Related Experiment Video
Updated: Feb 5, 2026

Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
Published on: September 27, 2024
The utility of long-term blood pressure variability for cardiovascular risk prediction in primary care
Sarah L Stevens1, Richard J McManus, Richard J Stevens
1Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK.
Insights
Blood pressure variability is significantly linked to cardiovascular disease (CVD). However, including blood pressure variability in cardiovascular risk scores did not substantially improve their predictive performance in this study.
Area of Science:
- Cardiovascular Medicine
- Epidemiology
- Biostatistics
Background:
- Blood pressure (BP) is a known risk factor for cardiovascular disease (CVD).
- Standard cardiovascular risk scores utilize systolic blood pressure (SBP) for clinical decision-making.
- Recent research highlights within-person BP variability as a significant predictor of CVD.
Purpose of the Study:
- To investigate if incorporating BP variability into existing cardiovascular risk scores enhances their predictive accuracy.
- To assess the added value of BP variability alongside standard risk factors in predicting CVD.
Main Methods:
- Utilized cohort data from English general practices (Clinical Practice Research Datalink) linked to hospital and mortality records.
- Calculated SBP variability independent of the mean across multiple clinic visits for patients aged 40-74.
- Developed and validated predictive models, comparing a reference model with standard risk factors to an index model including BP variability.
Main Results:
- BP variability demonstrated a statistically significant association with CVD independently of other risk factors in the derivation dataset (P=0.005).
- In the validation dataset, both the reference model and the index model incorporating BP variability showed comparable performance.
- Key validation statistics, including c-statistic, R, and calibration ratio, were nearly identical between the two models.
Conclusions:
- While BP variability is statistically associated with CVD in large datasets, its inclusion does not significantly enhance the performance of current cardiovascular risk scores.
- Further research may be needed to explore alternative methods for integrating BP variability into risk prediction models.
Objectives:
Blood pressure (BP) is a long-established risk factor for cardiovascular disease (CVD). SBP is used in all widely used cardiovascular risk scores for clinical decision-making. Recently, within-person BP variability has been shown to be a major predictor of CVD. We investigated whether cardiovascular risk scores could be improved by incorporating BP variability with standard risk factors.
Methods:
We used cohort data on patients aged 40-74 on 1 January 2005, from English general practices contributing to the Clinical Practice Research Datalink, a research database derived from electronic health records. Data were linked to hospital episodes and mortality data. SBP variability independent of the mean was calculated across up to six clinic visits. We divided data geographically into derivation and validation data sets. In the derivation data set, we developed a reference model, incorporating risk factors used in previous scores and an index model, incorporating the same factors and BP variability. We calculated model validation statistics in the validation data set including calibration ratio and c-statistic.
Results:
In the derivation data set, BP variability was associated with CVD, independently of other risk factors (P = 0.005). However, in the validation data set, both models had similar c-statistic (0.7415 and 0.7419, respectively), R (31.8 and 32.0, respectively) and calibration ratio (0.938 and 0.940, respectively).
Conclusion:
The association of BP variability with CVD is statistically significant in a large data set but does not substantially improve the performance of a cardiovascular risk score.
Related Concept Videos
Fluid Pressure over Flat Plate of Variable Width
The pressure distribution on the plate can be calculated by determining the force that acts on a differential area strip of the plate. Thus, the magnitude of the force is equal to the...
Blood Pressure
Blood Pressure
The average BP in an adult is typically around 120/80 mmHg (millimeters of mercury). In this measurement, the numerator (120) indicates the systolic pressure, which is the pressure in the arteries during the contraction of the heart's ventricles as blood is expelled. The denominator (80) represents the...
Measurement of Blood Pressure
Factors affecting Blood pressure
Physiological Factors:
Alterations in Blood Pressure
Hypertension (High blood pressure)
Hypertension occurs when blood pressure readings consistently exceed the normal range. It is diagnosed when systolic blood pressure (the top number, indicating pressure while the heart...

