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Shared Causal Paths underlying Alzheimer’s dementia and Type 2 Diabetes
被引:0
|作者:
Zixin Hu
Rong Jiao
Panpan Wang
Yun Zhu
Jinying Zhao
Phil De Jager
David A. Bennett
Li Jin
Momiao Xiong
机构:
[1] State Key Laboratory of Genetic Engineering and Innovation Center of Genetics and Development,Department of Epidemiology
[2] School of Life Sciences,undefined
[3] Fudan University,undefined
[4] Department of Biostatistics and Data Science,undefined
[5] School of Public Health,undefined
[6] University of Texas Health Science Center at Houston,undefined
[7] Human Phenome Institute,undefined
[8] Fudan University,undefined
[9] University of Florida,undefined
[10] Center for Translational & Computational Neuroimmunology,undefined
[11] Department of Neurology,undefined
[12] Columbia University Medical Center,undefined
[13] Rush Alzheimer’s Disease Center,undefined
[14] Rush University Medical Center,undefined
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摘要:
Although Alzheimer’s disease (AD) is a central nervous system disease and type 2 diabetes MELLITUS (T2DM) is a metabolic disorder, an increasing number of genetic epidemiological studies show clear link between AD and T2DM. The current approach to uncovering the shared pathways between AD and T2DM involves association analysis; however such analyses lack power to discover the mechanisms of the diseases. As an alternative, we developed novel causal inference methods for genetic studies of AD and T2DM and pipelines for systematic multi-omic casual analysis to infer multilevel omics causal networks for the discovery of common paths from genetic variants to AD and T2DM. The proposed pipelines were applied to 448 individuals from the ROSMAP Project. We identified 13 shared causal genes, 16 shared causal pathways between AD and T2DM, and 754 gene expression and 101 gene methylation nodes that were connected to both AD and T2DM in multi-omics causal networks.
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