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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
Development of a nomogram that predicts the risk for coronary atherosclerotic heart disease
Shuna Huang1, Xiaoxu Xie1, Yi Sun1
1Department of Epidemiology and Health Statistics, School of Public Health, Fujian Medical University, Fuzhou 350122, China.
Insights
This study developed a predictive nomogram combining biological, behavioral, and psychological factors to assess coronary atherosclerotic heart disease (CHD) risk. The tool identifies individuals at high risk, aiding in preliminary prevention strategies.
Area of Science:
- Cardiology
- Preventive Medicine
- Psychosomatic Medicine
Background:
- Coronary atherosclerotic heart disease (CHD) risk assessment often overlooks the interplay of biological, behavioral, and psychological factors.
- A comprehensive approach is needed to identify individuals at high risk for CHD.
- Existing predictive models may not fully capture the multifaceted nature of CHD etiology.
Purpose of the Study:
- To investigate the associations between biological, behavioral, and psychological variables and CHD.
- To develop and validate a predictive nomogram for identifying high-risk individuals for CHD.
- To facilitate the development of preliminary prevention strategies for CHD.
Main Methods:
- A case-control study involving 4392 participants (1578 CHD cases, 2814 controls) in southeast China.
- Evaluation of 33 biological, behavioral, and psychological variables.
- Multivariate logistic regression analysis to identify significant risk factors and develop a predictive nomogram.
Main Results:
- Eight risk factors were identified as significantly associated with CHD.
- The final predictive model incorporated three non-modifiable (sex, age, family history) and five modifiable (hypertension, hyperlipidemia, diabetes, major trauma, anxiety) variables.
- The nomogram demonstrated good accuracy (Area Under the Curve: 0.726) and was validated successfully.
Conclusions:
- A combination of biological, behavioral, and psychological factors significantly influences CHD risk.
- The developed nomogram provides an intuitive tool for preliminary CHD risk assessment.
- This nomogram can aid in the early identification of high-risk individuals and inform preventive measures.
Abstract:
Studies seldom combine biological, behavioral and psychological factors to estimate coronary atherosclerotic heart disease (CHD) risk. Here, we evaluated the associations between these factors and CHD to develop a predictive nomogram to identify those at high risk of CHD. This case-control study included 4392 participants (1578 CHD cases and 2814 controls) in southeast China. Thirty-three biological, behavioral and psychological variables were evaluated. Following multivariate logistic regression analysis, which revealed eight risk factors associated with CHD, a predictive nomogram was developed based on a final model that included the three non-modifiable (sex, age and family history of CHD) and five modifiable (hypertension, hyperlipidemia, diabetes, recent experience of a major traumatic event, and anxiety) variables. The higher total nomogram score, the greater the CHD risk. Final model accuracy (as estimated from the area under the receiver operating characteristic curve) was 0.726 (95% confidence interval: 0.709-0.747). Validation analysis confirmed the high accuracy of the nomogram. High risk of CHD was associated with several biological, behavioral and psychological factors. We have thus developed an intuitive nomogram that could facilitate development of preliminary prevention strategies for CHD.
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