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Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia
Vascular dementia (VaD) is a complex neurocognitive disorder secondary to a variety of cerebrovascular lesions. Numerous studies have shown that lipid metabolism is involved in the pathobiology of the disease. We examined the plasma lipid profiles in VaD, with the expectation of identifying reliable...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334482/ https://www.ncbi.nlm.nih.gov/pubmed/32670502 http://dx.doi.org/10.1016/j.csbj.2020.06.001 |
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author | Liu, Yue Chan, Daniel K.Y. Thalamuthu, Anbupalam Wen, Wei Jiang, Jiyang Paradise, Matthew Lee, Teresa Crawford, John Wai Kin Wong, Matthew Hua Xu, Ying Poljak, Anne Pickford, Russell Sachdev, Perminder S. Braidy, Nady |
author_facet | Liu, Yue Chan, Daniel K.Y. Thalamuthu, Anbupalam Wen, Wei Jiang, Jiyang Paradise, Matthew Lee, Teresa Crawford, John Wai Kin Wong, Matthew Hua Xu, Ying Poljak, Anne Pickford, Russell Sachdev, Perminder S. Braidy, Nady |
author_sort | Liu, Yue |
collection | PubMed |
description | Vascular dementia (VaD) is a complex neurocognitive disorder secondary to a variety of cerebrovascular lesions. Numerous studies have shown that lipid metabolism is involved in the pathobiology of the disease. We examined the plasma lipid profiles in VaD, with the expectation of identifying reliable lipid biomarkers for VaD. 49 VaD patients and 48 healthy controls were recruited from Bankstown-Lidcombe Hospital in Sydney, Australia. Lipids were extracted by single phase 1-butanol/methanol, and untargeted analysis was performed by liquid chromatography coupled-mass spectrometry (LC–MS/MS). Univariate analysis of variance was used to examine the differences in lipid classes and individual lipids between VaD and control groups. In an independent sample of 161 subjects from the Older Australian Twins Study (OATS), elastic net penalization for the generalized linear model (Glmnet) and Random Forest were applied to the lipid levels to subcategorise the sample into vascular cognitive impairment and controls. Most lipids belonging to the classes of ceramides (Cer), cholesterol esters (ChE) and phospholipids were significantly lower in VaD plasma, while glycerides were elevated compared to controls. Levels of ChE, Cer and the two lipid classes together achieved the best accuracy in discriminating VaD from controls, with more than 80% accuracy. The probable VaD group in the OATS sample predicted by the lipid levels showed greater impairment in most cognitive domains, especially attention and processing speed and executive function from controls but did not differ in white matter hyperintensities and DTI measures. As a conclusion, plasma lipids levels, in particular Cer and ChE, are abnormal in VaD and may help discriminate them from healthy controls. Understanding the basis of these differences may provide insights into the pathobiology of VaD. |
format | Online Article Text |
id | pubmed-7334482 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-73344822020-07-14 Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia Liu, Yue Chan, Daniel K.Y. Thalamuthu, Anbupalam Wen, Wei Jiang, Jiyang Paradise, Matthew Lee, Teresa Crawford, John Wai Kin Wong, Matthew Hua Xu, Ying Poljak, Anne Pickford, Russell Sachdev, Perminder S. Braidy, Nady Comput Struct Biotechnol J Research Article Vascular dementia (VaD) is a complex neurocognitive disorder secondary to a variety of cerebrovascular lesions. Numerous studies have shown that lipid metabolism is involved in the pathobiology of the disease. We examined the plasma lipid profiles in VaD, with the expectation of identifying reliable lipid biomarkers for VaD. 49 VaD patients and 48 healthy controls were recruited from Bankstown-Lidcombe Hospital in Sydney, Australia. Lipids were extracted by single phase 1-butanol/methanol, and untargeted analysis was performed by liquid chromatography coupled-mass spectrometry (LC–MS/MS). Univariate analysis of variance was used to examine the differences in lipid classes and individual lipids between VaD and control groups. In an independent sample of 161 subjects from the Older Australian Twins Study (OATS), elastic net penalization for the generalized linear model (Glmnet) and Random Forest were applied to the lipid levels to subcategorise the sample into vascular cognitive impairment and controls. Most lipids belonging to the classes of ceramides (Cer), cholesterol esters (ChE) and phospholipids were significantly lower in VaD plasma, while glycerides were elevated compared to controls. Levels of ChE, Cer and the two lipid classes together achieved the best accuracy in discriminating VaD from controls, with more than 80% accuracy. The probable VaD group in the OATS sample predicted by the lipid levels showed greater impairment in most cognitive domains, especially attention and processing speed and executive function from controls but did not differ in white matter hyperintensities and DTI measures. As a conclusion, plasma lipids levels, in particular Cer and ChE, are abnormal in VaD and may help discriminate them from healthy controls. Understanding the basis of these differences may provide insights into the pathobiology of VaD. Research Network of Computational and Structural Biotechnology 2020-06-09 /pmc/articles/PMC7334482/ /pubmed/32670502 http://dx.doi.org/10.1016/j.csbj.2020.06.001 Text en © 2020 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Article Liu, Yue Chan, Daniel K.Y. Thalamuthu, Anbupalam Wen, Wei Jiang, Jiyang Paradise, Matthew Lee, Teresa Crawford, John Wai Kin Wong, Matthew Hua Xu, Ying Poljak, Anne Pickford, Russell Sachdev, Perminder S. Braidy, Nady Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title | Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title_full | Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title_fullStr | Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title_full_unstemmed | Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title_short | Plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
title_sort | plasma lipidomic biomarker analysis reveals distinct lipid changes in vascular dementia |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7334482/ https://www.ncbi.nlm.nih.gov/pubmed/32670502 http://dx.doi.org/10.1016/j.csbj.2020.06.001 |
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