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Updated: Dec 26, 2025

Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
High-risk multimorbidity patterns on the road to cardiovascular mortality
Nina Haug1,2, Carola Deischinger3, Michael Gyimesi4
1Section for Science of Complex Systems, CeMSIIS, Medical University of Vienna, Spitalgasse 23, Vienna, A-1090, Austria.
Understanding multimorbidity, the co-occurrence of multiple diseases, is key for personalized prevention. This study identifies critical disease combinations and events that significantly impact long-term patient health trajectories and mortality risks.
Area of Science:
- Computational epidemiology
- Health informatics
- Longitudinal health studies
Background:
- Multimorbidity, the presence of multiple diseases in one patient, is common.
- Understanding disease interactions over a patient's lifetime is crucial for personalized prevention.
- Current knowledge on disease trajectories is limited in scope and duration.
Purpose of the Study:
- To identify critical events that influence future disease progression in patients.
- To analyze long-term disease trajectories and associated mortality risks.
- To inform personalized prevention strategies for multimorbidity.
Main Methods:
- Population-wide analysis of 9 million patient histories over 17 years.
- Algorithmic identification of 132 multimorbidity patterns.
- Calculation of age- and sex-specific risks for acquiring future disease sets.
Main Results:
- Identified 3 groups of multimorbidity patterns associated with low, medium, and high in-hospital mortality.
- Specific disease combinations significantly increase the risk of reaching high-mortality states.
- Diabetes and hypertension, especially with metabolic disorders, elevate mortality risk in men and women.
Conclusions:
- The approach forecasts disease burdens and identifies critical events for targeted prevention.
- Disease progression and mortality risks are strongly influenced by specific multimorbidity patterns.
- Cardiovascular disease risk increases more in females than males with diabetes, hypertension, and metabolic disorders.
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