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Published on: September 26, 2018
The use of predictive, preventive, and personalized medical approaches to optimize hypertension management
Ousman Bajinka1,2, Lamarana Jallow3,4, Yanjun Zhang1
1Shandong Provincial Key Laboratory of Precision Oncology, Shandong First Medical University & Shandong Academy of Medical Sciences, Shandong Cancer Hospital and Institute, 440 Jiyan Road, Jinan, Shandong 250117 People's Republic of China.
Insights
Predictive, preventive, and personalized medicine (3PM) offers tailored hypertension management using biomarkers, AI, and digital health. This approach enables proactive, individualized care, but requires further validation and equitable access for full potential.
Area of Science:
- Cardiovascular Medicine
- Genomics
- Digital Health
Background:
- Hypertension is a significant modifiable risk factor for cardiovascular disease.
- Its heterogeneity necessitates personalized approaches beyond traditional management.
Purpose of the Study:
- To review the application of predictive, preventive, and personalized medicine (3PM) in hypertension management.
- To focus on leveraging biomarkers, AI, and digital health for improved patient outcomes.
Main Methods:
- AI-driven integration of multi-omics, retinal imaging, and hemodynamic profiling for risk prediction.
- Utilizing genetic profiling (e.g., MTHFR, UMOD variants), urinary proteomics, and microbiome analysis for early intervention.
- Employing pharmacogenomics, digital phenotyping, and novel therapies for personalized treatment efficacy.
Main Results:
- Aprocitentan reduced systolic BP by -15.3 mmHg in resistant hypertension.
- UMOD-guided torasemide lowered BP by 8.5 mmHg in carriers.
- Microbiome-based nutrition reduced systolic BP by 14% in hyperglycemic patients.
Conclusions:
- 3PM transforms hypertension care towards proactive, individualized strategies.
- Challenges include biomarker validation, AI transparency, cost, interoperability, and equity.
- Rigorous validation, affordable diagnostics, pragmatic trials, and equitable access are crucial for clinical translation.
Background:
Hypertension, a major modifiable risk factor for cardiovascular disease, exhibits significant heterogeneity due to genetic, metabolic, and environmental influences. Traditional one-size-fits-all management is inadequate, necessitating predictive, preventive, and personalized medicine (3PM) approaches.
Study Objective:
This review critically evaluates 3PM's application in hypertension, focusing on leveraging biomarkers, artificial intelligence (AI), and digital health for risk stratification, early intervention, and tailored therapies.
Key Discussion:
The 3PM framework leverages AI-driven integration of multi-omics, retinal imaging like ViT models, and hemodynamic profiling for risk prediction and treatment response forecasting; genetic profiling such as MTHFR, UMOD variants, urinary proteomics (CKD273 classifier), and microbiome-guided nutrition for early intervention; and pharmacogenomics, digital phenotyping like smartphone-guided dosing, and novel therapies such as aprocitentan and finerenone for personalized efficacy. Specific findings include aprocitentan reducing systolic BP by -15.3 mmHg in resistant hypertension, UMOD-guided torasemide use lowering BP by 8.5 mmHg in carriers, and microbiome-based nutrition reducing systolic BP by 14% in hyperglycemic patients. Key challenges include limited biomarker validation, "black box" AI algorithms, high costs, interoperability gaps, and equity barriers.
Conclusion:
3PM transforms hypertension management by enabling proactive, individualized care. However, rigorous validation, affordable diagnostics, pragmatic trials, and equitable access are essential to bridge translational gaps and achieve personalized cardiology's full potential.
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