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Published on: August 13, 2019
Development and External Validation of a Home-based Risk Prediction Model of Natural Onset of Menopause-Teuta
Lum Kastrati1,2,3, Pedro Marques Vidal4, Klodian Dhana5
1Institute of Social and Preventive Medicine, University of Bern, 3012 Bern, Switzerland.
Objective:
To develop and externally validate a 10-year risk prediction model of natural onset of menopause using ready-to-use predictors.
Design:
Population-based prospective cohort study.
Participants:
Community-dwelling, premenopausal women aged 28 years and older enrolled in the Swiss (CoLaus) and Dutch (PREVEND) study.
Main Outcome Measure:
Incidence of self-reported natural menopause.
Model Development:
Based on existing literature, 11 predictors were tested in this study. The CoLaus cohort was used to develop the model by applying the backward-elimination approach and Bayesian Model Averaging. Internal validation was performed by bootstrapping. External validation was performed using data from the PREVEND cohort and recalibrating the baseline survival estimate. C-statistics, calibration slopes, and expected/observed probabilities were calculated as measures of model internal and/or external performances.
Results:
The final analysis included 750 and 1032 premenopausal women from the CoLaus and the PREVEND cohorts, respectively. Among them, 445 (59%) from CoLaus and 387 (38%) from PREVEND experienced menopause over a median follow-up of 10.7 and 9 years, respectively. The final model included age, alcohol consumption, smoking status, education level, and systolic blood pressure. Upon external calibration in the PREVEND cohort, the model exhibited good discrimination, with a C-statistic of 0.888 and an expected/observed probability of 0.82.
Conclusion:
We present the first internally and externally validated prediction model of natural menopause onset using readily available predictors. Validation of our model to other populations is needed.
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