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Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices
BACKGROUND AND PURPOSE: To apply and evaluate an intensity‐based interpolation technique, enabling segmentation of motion‐affected neonatal brain MRI. METHODS: Moderate‐late preterm infants were enrolled in a prospective cohort study (Brain Imaging in Moderate‐late Preterm infants “BIMP‐study”) betw...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314603/ https://www.ncbi.nlm.nih.gov/pubmed/35253956 http://dx.doi.org/10.1111/jon.12985 |
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author | Verschuur, Anouk S. Boswinkel, Vivian Tax, Chantal M.W. van Osch, Jochen. A.C. Nijholt, Ingrid M. Slump, Cornelis H. de Vries, Linda S. van Wezel‐Meijler, Gerda Leemans, Alexander Boomsma, Martijn F. |
author_facet | Verschuur, Anouk S. Boswinkel, Vivian Tax, Chantal M.W. van Osch, Jochen. A.C. Nijholt, Ingrid M. Slump, Cornelis H. de Vries, Linda S. van Wezel‐Meijler, Gerda Leemans, Alexander Boomsma, Martijn F. |
author_sort | Verschuur, Anouk S. |
collection | PubMed |
description | BACKGROUND AND PURPOSE: To apply and evaluate an intensity‐based interpolation technique, enabling segmentation of motion‐affected neonatal brain MRI. METHODS: Moderate‐late preterm infants were enrolled in a prospective cohort study (Brain Imaging in Moderate‐late Preterm infants “BIMP‐study”) between August 2017 and November 2019. T2‐weighted MRI was performed around term equivalent age on a 3T MRI. Scans without motion (n = 27 [24%], control group) and with moderate‐severe motion (n = 33 [29%]) were included. Motion‐affected slices were re‐estimated using intensity‐based shape‐preserving cubic spline interpolation, and automatically segmented in eight structures. Quality of interpolation and segmentation was visually assessed for errors after interpolation. Reliability was tested using interpolated control group scans (18/54 axial slices). Structural similarity index (SSIM) was used to compare T2‐weighted scans, and Sørensen‐Dice was used to compare segmentation before and after interpolation. Finally, volumes of brain structures of the control group were used assessing sensitivity (absolute mean fraction difference) and bias (confidence interval of mean difference). RESULTS: Visually, segmentation of 25 scans (22%) with motion artifacts improved with interpolation, while segmentation of eight scans (7%) with adjacent motion‐affected slices did not improve. Average SSIM was .895 and Sørensen‐Dice coefficients ranged between .87 and .97. Absolute mean fraction difference was ≤0.17 for less than or equal to five interpolated slices. Confidence intervals revealed a small bias for cortical gray matter (0.14‐3.07 cm(3)), cerebrospinal fluid (0.39‐1.65 cm(3)), deep gray matter (0.74‐1.01 cm(3)), and brainstem volumes (0.07‐0.28 cm(3)) and a negative bias in white matter volumes (–4.47 to –1.65 cm(3)). CONCLUSION: According to qualitative and quantitative assessment, intensity‐based interpolation reduced the percentage of discarded scans from 29% to 7%. |
format | Online Article Text |
id | pubmed-9314603 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93146032022-07-30 Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices Verschuur, Anouk S. Boswinkel, Vivian Tax, Chantal M.W. van Osch, Jochen. A.C. Nijholt, Ingrid M. Slump, Cornelis H. de Vries, Linda S. van Wezel‐Meijler, Gerda Leemans, Alexander Boomsma, Martijn F. J Neuroimaging Original Research BACKGROUND AND PURPOSE: To apply and evaluate an intensity‐based interpolation technique, enabling segmentation of motion‐affected neonatal brain MRI. METHODS: Moderate‐late preterm infants were enrolled in a prospective cohort study (Brain Imaging in Moderate‐late Preterm infants “BIMP‐study”) between August 2017 and November 2019. T2‐weighted MRI was performed around term equivalent age on a 3T MRI. Scans without motion (n = 27 [24%], control group) and with moderate‐severe motion (n = 33 [29%]) were included. Motion‐affected slices were re‐estimated using intensity‐based shape‐preserving cubic spline interpolation, and automatically segmented in eight structures. Quality of interpolation and segmentation was visually assessed for errors after interpolation. Reliability was tested using interpolated control group scans (18/54 axial slices). Structural similarity index (SSIM) was used to compare T2‐weighted scans, and Sørensen‐Dice was used to compare segmentation before and after interpolation. Finally, volumes of brain structures of the control group were used assessing sensitivity (absolute mean fraction difference) and bias (confidence interval of mean difference). RESULTS: Visually, segmentation of 25 scans (22%) with motion artifacts improved with interpolation, while segmentation of eight scans (7%) with adjacent motion‐affected slices did not improve. Average SSIM was .895 and Sørensen‐Dice coefficients ranged between .87 and .97. Absolute mean fraction difference was ≤0.17 for less than or equal to five interpolated slices. Confidence intervals revealed a small bias for cortical gray matter (0.14‐3.07 cm(3)), cerebrospinal fluid (0.39‐1.65 cm(3)), deep gray matter (0.74‐1.01 cm(3)), and brainstem volumes (0.07‐0.28 cm(3)) and a negative bias in white matter volumes (–4.47 to –1.65 cm(3)). CONCLUSION: According to qualitative and quantitative assessment, intensity‐based interpolation reduced the percentage of discarded scans from 29% to 7%. John Wiley and Sons Inc. 2022-03-07 2022 /pmc/articles/PMC9314603/ /pubmed/35253956 http://dx.doi.org/10.1111/jon.12985 Text en © 2022 The Authors. Journal of Neuroimaging published by Wiley Periodicals LLC on behalf of American Society of Neuroimaging. 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 | Original Research Verschuur, Anouk S. Boswinkel, Vivian Tax, Chantal M.W. van Osch, Jochen. A.C. Nijholt, Ingrid M. Slump, Cornelis H. de Vries, Linda S. van Wezel‐Meijler, Gerda Leemans, Alexander Boomsma, Martijn F. Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title | Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title_full | Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title_fullStr | Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title_full_unstemmed | Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title_short | Improved neonatal brain MRI segmentation by interpolation of motion corrupted slices |
title_sort | improved neonatal brain mri segmentation by interpolation of motion corrupted slices |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314603/ https://www.ncbi.nlm.nih.gov/pubmed/35253956 http://dx.doi.org/10.1111/jon.12985 |
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