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Published on: September 20, 2024
Relevance of Multi-Omics Studies in Cardiovascular Diseases
Paola Leon-Mimila1, Jessica Wang1, Adriana Huertas-Vazquez1
1Division of Cardiology, David Geffen School of Medicine, Department of Medicine, University of California, Los Angeles, Los Angeles, CA, United States.
Insights
Integrating multi-omics data aids in understanding cardiovascular disease mechanisms. This review highlights recent studies using genomics, epigenomics, transcriptomics, and proteomics to uncover molecular insights and potential biomarkers for heart disease.
Area of Science:
- Cardiovascular research
- Systems genetics
- Molecular biology
Background:
- Cardiovascular diseases (CVDs) are a major global health concern, with underlying genetic mechanisms remaining incompletely understood.
- Advances in high-throughput 'omics' technologies offer unprecedented opportunities to explore complex disease processes.
- Integrating diverse 'omics' datasets presents significant computational and logistical challenges.
Purpose of the Study:
- To review recent multi-omics studies investigating the molecular basis of cardiovascular diseases in humans and mice.
- To highlight the integration of genomics, epigenomics, transcriptomics, and proteomics in CVD research.
- To identify current challenges and future directions in systems genetics approaches for complex diseases.
Main Methods:
- Literature review of studies utilizing multi-omics data (genomics, epigenomics, transcriptomics, proteomics) for cardiovascular disease research.
- Analysis of integrative genomics approaches applied to identify novel disease mechanisms and plasma biomarkers.
- Examination of studies involving both human and mouse models.
Main Results:
- Multi-omics integration has successfully identified novel molecular mechanisms and potential plasma biomarkers for cardiovascular diseases.
- Examples demonstrate the power of combining different omics layers to gain a holistic understanding of disease pathways.
- Studies showcase progress in unraveling the complex genetic architecture of cardiovascular conditions.
Conclusions:
- Multi-omics data integration is crucial for advancing our understanding of cardiovascular disease molecular frameworks.
- Systems genetics approaches offer promising avenues for future cardiovascular disease research, despite existing challenges.
- Continued development in integrative analysis methods will accelerate the discovery of new therapeutic targets and biomarkers.
Abstract:
Cardiovascular diseases are the leading cause of death around the world. Despite the larger number of genes and loci identified, the precise mechanisms by which these genes influence risk of cardiovascular disease is not well understood. Recent advances in the development and optimization of high-throughput technologies for the generation of "omics data" have provided a deeper understanding of the processes and dynamic interactions involved in human diseases. However, the integrative analysis of "omics" data is not straightforward and represents several logistic and computational challenges. In spite of these difficulties, several studies have successfully applied integrative genomics approaches for the investigation of novel mechanisms and plasma biomarkers involved in cardiovascular diseases. In this review, we summarized recent studies aimed to understand the molecular framework of these diseases using multi-omics data from mice and humans. We discuss examples of omics studies for cardiovascular diseases focused on the integration of genomics, epigenomics, transcriptomics, and proteomics. This review also describes current gaps in the study of complex diseases using systems genetics approaches as well as potential limitations and future directions of this emerging field.
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