Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria

Aspartylglucosaminuria (AGU) is a rare lysosomal storage disorder causing developmental delay, intellectual disability, and eventual death. A distinct feature in AGU is iron accumulation within the thalamus. Our aim is to demonstrate that susceptibility-weighted images (SWI) could be used as an MRI...

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Main Authors: Viljami Sairanen, Anna Tokola, Ritva Tikkanen, Minna Laine, Taina Autti
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Brain Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3425/10/10/677
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spelling doaj-c31a32f22ad44189bb5a6efc7a8478492020-11-25T02:49:32ZengMDPI AGBrain Sciences2076-34252020-09-011067767710.3390/brainsci10100677Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with AspartylglucosaminuriaViljami Sairanen0Anna Tokola1Ritva Tikkanen2Minna Laine3Taina Autti4HUS Medical Imaging Center, Radiology, University of Helsinki and Helsinki University Hospital, 00029 Helsinki, FinlandHUS Medical Imaging Center, Radiology, University of Helsinki and Helsinki University Hospital, 00029 Helsinki, FinlandInstitute of Biochemistry, Medical Faculty, University of Giessen, Friedrichstrasse 24, 35392 Giessen, GermanyHelsinki University Central Hospital, Child Neurology, 00029 Helsinki, FinlandHUS Medical Imaging Center, Radiology, University of Helsinki and Helsinki University Hospital, 00029 Helsinki, FinlandAspartylglucosaminuria (AGU) is a rare lysosomal storage disorder causing developmental delay, intellectual disability, and eventual death. A distinct feature in AGU is iron accumulation within the thalamus. Our aim is to demonstrate that susceptibility-weighted images (SWI) could be used as an MRI biomarker to evaluate the response within the AGU population to newly evolving treatments. SWI from 16 patients with AGU and 16 age-matched controls were used in the analysis. Thalamic volume with an iron accumulation was identified using a permutation test. Group differences were investigated for both the complete thalamus and the iron accumulation regions. Group-wise age correlation within these volumes were assessed with analysis of variance and multivariate regression. We found a statistically significant and large difference (<i>p</i>-value = 0.01, Cohen’s D = 0.97) for the whole thalamus comparison and an even greater difference in the iron accumulation regions (<i>p</i>-value < 0.01, Cohen’s D = 3.52). Furthermore, we found strong evidence for iron accumulation as a linear function of age with R<sup>2</sup> = 0.65 only for AGU. The statistical analysis of SWI provides tools for assessing the degree of iron accumulation. This method could be used to study the response to treatments, in that a successful treatment would be expected to result in a decline in iron accumulation.https://www.mdpi.com/2076-3425/10/10/677aspartylglucosaminuriaaspartylglucosaminidasemagnetic resonance imagingsusceptibility-weighted imagingmedical image analysisgene therapy
collection DOAJ
language English
format Article
sources DOAJ
author Viljami Sairanen
Anna Tokola
Ritva Tikkanen
Minna Laine
Taina Autti
spellingShingle Viljami Sairanen
Anna Tokola
Ritva Tikkanen
Minna Laine
Taina Autti
Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
Brain Sciences
aspartylglucosaminuria
aspartylglucosaminidase
magnetic resonance imaging
susceptibility-weighted imaging
medical image analysis
gene therapy
author_facet Viljami Sairanen
Anna Tokola
Ritva Tikkanen
Minna Laine
Taina Autti
author_sort Viljami Sairanen
title Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
title_short Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
title_full Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
title_fullStr Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
title_full_unstemmed Statistical Permutation Test Reveals Progressive and Region-Specific Iron Accumulation in the Thalami of Children with Aspartylglucosaminuria
title_sort statistical permutation test reveals progressive and region-specific iron accumulation in the thalami of children with aspartylglucosaminuria
publisher MDPI AG
series Brain Sciences
issn 2076-3425
publishDate 2020-09-01
description Aspartylglucosaminuria (AGU) is a rare lysosomal storage disorder causing developmental delay, intellectual disability, and eventual death. A distinct feature in AGU is iron accumulation within the thalamus. Our aim is to demonstrate that susceptibility-weighted images (SWI) could be used as an MRI biomarker to evaluate the response within the AGU population to newly evolving treatments. SWI from 16 patients with AGU and 16 age-matched controls were used in the analysis. Thalamic volume with an iron accumulation was identified using a permutation test. Group differences were investigated for both the complete thalamus and the iron accumulation regions. Group-wise age correlation within these volumes were assessed with analysis of variance and multivariate regression. We found a statistically significant and large difference (<i>p</i>-value = 0.01, Cohen’s D = 0.97) for the whole thalamus comparison and an even greater difference in the iron accumulation regions (<i>p</i>-value < 0.01, Cohen’s D = 3.52). Furthermore, we found strong evidence for iron accumulation as a linear function of age with R<sup>2</sup> = 0.65 only for AGU. The statistical analysis of SWI provides tools for assessing the degree of iron accumulation. This method could be used to study the response to treatments, in that a successful treatment would be expected to result in a decline in iron accumulation.
topic aspartylglucosaminuria
aspartylglucosaminidase
magnetic resonance imaging
susceptibility-weighted imaging
medical image analysis
gene therapy
url https://www.mdpi.com/2076-3425/10/10/677
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