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摘要:
Background:There is an urgent need to understand the pathways and processes underlying Alzheimer's disease(AD)for early diagnosis and development of effective treatments.This study was aimed to investigate Alzheimer's dementia using an unsupervised lipid,protein and gene multi-omics integrative approach.Methods:A lipidomics dataset comprising 185 AD patients,40 mild cognitive impairment(MCI)individuals and 185 controls,and two proteomics datasets(295 AD,159 MCI and 197 controls)were used for weighted gene CO-expression network analyses(WGCNA).Correlations of modules created within each modality with clinical AD diagnosis,brain atrophy measures and disease progression,as well as their correlations with each other,were analyzed.Gene ontology enrichment analysis was employed to examine the biological processes and molecular and cellular functions of protein modules associated with AD phenotypes.Lipid species were annotated in the lipid modules associated with AD phenotypes.The associations between established AD risk loci and the lipid/protein modules that showed high correlation with AD phenotypes were also explored.Results:Five of the 20 identified lipid modules and five of the 17 identified protein modules were correlated with clinical AD diagnosis,brain atrophy measures and disease progression.The lipid modules comprising phospholipids,triglycerides,sphingolipids and cholesterol esters were correlated with AD risk loci involved in immune response and lipid metabolism.The five protein modules involved in positive regulation of cytokine production,neutrophil-mediated immunity,and humoral immune responses were correlated with AD risk loci involved in immune and complement systems and in lipid metabolism(the APOE ε4 genotype).Conclusions:Modules of tightly regulated lipids and proteins,drivers in lipid homeostasis and innate immunity,are strongly associated with AD phenotypes.
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篇名 Integrated lipidomics and proteomics network analysis highlights lipid and immunity pathways associated with Alzheimer's disease
来源期刊 转化神经变性病(英文) 学科 医学
关键词 Alzheimer's disease DEMENTIA Brain atrophy sMRI Rate of cognitive decline LIPIDOMICS PROTEOMICS AD risk loci WGCNA
年,卷(期) zhsjbxbyw_2020,(3) 所属期刊栏目
研究方向 页码范围 458-472
页数 15页 分类号 R74
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Alzheimer's
disease
DEMENTIA
Brain
atrophy
sMRI
Rate
of
cognitive
decline
LIPIDOMICS
PROTEOMICS
AD
risk
loci
WGCNA
研究起点
研究来源
研究分支
研究去脉
引文网络交叉学科
相关学者/机构
期刊影响力
转化神经变性病(英文)
季刊
2047-9158
31-2159/R74
上海市黄浦区
出版文献量(篇)
41
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0
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