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Systems Approach to Integrating Preclinical Apolipoprotein E-Knockout Investigations Reveals Novel Etiologic Pathways and Master Atherosclerosis Network in Humans
- Source :
- Arterioscler Thromb Vasc Biol
- Publication Year :
- 2021
-
Abstract
- Objective:Animal models of atherosclerosis are used extensively to interrogate molecular mechanisms in serial fashion. We tested whether a novel systems biology approach to integration of preclinical data identifies novel pathways and regulators in human disease.Approach and Results:Of 716 articles published inATVBfrom 1995 to 2019 using the apolipoprotein E knockout mouse to study atherosclerosis, data were extracted from 360 unique studies in which a gene was experimentally perturbed to impact plaque size or composition and analyzed using Ingenuity Pathway Analysis software. TREM1 (triggering receptor expressed on myeloid cells) signaling and LXR/RXR (liver X receptor/retinoid X receptor) activation were identified as the top atherosclerosis-associated pathways in mice (bothP−4, TREM1 implicated early and LXR/RXR in late atherogenesis). The top upstream regulatory network in mice (sc-58125, a COX2 inhibitor) linked 64.0% of the genes into a single network. The pathways and networks identified in mice were interrogated by testing for associations between the genetically predicted gene expression of each mouse pathway-identified human homolog with clinical atherosclerosis in a cohort of 88 660 human subjects. Homologous human pathways and networks were significantly enriched for gene-atherosclerosis associations (empiricalPPTGS2) with increased likelihood of atherosclerosis (odds ratio, 1.68 per SD of genetically predicted gene expression;P=1.07×10−6).Conclusions:PRESCIANT (Preclinical Science Integration and Translation) leverages published preclinical investigations to identify high-confidence pathways, networks, and regulators of human disease.
- Subjects :
- Apolipoprotein E
Adult
Male
Mice, Knockout, ApoE
media_common.quotation_subject
Systems biology
Computational biology
Biology
Risk Assessment
Article
Ingenuity
Apolipoproteins E
Sex Factors
Species Specificity
Risk Factors
Animals
Humans
Gene Regulatory Networks
Genetic Predisposition to Disease
Gene
media_common
Aged
Systems Biology
Translation (biology)
Middle Aged
Atherosclerosis
Preclinical data
Plaque, Atherosclerotic
Disease Models, Animal
Phenotype
Myeloid cells
Knockout mouse
Female
Cardiology and Cardiovascular Medicine
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Arterioscler Thromb Vasc Biol
- Accession number :
- edsair.doi.dedup.....380f6318775c85f41698bcbdae1c7a9f