Coronary disease & ACSCohort study

Risk factors and coronary events: attenuation of the association in secondary prevention

Eur Heart JPublished

  • Retrospective cohort study
  • linked electronic health records (CPRD, England)

Authors' conclusion

Risk factor 'weakness' after CHD appears to be a systemic phenomenon and consistent with the operation of index event bias.

Study context

Population
Cardiovascular disease (CVD)-free adults and coronary heart disease (CHD) survivors, England
Participants
3,275,736 vs 57,165
Exposure
Risk factor associations with first CHD events vs subsequent CHD events
  • CVD-freen = 3,275,736reference
  • CHD survivorsn = 57,165
Outcome
Association of 15 CHD risk factors with first and subsequent CHD events

Main finding

As reported in the abstract

Risk factors retaining a concordant association with subsequent CHD events

9

Observational data: associations, not effects.

Further findings

Subsequent vs first CHD event risk factor associations (15 risk factors)

Risk factors retaining a concordant association
9
Attenuation of all subsequent CHD event risk factor associations, proportional to first CHD event effect size
Others showed neutral or paradoxical association with subsequent vs first CHD events

Performance of a 10-year primary prevention risk model

AUC for first events (performed well)
.84-.85
AUC for subsequent events (performed poorly)
∼.55

Original publication

Risk factors and coronary events: attenuation of the association in secondary prevention. Eur Heart J. Published 6 August 2026. doi:10.1093/eurheartj/ehag582

Summarised from the published abstract; every number is checked against it