Literature DB >> 27913407

Whole-brain analysis reveals increased neuroanatomical asymmetries in dementia for hippocampus and amygdala.

Christian Wachinger1,2,3, David H Salat4,5, Michael Weiner6, Martin Reuter1,3,5.   

Abstract

Structural magnetic resonance imaging data are frequently analysed to reveal morphological changes of the human brain in dementia. Most contemporary imaging biomarkers are scalar values, such as the volume of a structure, and may miss the localized morphological variation of early presymptomatic disease progression. Neuroanatomical shape descriptors, however, can represent complex geometric information of individual anatomical regions and may demonstrate increased sensitivity in association studies. Yet, they remain largely unexplored. In this article, we introduce a novel technique to study shape asymmetries of neuroanatomical structures across subcortical and cortical brain regions. We demonstrate that neurodegeneration of subcortical structures in Alzheimer's disease is not symmetric. The hippocampus shows a significant increase in asymmetry longitudinally and both hippocampus and amygdala show a significantly higher asymmetry cross-sectionally concurrent with disease severity above and beyond an ageing effect. Our results further suggest that the asymmetry in these structures is undirectional and that primarily the anterior hippocampus becomes asymmetric. Based on longitudinal asymmetry measures we subsequently study the progression from mild cognitive impairment to dementia, demonstrating that shape asymmetry in hippocampus, amygdala, caudate and cortex is predictive of disease onset. The same analyses on scalar volume measurements did not produce any significant results, indicating that shape asymmetries, potentially induced by morphometric changes in subnuclei, rather than size asymmetries are associated with disease progression and can yield a powerful imaging biomarker for the early presymptomatic classification and prediction of Alzheimer's disease. Because literature has focused on contralateral volume differences, subcortical disease lateralization may have been overlooked thus far.
© The Author (2016). Published by Oxford University Press on behalf of the Guarantors of Brain. All rights reserved. For Permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  Alzheimer’s disease; brain asymmetry; longitudinal shape analysis; mixed effects models; survival analysis

Mesh:

Year:  2016        PMID: 27913407      PMCID: PMC5840883          DOI: 10.1093/brain/aww243

Source DB:  PubMed          Journal:  Brain        ISSN: 0006-8950            Impact factor:   13.501


  50 in total

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Journal:  Neuron       Date:  2002-01-31       Impact factor: 17.173

2.  Asymmetry of neurodegenerative disease-related pathologies: a cautionary note.

Authors:  Harald Stefanits; Herbert Budka; Gabor G Kovacs
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3.  Automatic classification of patients with Alzheimer's disease from structural MRI: a comparison of ten methods using the ADNI database.

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4.  Hippocampal and entorhinal atrophy in mild cognitive impairment: prediction of Alzheimer disease.

Authors:  D P Devanand; G Pradhaban; X Liu; A Khandji; S De Santi; S Segal; H Rusinek; G H Pelton; L S Honig; R Mayeux; Y Stern; M H Tabert; M J de Leon
Journal:  Neurology       Date:  2007-03-13       Impact factor: 9.910

5.  BrainPrint: a discriminative characterization of brain morphology.

Authors:  Christian Wachinger; Polina Golland; William Kremen; Bruce Fischl; Martin Reuter
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6.  Asymmetries of amyloid-β burden and neuronal dysfunction are positively correlated in Alzheimer's disease.

Authors:  Lars Frings; Sabine Hellwig; Timo S Spehl; Tobias Bormann; Ralph Buchert; Werner Vach; Lora Minkova; Bernhard Heimbach; Stefan Klöppel; Philipp T Meyer
Journal:  Brain       Date:  2015-08-13       Impact factor: 13.501

7.  Multidimensional classification of hippocampal shape features discriminates Alzheimer's disease and mild cognitive impairment from normal aging.

Authors:  Emilie Gerardin; Gaël Chételat; Marie Chupin; Rémi Cuingnet; Béatrice Desgranges; Ho-Sung Kim; Marc Niethammer; Bruno Dubois; Stéphane Lehéricy; Line Garnero; Francis Eustache; Olivier Colliot
Journal:  Neuroimage       Date:  2009-05-20       Impact factor: 6.556

8.  Hippocampal volume and asymmetry in mild cognitive impairment and Alzheimer's disease: Meta-analyses of MRI studies.

Authors:  Feng Shi; Bing Liu; Yuan Zhou; Chunshui Yu; Tianzi Jiang
Journal:  Hippocampus       Date:  2009-11       Impact factor: 3.899

9.  Automated hippocampal shape analysis predicts the onset of dementia in mild cognitive impairment.

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10.  Integration and relative value of biomarkers for prediction of MCI to AD progression: spatial patterns of brain atrophy, cognitive scores, APOE genotype and CSF biomarkers.

Authors:  Xiao Da; Jon B Toledo; Jarcy Zee; David A Wolk; Sharon X Xie; Yangming Ou; Amanda Shacklett; Paraskevi Parmpi; Leslie Shaw; John Q Trojanowski; Christos Davatzikos
Journal:  Neuroimage Clin       Date:  2013-11-28       Impact factor: 4.881

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  39 in total

1.  A Longitudinal Imaging Genetics Study of Neuroanatomical Asymmetry in Alzheimer's Disease.

Authors:  Christian Wachinger; Kwangsik Nho; Andrew J Saykin; Martin Reuter; Anna Rieckmann
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2.  Framework for shape analysis of white matter fiber bundles.

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Journal:  Neuroimage       Date:  2017-12-02       Impact factor: 6.556

3.  Gray Matter Age Prediction as a Biomarker for Risk of Dementia.

Authors:  Johnny Wang; Maria J Knol; Aleksei Tiulpin; Florian Dubost; Marleen de Bruijne; Meike W Vernooij; Hieab H H Adams; M Arfan Ikram; Wiro J Niessen; Gennady V Roshchupkin
Journal:  Proc Natl Acad Sci U S A       Date:  2019-10-01       Impact factor: 11.205

4.  Dementia: Shape asymmetry of brain structures predicts dementia.

Authors:  Ian Fyfe
Journal:  Nat Rev Neurol       Date:  2016-11-03       Impact factor: 42.937

5.  Using deep Siamese neural networks for detection of brain asymmetries associated with Alzheimer's Disease and Mild Cognitive Impairment.

Authors:  Chin-Fu Liu; Shreyas Padhy; Sandhya Ramachandran; Victor X Wang; Andrew Efimov; Alonso Bernal; Linyuan Shi; Marc Vaillant; J Tilak Ratnanather; Andreia V Faria; Brian Caffo; Marilyn Albert; Michael I Miller
Journal:  Magn Reson Imaging       Date:  2019-07-15       Impact factor: 2.546

6.  Brain age vector: A measure of brain aging with enhanced neurodegenerative disorder specificity.

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7.  Crossed Cerebellar Diaschisis in Alzheimer's Disease Detected by Arterial Spin-labelling Perfusion MRI.

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8.  Spatially-Constrained Fisher Representation for Brain Disease Identification With Incomplete Multi-Modal Neuroimages.

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Journal:  IEEE Trans Med Imaging       Date:  2020-03-24       Impact factor: 10.048

9.  Cardiac-induced cerebral pulsatility, brain structure, and cognition in middle and older-aged adults.

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10.  Disease-Image-Specific Learning for Diagnosis-Oriented Neuroimage Synthesis With Incomplete Multi-Modality Data.

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