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Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes
Lipidomics research could provide insights of pathobiological mechanisms in Alzheimer’s disease. This study explores a battery of plasma lipids that can differentiate Alzheimer’s disease (AD) patients from healthy controls and determines whether lipid profiles correlate with genetic risk for AD. AD...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8180517/ https://www.ncbi.nlm.nih.gov/pubmed/34092785 http://dx.doi.org/10.1038/s41398-021-01362-2 |
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author | Liu, Yue Thalamuthu, Anbupalam Mather, Karen A. Crawford, John Ulanova, Marina Wong, Matthew Wai Kin Pickford, Russell Sachdev, Perminder S. Braidy, Nady |
author_facet | Liu, Yue Thalamuthu, Anbupalam Mather, Karen A. Crawford, John Ulanova, Marina Wong, Matthew Wai Kin Pickford, Russell Sachdev, Perminder S. Braidy, Nady |
author_sort | Liu, Yue |
collection | PubMed |
description | Lipidomics research could provide insights of pathobiological mechanisms in Alzheimer’s disease. This study explores a battery of plasma lipids that can differentiate Alzheimer’s disease (AD) patients from healthy controls and determines whether lipid profiles correlate with genetic risk for AD. AD plasma samples were collected from the Sydney Memory and Ageing Study (MAS) Sydney, Australia (aged range 75–97 years; 51.2% male). Untargeted lipidomics analysis was performed by liquid chromatography coupled–mass spectrometry (LC–MS/MS). We found that several lipid species from nine lipid classes, particularly sphingomyelins (SMs), cholesterol esters (ChEs), phosphatidylcholines (PCs), phosphatidylethanolamines (PIs), phosphatidylinositols (PIs), and triglycerides (TGs) are dysregulated in AD patients and may help discriminate them from healthy controls. However, when the lipid species were grouped together into lipid subgroups, only the DG group was significantly higher in AD. ChEs, SMs, and TGs resulted in good classification accuracy using the Glmnet algorithm (elastic net penalization for the generalized linear model [glm]) with more than 80% AUC. In general, group lipids and the lipid subclasses LPC and PE had less classification accuracy compared to the other subclasses. We also found significant increases in SMs, PIs, and the LPE/PE ratio in human U251 astroglioma cell lines exposed to pathophysiological concentrations of oligomeric Aβ(42). This suggests that oligomeric Aβ(42) plays a contributory, if not causal role, in mediating changes in lipid profiles in AD that can be detected in the periphery. In addition, we evaluated the association of plasma lipid profiles with AD-related single nucleotide polymorphisms (SNPs) and polygenic risk scores (PRS) of AD. We found that FERMT2 and MS4A6A showed a significantly differential association with lipids in all lipid classes across disease and control groups. ABCA7 had a differential association with more than half of the DG lipids (52.63%) and PI lipids (57.14%), respectively. Additionally, 43.4% of lipids in the SM class were differentially associated with CLU. More than 30% of lipids in ChE, PE, and TG classes had differential associations with separate genes (ChE-PICALM, SLC24A4, and SORL1; PE-CLU and CR1; TG-BINI) between AD and control group. These data may provide renewed insights into the pathobiology of AD and the feasibility of identifying individuals with greater AD risk. |
format | Online Article Text |
id | pubmed-8180517 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-81805172021-06-07 Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes Liu, Yue Thalamuthu, Anbupalam Mather, Karen A. Crawford, John Ulanova, Marina Wong, Matthew Wai Kin Pickford, Russell Sachdev, Perminder S. Braidy, Nady Transl Psychiatry Article Lipidomics research could provide insights of pathobiological mechanisms in Alzheimer’s disease. This study explores a battery of plasma lipids that can differentiate Alzheimer’s disease (AD) patients from healthy controls and determines whether lipid profiles correlate with genetic risk for AD. AD plasma samples were collected from the Sydney Memory and Ageing Study (MAS) Sydney, Australia (aged range 75–97 years; 51.2% male). Untargeted lipidomics analysis was performed by liquid chromatography coupled–mass spectrometry (LC–MS/MS). We found that several lipid species from nine lipid classes, particularly sphingomyelins (SMs), cholesterol esters (ChEs), phosphatidylcholines (PCs), phosphatidylethanolamines (PIs), phosphatidylinositols (PIs), and triglycerides (TGs) are dysregulated in AD patients and may help discriminate them from healthy controls. However, when the lipid species were grouped together into lipid subgroups, only the DG group was significantly higher in AD. ChEs, SMs, and TGs resulted in good classification accuracy using the Glmnet algorithm (elastic net penalization for the generalized linear model [glm]) with more than 80% AUC. In general, group lipids and the lipid subclasses LPC and PE had less classification accuracy compared to the other subclasses. We also found significant increases in SMs, PIs, and the LPE/PE ratio in human U251 astroglioma cell lines exposed to pathophysiological concentrations of oligomeric Aβ(42). This suggests that oligomeric Aβ(42) plays a contributory, if not causal role, in mediating changes in lipid profiles in AD that can be detected in the periphery. In addition, we evaluated the association of plasma lipid profiles with AD-related single nucleotide polymorphisms (SNPs) and polygenic risk scores (PRS) of AD. We found that FERMT2 and MS4A6A showed a significantly differential association with lipids in all lipid classes across disease and control groups. ABCA7 had a differential association with more than half of the DG lipids (52.63%) and PI lipids (57.14%), respectively. Additionally, 43.4% of lipids in the SM class were differentially associated with CLU. More than 30% of lipids in ChE, PE, and TG classes had differential associations with separate genes (ChE-PICALM, SLC24A4, and SORL1; PE-CLU and CR1; TG-BINI) between AD and control group. These data may provide renewed insights into the pathobiology of AD and the feasibility of identifying individuals with greater AD risk. Nature Publishing Group UK 2021-06-07 /pmc/articles/PMC8180517/ /pubmed/34092785 http://dx.doi.org/10.1038/s41398-021-01362-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Liu, Yue Thalamuthu, Anbupalam Mather, Karen A. Crawford, John Ulanova, Marina Wong, Matthew Wai Kin Pickford, Russell Sachdev, Perminder S. Braidy, Nady Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title | Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title_full | Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title_fullStr | Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title_full_unstemmed | Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title_short | Plasma lipidome is dysregulated in Alzheimer’s disease and is associated with disease risk genes |
title_sort | plasma lipidome is dysregulated in alzheimer’s disease and is associated with disease risk genes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8180517/ https://www.ncbi.nlm.nih.gov/pubmed/34092785 http://dx.doi.org/10.1038/s41398-021-01362-2 |
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