ArticleBMC health services research2017
Applying systems biology to biomedical research and health care: a précising definition of systems medicine.
Article in BMC health services research, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Advancing Patient-Centred AI With Adaptive Machine Learning.Cancer medicine · 2026Review
- Cross-disciplinary methodologies for whole-person research - insights from EMPOWER2024.Npj imaging · 2026Article
- Alzheimer Syndrome or Age-Related Dementia-History, Therapy and Prevention.Journal of clinical medicine · 2025Article
- Roadmap for a Systems Biology Initiative in Iran.Journal of medical signals and sensors · 2025Article
- Interdisciplinary Research in Iran VII: The Convergence of Biology and Artificial Intelligence.Journal of medical signals and sensors · 2025Article
- PEDI: Towards Efficient Pathway Enrichment and Data Integration in Bioinformatics for Healthcare Using Deep Learning Optimisation.Biomedical engineering and computational biology · 2025Article
- DeeP4med: deep learning for P4 medicine to predict normal and cancer transcriptome in multiple human tissues.BMC bioinformatics · 2023Article
- A Vision of Future Healthcare: Potential Opportunities and Risks of Systems Medicine from a Citizen and Patient Perspective-Results of a Qualitative Study.International journal of environmental research and public health · 2021Article
- The Potential of OMICs Technologies for the Treatment of Immune-Mediated Inflammatory Diseases.International journal of molecular sciences · 2021Review
- Systems Cytogenomics: Are We Ready Yet?Current genomics · 2021Article
- Decoding Susceptibility to Respiratory Viral Infections and Asthma Inception in Children.International journal of molecular sciences · 2020Review
- Advancing Biomarker Development Through Convergent Engagement: Summary Report of the 2nd International Danube Symposium on Biomarker Development, Molecular Imaging and Applied Diagnostics; March 14-16, 2018; Vienna, Austria.Molecular imaging and biology · 2020Article
- Psychiatrists' Attitudes Toward Disruptive New Technologies: Mixed-Methods Study.JMIR mental health · 2018Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
backgroundSystems medicine has become a key word in biomedical research. Although it is often referred to as P4-(predictive, preventive, personalized and participatory)-medicine, it still lacks a clear definition and is open to interpretation. This conceptual lack of clarity complicates the scientific and public discourse on chances, risks and limits of Systems Medicine and may lead to unfounded hopes. Against this background, our goal was to develop a sufficiently precise and widely acceptable definition of Systems Medicine.
methodsIn a first step, PubMed was searched using the keyword "systems medicine". A data extraction tabloid was developed putting forward a means/ends-division. Full-texts of articles containing Systems Medicine in title or abstract were screened for definitions. Definitions were extracted; their semantic elements were assigned as either means or ends. To reduce complexity of the resulting list, summary categories were developed inductively. In a second step, we applied six criteria for adequate definitions (necessity, non-circularity, non-redundancy, consistency, non-vagueness, and coherence) to these categories to derive a so-called précising definition of Systems Medicine.
resultsWe identified 185 articles containing the term Systems Medicine in title or abstract. 67 contained at least one definition of Systems Medicine. In 98 definitions, we found 114 means and 132 ends. From these we derived the précising definition: Systems Medicine is an approach seeking to improve medical research (i.e. the understanding of complex processes occurring in diseases, pathologies and health states as well as innovative approaches to drug discovery) and health care (i.e. prevention, prediction, diagnosis and treatment) through stratification by means of Systems Biology (i.e. data integration, modeling, experimentation and bioinformatics). Our study also revealed the visionary character of Systems Medicine.
conclusionsOur insights, on the one hand, allow for a realistic identification of actual ethical as well as legal issues arising in the context of Systems Medicine and, in consequence, for a realistic debate of questions concerning its matter and (future) handling. On the other hand, they help avoiding unfounded hopes and unrealistic expectations. This especially holds for goals like improving patient participation which are intensely debated in the context of Systems Medicine, however not implied in the concept.
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