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Updated: Jun 7, 2025

Lipidomics and Transcriptomics in Neurological Diseases
Published on: March 18, 2022
Proteome-wide association studies for blood lipids and comparison with transcriptome-wide association studies
Daiwei Zhang1, Boran Gao2, Qidi Feng3
1Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor, MI, USA; Departments of Biostatistics and Genetics, University of North Carolina, Chapel Hill, NC, USA.
This study linked blood protein levels to cholesterol and triglyceride levels, identifying 42 proteins associated with lipid traits. Findings suggest consistency between protein and gene expression associations with lipids.
Area of Science:
- Genetics
- Cardiovascular Disease Research
- Proteomics
Background:
- Blood lipid traits are heritable risk factors for heart disease.
- Genome-wide association studies (GWASs) have identified many human lipid-associated variants, but causal mechanisms remain largely unknown.
- Understanding lipid metabolism is crucial for cardiovascular health.
Purpose of the Study:
- To investigate associations between plasma protein levels and major blood lipid traits.
- To explore the relationship between proteome-wide and transcriptome-wide associations with lipids.
- To identify potential biological pathways underlying lipid metabolism.
Main Methods:
- Proteome-wide association studies (PWASs) were conducted using protein prediction models trained on Multi-Ethnic Study of Atherosclerosis (MESA) samples and Global Lipids Genetics Consortium (GLGC) data.
- Transcriptome-wide association studies (TWASs) were performed using gene expression prediction models from MESA and the Genotype-Tissue Expression (GTEx) project.
- Associations between PWAS and TWAS results for lipids were analyzed across multiple tissues.
Main Results:
- 42 out of 749 tested proteins showed significant associations with at least one lipid trait (total cholesterol, triglycerides, HDL, LDL).
- A high-level consistency was observed between proteome-lipid and transcriptome-lipid associations, with 40 out of 49 tissues showing positive correlation.
- PWAS and TWAS identified distinct and overlapping associations, providing a multi-omic perspective on lipid regulation.
Conclusions:
- Plasma protein levels are significantly associated with key blood lipid traits.
- Proteomic and transcriptomic data offer complementary insights into the genetic architecture of lipid metabolism.
- These findings advance our understanding of the biological underpinnings of lipid disorders and heart disease risk.
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