Correcting Differential Gene Expression Analysis for Cyto-Architectural Alterations in Substantia Nigra of Parkinson's Disease Patients Reveals Known and Potential Novel Disease-Associated Genes and Pathways

被引:1
|
作者
Ferraro, Federico [1 ]
Fevga, Christina [1 ]
Bonifati, Vincenzo [1 ]
Mandemakers, Wim [1 ]
Mahfouz, Ahmed [2 ,3 ,4 ]
Reinders, Marcel [2 ,3 ,4 ,5 ]
机构
[1] Univ Med Ctr Rotterdam, Erasmus MC, Dept Clin Genet, NL-3015 GD Rotterdam, Netherlands
[2] Delft Univ Technol, Delft Bioinformat Lab, NL-2628 XE Delft, Netherlands
[3] Leiden Univ, Med Ctr, Leiden Computat Biol Ctr, NL-2333 ZA Leiden, Netherlands
[4] Leiden Univ, Med Ctr, Dept Human Genet, NL-2333 ZA Leiden, Netherlands
[5] Leiden Univ, Med Ctr, Dept Biomed Data Sci, Sect Mol Epidemiol, NL-2333 ZA Leiden, Netherlands
关键词
Parkinson's disease; transcriptome analysis; cyto-architecture; meta-analysis; interactome analysis; BLOOD-VESSELS; PROTEIN; PHYSIOLOGY; MUTATIONS; NEURONS; ONSET;
D O I
10.3390/cells11020198
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Several studies have analyzed gene expression profiles in the substantia nigra to better understand the pathological mechanisms causing Parkinson's disease (PD). However, the concordance between the identified gene signatures in these individual studies was generally low. This might have been caused by a change in cell type composition as loss of dopaminergic neurons in the substantia nigra pars compacta is a hallmark of PD. Through an extensive meta-analysis of nine previously published microarray studies, we demonstrated that a big proportion of the detected differentially expressed genes was indeed caused by cyto-architectural alterations due to the heterogeneity in the neurodegenerative stage and/or technical artefacts. After correcting for cell composition, we identified a common signature that deregulated the previously unreported ammonium transport, as well as known biological processes such as bioenergetic pathways, response to proteotoxic stress, and immune response. By integrating with protein interaction data, we shortlisted a set of key genes, such as LRRK2, PINK1, PRKN, and FBXO7, known to be related to PD, others with compelling evidence for their role in neurodegeneration, such as GSK3 beta, WWOX, and VPC, and novel potential players in the PD pathogenesis. Together, these data show the importance of accounting for cyto-architecture in these analyses and highlight the contribution of multiple cell types and novel processes to PD pathology, providing potential new targets for drug development.
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页数:15
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