BMC Public Health
Perceived risk of cardiovascular diseases in the Italian population: a baseline cross-sectional analysis of participants enrolled in the INNOPREV trial
By Chiara de Waure, Ilaria Valentini, Maddalena Arcelli and 22 others.
Abstract
Cardiovascular disease (CVD) is the leading cause of death globally. This baseline cross-sectional analysis of participants enrolled in the Italian INNOPREV randomized controlled trial explored cardiovascular risk perception before randomization in adults aged 40–69 years old at moderate-to-high CVD risk and its association with socio-demographic, behavioural, and clinical characteristics. Cardiovascular risk perception was measured using the Health Beliefs Related to Cardiovascular Disease Scale (HBCVD; 25 items; four subscales: susceptibility, severity, benefits, barriers). Mean HBCVD scores were compared across socio-demographic variables (sex, age, marital status, education level, employment status, centre recruitment) and risk factors (smoking status, BMI, family history of cardiovascular conditions, SCORE2, and Life’s Essential 8 (LE8) score) using unadjusted non-parametric tests (Wilcoxon rank-sum or Kruskal–Wallis, as appropriate), with effect sizes reported as rank-biserial correlation (r) or epsilon-squared (ε²). Given the exploratory nature and the number of simultaneous comparisons, p-values were additionally corrected using the Benjamini–Hochberg false discovery rate procedure. Multivariable linear regression models with HC3 heteroskedasticity-consistent standard errors were subsequently fitted to assess whether significant associations persisted after adjustment for sex, age category, education level, and recruitment centre. Because all variables were assessed at a single pre-randomization time point, no causal inference can be made. A total of 1,019 participants (52.11% males; mean age: 55 years) were enrolled, and 988 questionnaires were returned and analyzed. The mean overall HBCVD score was 61.10 (± 6.61) out of 100. In unadjusted analyses, employment status ( p = 0.04; ε² = 0.01) and family history of hypertension ( p = 0.034; r = 0.07) showed an association with overall HBCVD score but these associations did not remain significant after Benjamini–Hochberg correction. After correction, only BMI category ( p < 0.001 ε² = 0.02; p.adj < 0.001) and LE8 score ( p < 0.001; ε² =0.02; p.adj < 0.001) remained significantly associated with overall HBCVD score, with small effect sizes. Multivariable analyses confirmed a higher HBCVD score among overweight (β = 1.13; p = 0.016) and obese (β = 2.94; p < 0.001) participants, and a lower score among those with moderate (β = −2.63; p < 0.001) or high LE8-based cardiovascular health (CVH) (β = −3.80; p < 0.001). Perceived susceptibility showed the strongest and most consistent associations with CVD risk factors, particularly BMI, family history, and LE8-based CVH. Perceived benefits varied primarily by socio-demographic characteristics, while perceived barriers were associated with both education level and LE8-based CVH. Perceived severity differed significantly by sex and age class only. CVD risk perception was overall moderate and varied by socio-demographic characteristics and CVD risk factors. These findings might support the development of tailored preventive strategies to enhance risk awareness and promote healthy behaviours.



