Abstract
Blood-based test has been considered as a promising way to diagnose and study Alzheimer’s disease (AD). However, the changed proportions of the leukocytes under disease states could confound the aberrant expression signals observed in mixed-cell blood samples. We have previously proposed a method, Ref-REO, to detect the leukocyte specific expression alterations from mixed-cell blood samples. In this study, by applying Ref-REO, we detect 42 and 45 differentially expressed genes (DEGs) between AD and normal peripheral whole blood (PWB) samples in two datasets, respectively. These DEGs are mainly associated with AD-associated functions such as Wnt signaling pathways and mitochondrion dysfunctions. They are also reproducible in AD brain tissue, and tend to interact with the reported AD-associated biomarkers and overlap with targets of AD-associated PWB miRNAs. Moreover, they are closely associated with aging and have severer expression alterations in the younger adults with AD. Finally, diagnostic signatures are constructed from these leukocyte specific alterations, whose area under the curve (AUC) for predicting AD is higher than 0.73 in the two AD PWB datasets. In conclusion, gene expression alterations in leukocytes could be extracted from AD PWB samples, which are closely associated with AD progression, and used as a diagnostic signature of AD.
Highlights
Alzheimer’s disease (AD) is the predominant form of dementia
We tried to detected AD-associated leukocyte cellular alterations from AD peripheral whole blood samples using the Ref-relative expression orderings (REOs) method[15], which is based on within-sample REOs in purified leukocytes
The number of peripheral whole blood (PWB) AD-differentially expressed genes (DEGs) identified by Ref-REO was relatively low, suggesting that the Ref-REO method had its disadvantages to some extent
Summary
Alzheimer’s disease (AD) is the predominant form of dementia. The pathological features of AD include the presence of amyloid plaques, neurofibrillary tangles, synaptic loss, soluble amyloid-β (Aβ) oligomers, neuritic dystrophy, and eventual neurodegeneration[1]. We proposed a method, Ref-REO, to detect leukocyte-specific molecular alterations from mixed-cell blood samples of patients through analyzing the disrupted patterns of the pre-determined within-sample relative expression orderings (REOs) of genes which are consistent in purified normal leukocyte subtypes[15]. This method is based on the fundamental that if the REOs of any two genes have consistent patterns They were reproducible in brain tissue of AD-patients, and had interactions with reported AD biomarkers and overlaps with the targets of AD-associated miRNAs
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