Shared Causal Paths underlying Alzheimer's dementia and Type 2 Diabetes.
Sci Rep
; 10(1): 4107, 2020 03 05.
Article
en En
| MEDLINE
| ID: mdl-32139775
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.
Texto completo:
1
Base de datos:
MEDLINE
Asunto principal:
Diabetes Mellitus Tipo 2
/
Enfermedad de Alzheimer
Tipo de estudio:
Prognostic_studies
Idioma:
En
Revista:
Sci Rep
Año:
2020
Tipo del documento:
Article