Bioinformatics Identification of Modules of Transcription Factor Binding Sites in Alzheimer's Disease-Related Genes by In Silico Promoter Analysis and Microarrays

Author:

Augustin Regina1,Lichtenthaler Stefan F.2,Greeff Michael3,Hansen Jens1,Wurst Wolfgang124,Trümbach Dietrich14

Affiliation:

1. Institute of Developmental Genetics, Helmholtz Centre Munich, German Research Centre for Environmental Health (GmbH), Technical University Munich, Ingolstädter Landstraße 1, Munich 85764, Neuherberg, Germany

2. DZNE, German Center for Neurodegenerative Diseases, Schillerstraße 44, 80336 Munich, Germany

3. Institute of Bioinformatics and Systems Biology, Helmholtz Centre Munich, German Research Centre for Environmental Health (GmbH), Ingolstädter Landstraße 1, Munich 85764, Neuherberg, Germany

4. Clinical Cooperation Group Molecular Neurogenetics, Max Planck Institute of Psychiatry, Kraepelinstraße, 2-10, 80804 Munich, Germany

Abstract

The molecular mechanisms and genetic risk factors underlying Alzheimer's disease (AD) pathogenesis are only partly understood. To identify new factors, which may contribute to AD, different approaches are taken including proteomics, genetics, and functional genomics. Here, we used a bioinformatics approach and found that distinct AD-related genes share modules of transcription factor binding sites, suggesting a transcriptional coregulation. To detect additional coregulated genes, which may potentially contribute to AD, we established a new bioinformatics workflow with known multivariate methods like support vector machines, biclustering, and predicted transcription factor binding site modules by using in silico analysis and over 400 expression arrays from human and mouse. Two significant modules are composed of three transcription factor families: CTCF, SP1F, and EGRF/ZBPF, which are conserved between human and mouse APP promoter sequences. The specific combination of in silico promoter and multivariate analysis can identify regulation mechanisms of genes involved in multifactorial diseases.

Funder

Bundesministerium für Bildung und Forschung

Publisher

Hindawi Limited

Subject

Behavioral Neuroscience,Cellular and Molecular Neuroscience,Cognitive Neuroscience,Neurology (clinical),Neurology,Aging,General Medicine

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