Prevention & lipidsDiagnostic or prognostic study

Aortic and Cardiac Structure From Routine Computed Tomography (CT) Predict Cardiovascular Risk Beyond PREVENT and Coronary Calcium

JACC Cardiovasc ImagingPublished

  • Prognostic model development and external validation study
  • LASSO model
  • external testing

Authors' conclusion

CT-derived structural cardiac and aortic radiomics identified high-risk patients missed by clinical scores and further stratified risk among CAC risk groups.

Study context

Population
Patients with routine chest CT and no prior major adverse cardiac events (MACE), Mass General Brigham (model developed on 13,437 NLST lung cancer screening CTs)external testing
Participants
14,577 patients
Comparison
CT radiomics score vs PREVENT and coronary artery calcium (CAC) score
Outcome
Discrimination for MACE (Harrel's C-index)
Follow-up
Median 5.7 years

Performance

As reported in the abstract

MACE discrimination (C-index)

Radiomics score

0.66

C-index · 95% CI 0.64–0.68

PREVENT

0.61

C-index · 95% CI 0.59–0.63

CAC

0.66

C-index · 95% CI 0.65–0.68

Radiomics + CAC combined C-index
0.69 [95% CI: 0.67-0.71]
Incident MACE
6.2%

Further findings

MACE incidence: high risk by radiomics but not PREVENT vs low risk by both

High risk by radiomics only (MACE per 1,000 person-years)
23.1 [95% CI: 16.7-30.2]
Low risk by both (MACE per 1,000 person-years)
6.5 [95% CI: 5.5-7.5]
Fold higher MACE incidence
3.6

Most predictive features

Aortic surface-to-volume ratio, LV volume and left atrial short-axis length among the most predictive features of MACE

Parts of this Brief are withheld: the automatic checks could not confirm them against the abstract.

Original publication

Aortic and Cardiac Structure From Routine CT Predict Cardiovascular Risk Beyond PREVENT and Coronary Calcium. JACC Cardiovasc Imaging. Published 20 February 2026. doi:10.1016/j.jcmg.2026.01.006

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