M. Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title | Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title_full | Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title_fullStr | Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title_full_unstemmed | Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title_short | Multi-Site Statistical Mapping of Along-Tract Microstructural Abnormalities in Bipolar Disorder with Diffusion MRI Tractometry |
title_sort | multi-site statistical mapping of along-tract microstructural abnormalities in bipolar disorder with diffusion mri tractometry |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10473593/ https://www.ncbi.nlm.nih.gov/pubmed/37662230 http://dx.doi.org/10.1101/2023.08.17.553762 |
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