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Trends in Population-Based Studies: Molecular and Digital Epidemiology (Review)
N S Denisov1, E M Kamenskikh2, O S Fedorova3
1Assistant, Research and Educational Laboratory "Live Laboratory of Population-Based Studies"; Siberian State Medical University, 2 Moskovsky Trakt, Tomsk, 634050, Russia.
High-throughput omics and digital technologies are revolutionizing population health studies. These advanced methods accelerate biomedical data analysis for personalized disease insights and broader public health applications.
Area of Science:
- Biomedical Sciences
- Epidemiology
- Bioinformatics
Background:
- High-throughput technologies have expanded molecular, cellular, and organismal research capabilities.
- Biotechnology advances have shifted population-based study paradigms.
- Genomic, post-genomic, and bioinformatics research drive molecular epidemiology.
Purpose of the Study:
- To review the role of omics and digital technologies in population-based studies.
- To highlight the integration of information technology and medicine.
- To discuss the emergence of digital epidemiology.
Main Methods:
- Leveraging machine learning and big data analytics.
- Utilizing real-world data for epidemiological research.
- Integrating omics data with digital health approaches.
Main Results:
- Accelerated collection and processing of biomedical data.
- Enhanced testing of scientific hypotheses.
- Emergence of digital epidemiology tools.
Conclusions:
- Omics and digital technologies are crucial for modern population health research.
- New methods require further validation and standardization.
- These technologies facilitate personalized disease mechanisms and population-level extrapolation.
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