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Network Medicine: A Clinical Approach for Precision Medicine and Personalized Therapy in Coronary Heart Disease
Teresa Infante1, Luca Del Viscovo2, Maria Luisa De Rimini3
1Department of Advanced Clinical and Surgical Sciences, University of Campania "Luigi Vanvitelli".
Insights
Network medicine integrates epigenetics and advanced imaging for coronary heart disease (CHD) phenotyping. This approach aids in identifying novel biomarkers and therapeutic strategies for CHD prevention and treatment.
Area of Science:
- Integrative biology and network medicine
- Precision medicine and personalized therapy
- Epigenetics and cardiovascular disease research
Background:
- Early identification of coronary atherosclerotic mechanisms is crucial for predicting coronary heart disease (CHD) risk and cardiac events.
- Epigenetic modifications offer potential biomarkers for CHD prevention, addressing 'missing heritability'.
- Systems biology and network science are advancing precision medicine for cardiovascular conditions.
Purpose of the Study:
- To integrate clinical data, cardiac imaging, and epigenetics using deep learning for molecular phenotyping in CHD.
- To explore novel drug development from natural compounds and repurposing existing drugs for CHD.
- To investigate circulating microRNAs (miRNAs) as biomarkers in association with imaging and functional parameters for CHD.
Main Methods:
- Network medicine approach combining clinical records, advanced cardiac imaging (e.g., CCTA, FFR/CT, PET/CT), and epigenetics.
- Deep learning for in-depth molecular phenotyping of CHD.
- Evaluation of circulating miRNAs (e.g., miR-8059, miR-320a) in blood samples.
Main Results:
- Clinical trials are evaluating epigenetic modifications and drugs for primary and secondary CHD prevention.
- Circulating miRNAs show potential as biomarkers when correlated with imaging parameters like coronary calcifications and stenosis.
- Network-based approaches are prioritizing epigenetic modifications, though the complete CHD interactome requires further investigation.
Conclusions:
- Network medicine offers a powerful framework for deep molecular phenotyping in CHD.
- Epigenetic biomarkers, particularly circulating miRNAs, hold promise for early CHD detection and risk stratification.
- Further research into the CHD interactome is essential for developing effective primary prevention strategies.
Abstract:
Early identification of coronary atherosclerotic pathogenic mechanisms is useful for predicting the risk of coronary heart disease (CHD) and future cardiac events. Epigenome changes may clarify a significant fraction of this "missing hereditability", thus offering novel potential biomarkers for prevention and care of CHD. The rapidly growing disciplines of systems biology and network science are now poised to meet the fields of precision medicine and personalized therapy. Network medicine integrates standard clinical recording and non-invasive, advanced cardiac imaging tools with epigenetics into deep learning for in-depth CHD molecular phenotyping. This approach could potentially explore developing novel drugs from natural compounds (i.e. polyphenols, folic acid) and repurposing current drugs, such as statins and metformin. Several clinical trials have exploited epigenetic tags and epigenetic sensitive drugs both in primary and secondary prevention. Due to their stability in plasma and easiness of detection, many ongoing clinical trials are focused on the evaluation of circulating miRNAs (e.g. miR-8059 and miR-320a) in blood, in association with imaging parameters such as coronary calcifications and stenosis degree detected by coronary computed tomography angiography (CCTA), or functional parameters provided by FFR/CT and PET/CT. Although epigenetic modifications have also been prioritized through network based approaches, the whole set of molecular interactions (interactome) in CHD is still under investigation for primary prevention strategies.
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