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Published on: February 20, 2019
Multiple step-variable pathway hypothesis: a reason why predictions fail in atherosclerosis
1Postgraduate Medical School, University of Surrey, Guildford, Surrey GU2 7WG, United Kingdom. g.ferns@surrey.ac.uk
Insights
Cardiovascular risk factors alone poorly predict events. Identifying
Area of Science:
- Cardiovascular science and disease progression modeling.
Background:
- Individual cardiovascular risk factors have limited predictive power for adverse events.
- Current risk prediction algorithms miscategorize a substantial portion of the population, leading to suboptimal management.
Purpose of the Study:
- To propose a new hypothesis for atherogenesis, viewing it as a multi-step process.
- To suggest that critical transitions in atherogenesis are driven by 'bundles' of risk factors, which may vary between individuals and stages.
Main Methods:
- Conceptual framework based on multi-step atherogenesis.
- Hypothesizing stage-dependent impact of risk factors and varying intervention efficacy.
- Proposing the need for disease staging via imaging and functional assessment.
Main Results:
- The impact of specific cardiovascular risk factors is non-uniform throughout atherogenesis.
- The effectiveness of interventions is likely stage-dependent.
- Risk assessment, even with complex algorithms, remains inherently imprecise.
Conclusions:
- Targeting factors that promote specific stages of atherogenesis may reveal new therapeutic avenues.
- Disease staging is potentially crucial for optimizing cardiovascular treatment efficacy.
- Accurate cardiovascular risk stratification remains a significant challenge.
Abstract:
Cardiovascular risk factors are individually only modest predictors of events, and whilst more sophisticated algorithms appear to improve their prediction, a significant proportion of the population is miscategorised and therefore managed inappropriately. It is proposed that atherogenesis is a multi-step process, and that the critical transitions between steps requires 'bundles' of risk factors that may differ for each step. These bundles may not always contain a classical risk factor and may differ between individuals. This hypothesis would predict that the impact of specific risk factors is non-uniform during atherogenesis and therefore the efficacy of interventions will vary with stage. New therapeutic opportunities exist if the factors that promote progression between particular stages could be identified and targeted. The staging of disease using modalities such as imaging and functional assessment may be necessary to deliver the most effective treatment. Finally, risk assessment will invariably be inaccurate, even using complex algorithms.
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