Development and Validation of a Simple-to-Use Nomogram for Predicting 5-, 10-, and 15-Year Survival in Asymptomatic Adults Undergoing Coronary Artery Calcium Scoring

JACC Cardiovasc Imaging. 2018 Mar;11(3):450-458. doi: 10.1016/j.jcmg.2017.03.018. Epub 2017 Jun 14.

Abstract

Objectives: The purpose of this study was to develop and validate a simple-to-use nomogram for prediction of 5-, 10-, and 15-year survival among asymptomatic adults.

Background: Simple-to-use prognostication tools that incorporate robust methods such as coronary artery calcium scoring (CACS) for predicting near-, intermediate- and long-term mortality are warranted.

Methods: In a consecutive series of 9,715 persons (mean age: 53.4 ± 10.5 years; 59.3% male) undergoing CACS, we developed a nomogram using Cox proportional hazards regression modeling that included: age, sex, smoking, hypertension, dyslipidemia, diabetes, family history of coronary artery disease, and CACS. We developed a prognostic index (PI) summing the number of risk points corresponding to weighted covariates, which was used to configure the nomogram. Validation of the nomogram was assessed by discrimination and calibration applied to a separate cohort of 7,824 adults who also underwent CACS.

Results: A total of 936 and 294 deaths occurred in the derivation and validation sets at a median follow-up of 14.6 years (interquartile range: 13.7 to 15.5 years) and 9.4 years (interquartile range: 6.8 to 11.5 years), respectively. The developed model effectively predicted 5-, 10-, and 15-year probability of survival. The PI displayed high discrimination in the derivation and validation sets (C-index 0.74 and 0.76, respectively), indicating suitable external performance of our nomogram model. The predicted and actual estimates of survival in each dataset according to PI quartiles were similar (though not identical), demonstrating improved model calibration.

Conclusions: A simple-to-use nomogram effectively predicts 5-, 10- and 15-year survival for asymptomatic adults undergoing screening for cardiac risk factors. This nomogram may be considered for use in clinical care.

Keywords: all-cause mortality; coronary artery calcium scoring; nomogram; prediction.

Publication types

  • Multicenter Study
  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Validation Study

MeSH terms

  • Adult
  • Age Factors
  • Asymptomatic Diseases
  • Comorbidity
  • Computed Tomography Angiography*
  • Coronary Angiography / methods*
  • Coronary Artery Disease / diagnostic imaging*
  • Coronary Artery Disease / mortality
  • Decision Support Techniques*
  • Female
  • Humans
  • Los Angeles / epidemiology
  • Male
  • Middle Aged
  • Nomograms*
  • Predictive Value of Tests
  • Prognosis
  • Reproducibility of Results
  • Risk Assessment
  • Risk Factors
  • Severity of Illness Index
  • Sex Factors
  • Smoking / adverse effects
  • Smoking / mortality
  • Tennessee / epidemiology
  • Time Factors
  • Vascular Calcification / diagnostic imaging*
  • Vascular Calcification / mortality