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These databases were used to develop cardiovascular risk prediction equations for patients with known cardiovascular disease (CVD).<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods and results<\/jats:title><jats:p>Administrative health databases were linked to identify all people aged 18\u201384 years with known CVD, living in Auckland and Northland, Aotearoa New Zealand, on 1 January 2014. The cohort was followed until study outcome, death, or 5 years. The study outcome was death or hospitalization due to ischaemic heart disease, stroke, heart failure, or peripheral vascular disease. Sex-specific 5-year CVD risk prediction equations were developed using multivariable Fine and Gray models. A total of 43 862 men {median age: 67 years [interquartile range (IQR): 59\u201375]} and 32 724 women [median age: 70 years (IQR: 60\u201377)] had 14 252 and 9551 cardiovascular events, respectively. Equations were well calibrated with good discrimination. Increasing age and deprivation, recent cardiovascular hospitalization, Mori ethnicity, smoking history, heart failure, diabetes, chronic renal disease, atrial fibrillation, use of blood pressure lowering and anti-thrombotic drugs, haemoglobin A1c, total cholesterol\/HDL cholesterol, and creatinine were statistically significant independent predictors of the study outcome. Fourteen per cent of men and 23% of women had predicted 5-year cardiovascular risk &amp;lt;15%, while 28 and 24% had \u226540% risk.<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>Robust cardiovascular risk prediction equations were developed from linked routine health databases, a currently underutilized resource worldwide. The marked heterogeneity demonstrated in predicted risk suggests that preventive therapy in people with known CVD would be better informed by risk stratification beyond a one-size-fits-all high-risk categorization.<\/jats:p><\/jats:sec>","DOI":"10.1093\/eurjpc\/zwad314","type":"journal-article","created":{"date-parts":[[2023,9,25]],"date-time":"2023-09-25T17:12:07Z","timestamp":1695661927000},"page":"218-227","source":"Crossref","is-referenced-by-count":10,"title":["Development and validation of cardiovascular risk prediction equations in 76 000 people with known cardiovascular disease"],"prefix":"10.1093","volume":"31","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8196-2599","authenticated-orcid":false,"given":"Anders","family":"Holt","sequence":"first","affiliation":[{"name":"Section of Epidemiology and Biostatistics, School of Population Health, University of Auckland , 85 Park Road, Grafton, Auckland 1142 , New Zealand"},{"name":"Department of Cardiology, Copenhagen University 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