Towards a Pathway Inventory of the Human Brain for Modeling Disease Mechanisms Underlying Neurodegeneration

被引:9
作者
Iyappana, Anandhi [1 ,2 ]
Guendel, Michaela [1 ,2 ]
Shahid, Mohammad [3 ]
Wang, Jiali [4 ]
Li, Hui
Mevissen, Heinz-Theodor [1 ]
Mueller, Bernd [5 ]
Fluck, Juliane [1 ]
Jirsa, Viktor [6 ]
Domide, Lia [7 ]
Younesi, Erfan [1 ,2 ]
Hofmann-Apitius, Martin [1 ,2 ]
机构
[1] Fraunhofer Inst Algorithms & Sci Comp SCAI, Dept Bioinformat, D-53754 Schloss Birlinghoven, Sankt Augustin, Germany
[2] Univ Bonn, Bonn Aachen Int Ctr Informat Technol, Bonn, Germany
[3] German Ctr Neurodegenerat Dis DZNE, Populat Hlth Sci, Bonn, Germany
[4] Univ Luxembourg, Fac Sci Technol & Commun, Life Sci Res Unit, Luxembourg, Luxembourg
[5] ZBMED Leibniz Informat Ctr Life Sci, Cologne, Germany
[6] Aix Marseille Univ, Inst Neurosci Syst, Fac Med, Marseille, France
[7] Codemart, Str Petofi Sandor, Cluj Napoca, Romania
关键词
Alzheimer's disease; disease mechanism; disease modeling; neurodegeneration; pathway terminology; ALZHEIMERS-DISEASE; ONTOLOGY; PROTEIN; GENES; COMMUNICATION; INFORMATION; METABOLISM; EXPRESSION; DATABASE;
D O I
10.3233/JAD-151178
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Molecular signaling pathways have been long used to demonstrate interactions among upstream causal molecules and downstream biological effects. They show the signal flow between cell compartments, the majority of which are represented as cartoons. These are often drawn manually by scanning through the literature, which is time-consuming, static, and non-interoperable. Moreover, these pathways are often devoid of context (condition and tissue) and biased toward certain disease conditions. Mining the scientific literature creates new possibilities to retrieve pathway information at higher contextual resolution and specificity. To address this challenge, we have created a pathway terminology system by combining signaling pathways and biological events to ensure a broad coverage of the entire pathway knowledge domain. This terminology was applied to mining biomedical papers and patents about neurodegenerative diseases with focus on Alzheimer's disease. We demonstrate the power of our approach by mapping literature-derived signaling pathways onto their corresponding anatomical regions in the human brain under healthy and Alzheimer's disease states. We demonstrate how this knowledge resource can be used to identify a putative mechanism explaining the mode-of-action of the approved drug Rasagiline, and show how this resource can be used for fingerprinting patents to support the discovery of pathway knowledge for Alzheimer's disease. Finally, we propose that based on next-generation cause-and-effect pathway models, a dedicated inventory of computer-processable pathway models specific to neurodegenerative diseases can be established, which hopefully accelerates context-specific enrichment analysis of experimental data with higher resolution and richer annotations.
引用
收藏
页码:1343 / 1360
页数:18
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