# From a Few Cardiovascular Risk Factors to the Prediction of Age at Death: The Shifting Interests of Cardiovascular Epidemiologists

**Authors:** Alessandro Menotti, Paolo Emilio Puddu

PMC · DOI: 10.3390/jcdd12020035 · Journal of Cardiovascular Development and Disease · 2025-01-21

## TL;DR

This paper traces how cardiovascular epidemiologists shifted their focus from studying heart disease risk factors to predicting age at death over 60 years of research.

## Contribution

The study shows how baseline risk factors, even those not linked to cardiovascular disease, became significant predictors of all-cause mortality and lifespan.

## Key findings

- Initial focus was on coronary heart disease risk factors.
- Later, the study expanded to include stroke, heart diseases of uncertain etiology, and cancer deaths.
- Long-term follow-up revealed that baseline risk factors predicted all-cause mortality and age-at-death.

## Abstract

We describe the changing research interests and goals of the responsible investigators of the Italian Rural Areas (IRA) of the Seven Countries Study of cardiovascular diseases (CVD) during a period of 60 years, dealing with a cohort of middle-aged men. Our initial interest was to discover the basic risk factors of coronary heart disease (CHD). Subsequently, the same problem was tackled regarding stroke and heart diseases of uncertain etiology. Later on, cancer deaths also became an end-point for which risk factors were investigated. The long duration of the study and the fact that CVD and cancer fatalities already cover 70% of all-cause mortality prompted the idea to focus on all-cause mortality, and particularly on age-at-death when the follow-up period reached 61 years together with the extinction of the cohort. At that point, a larger number of risk factors measured at baseline, including those which were unable to predict CVD, became the determinants of all-cause mortality and age-at-death, a metric that summarizes the life-span of health and disease. This study is supported by the presentation of data derived from published papers.

## Linked entities

- **Diseases:** coronary heart disease (MONDO:0005010), stroke (MONDO:0005098), cancer (MONDO:0004992)

## Full-text entities

- **Diseases:** CHD (MESH:D003327), cancer (MESH:D009369), heart diseases (MESH:D006331), stroke (MESH:D020521), CVD (MESH:D002318), Death (MESH:D003643)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## References

12 references — full list in the complete paper: https://tomesphere.com/paper/PMC11856209/full.md

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Source: https://tomesphere.com/paper/PMC11856209