Related Experiment Video
Updated: Jul 17, 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 Zhang1,2, Boran Gao2, Qidi Feng3,2
1Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA USA.
Researchers explored plasma protein and gene expression links to blood lipid levels, key heart disease risk factors. They identified 42 proteins associated with lipids and found consistency between proteome-wide and transcriptome-wide association studies.
Area of Science:
- Genetics
- Cardiovascular Disease
- Metabolomics
Background:
- Blood lipid traits (total cholesterol, triglycerides, HDL, LDL) are heritable risk factors for heart disease, a leading global cause of mortality.
- Genome-wide association studies (GWAS) have identified numerous genetic variants linked to lipids, but causal mechanisms remain largely unknown.
- Understanding lipid metabolism is crucial for developing effective heart disease prevention and treatment strategies.
Approach:
- Conducted proteome-wide association studies (PWAS) by training protein prediction models on Multi-Ethnic Study of Atherosclerosis (MESA) samples and applying them to Global Lipids Genetics Consortium (GLGC) data.
- Investigated associations between 749 plasma protein levels and four key lipid traits (TC, TG, HDL, LDL).
- Performed transcriptome-wide association studies (TWAS) using gene expression prediction models from MESA (peripheral blood mononuclear cells) and GTEx (49 tissues) to complement PWAS findings.
Key Points:
- Identified 42 proteins significantly associated with at least one blood lipid trait through PWAS.
- Observed a high-level consistency between proteome-lipid and transcriptome-lipid associations across multiple tissues.
- Found that 40 out of 49 tissues showed a positive correlation between PWAS and TWAS signed p-values, despite potential differences in individual gene associations.
Conclusions:
- Plasma protein levels are significantly associated with blood lipid traits, offering new insights into lipid metabolism.
- PWAS and TWAS provide complementary information, and their combined findings suggest a robust link between the proteome, transcriptome, and lipid regulation.
- These findings advance our understanding of the biological pathways underlying lipid metabolism and their connection to cardiovascular health.
Related Concept Videos
Genome-wide Association Studies-GWAS
GWAS does not require the identification of the target gene involved in...
Blood Studies for Cardiovascular System III: Serum Lipid Profile
Serum lipids are fats and fatty substances in the blood and are crucial for various bodily functions, including energy storage, cellular structure, and hormone production. Serum lipids consist of cholesterol, triglycerides, and phospholipids.
Cholesterol is a soft, fat-like substance found in all body cells. It is crucial for producing hormones, vitamin D, and substances that aid...
Proteomics
Proteomics is the study of proteomes' function. It involves the large-scale systematic study of the proteome to denote the protein complement expressed by a genome. Scientist Mark Wilkins coined the term...
Ribosome Profiling
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
Lipid-derived Compounds in the Human Body
Fat-soluble Vitamins
Fat-soluble vitamins, including vitamins A, D, E, and K, are required in minimal quantities, but their deficiencies can lead to severely abnormal physiological conditions. For example, vitamin A deficiency can cause night blindness, dry skin,...
Overview of Lipid Metabolism
Lipolysis: The Breakdown of Lipids:
Lipolysis is the process of breaking down lipids, particularly triglycerides, into glycerol and fatty acids. This process typically occurs in the adipose tissue and is triggered by various hormones, including glucagon and...

