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Rationale and tutorial for analysing and reporting sex differences in cardiovascular associations
Mark Woodward1,2,3
1The George Institute for Global Health, University of New South Wales, Sydney, New South Wales, Australia.
Insights
Cardiovascular disease (CVD) research must analyze sex differences to improve health outcomes. Sex-disaggregated data reveals crucial variations in risk factors, ensuring equitable and effective cardiovascular disease prevention and treatment strategies.
Area of Science:
- Cardiology
- Epidemiology
- Sex Differences in Health
Background:
- Cardiovascular disease (CVD) is a leading cause of mortality for both sexes.
- Historical research bias towards a male model of CVD may lead to underestimation of its impact in women.
- Biological and social factors differ between sexes, influencing CVD risk and presentation.
Purpose of the Study:
- To advocate for sex-disaggregated data as standard practice in cardiovascular disease research.
- To provide guidance on designing and analyzing studies that compare cardiovascular disease risk factors between sexes.
- To highlight the importance of quantifying sex differences in CVD associations.
Main Methods:
- The article provides a tutorial for analyzing sex comparisons using individual participant data and meta-analyses of sex-specific summary data.
- Methods include strategies for reducing bias and increasing efficiency in sex-comparative research.
- Worked examples illustrate the application of these analytical approaches.
Main Results:
- Sex differences in risk factor associations with CVD exist but are often unrecognized.
- Estimating the magnitude of sex differences (e.g., ratios of relative risks) is crucial, rather than solely relying on statistical significance testing.
- When no significant sex difference is found, conclusions should not be sex-specific.
Conclusions:
- Sex-disaggregated analysis is essential for both humanitarian and clinical reasons in CVD research.
- Standardized methods for sex comparisons will improve the understanding and management of cardiovascular disease.
- Accurate estimation and reporting of sex differences are paramount for advancing cardiovascular health equity.
Abstract:
Cardiovascular disease (CVD) is the leading cause of death in women and men. Yet biological and social factors differ between the sexes, while the importance of CVD in women may be underestimated due to the higher age-specific rates in men and the historical bias towards the male model of CVD. Consequently, sex differences in risk factor associations with CVD occur, but these are not always recognised. This article argues that sex disaggregation should be the norm in CVD research, for both humanitarian and clinical reasons. A tutorial on how to design and analyse sex comparisons is provided, including ways of reducing bias and increasing efficiency. This is presented both in the context of analysing individual participant data from a single study and a meta-analysis of sex-specific summary data. Worked examples are provided for both types of research. Fifteen key recommendations are included, which should be considered when undertaking sex comparisons of CVD associations. Paramount among these is the need to estimate sex differences, as ratios of relative risks or differences in risk differences, rather than merely test them for statistical significance. Conversely, when there is no evidence of statistical or clinical significance of a sex difference, the conclusions from the research should not be sex-specific.
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