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Evaluating the effects of tubal sterilization on menstrual function: selected issues in data analysis
B Martinez-Schnell1, L S Wilcox, H B Peterson
1Division of Reproductive Health, Centers for Disease Control, Atlanta, Georgia 30333.
Statistics in Medicine
|February 1, 1993
Summary
Tubal sterilization may increase the risk of menstrual dysfunction. This analysis of the Collaborative Review of Sterilization (CREST) study highlights potential long-term menstrual changes after the procedure.
Area of Science:
- Reproductive Health
- Biostatistics
- Epidemiology
Background:
- The Collaborative Review of Sterilization (CREST) is a large, prospective observational study.
- Tubal sterilization is a common method of contraception for women.
- Understanding long-term health effects, including menstrual changes, is crucial.
Purpose of the Study:
- To analyze menstrual function changes after tubal sterilization.
- To address data analysis challenges in longitudinal studies, specifically dependency and missing data.
- To investigate the association between tubal sterilization and menstrual dysfunction.
Main Methods:
- Longitudinal data analysis using generalized estimating equations (GEE) on over 5000 women followed for 5 years.
- Employed marginal and transitional modelling to assess menstrual dysfunction.
- Utilized data imputation techniques to evaluate potential bias from missing data.
Main Results:
- Marginal modelling indicated a statistically significant increase in menstrual dysfunction odds at 5 years post-sterilization.
- Transitional modelling provided adjusted rates of dysfunction based on baseline menstrual function.
- Imputed data models confirmed the trends observed in the original analyses, suggesting robustness.
Conclusions:
- Tubal sterilization is associated with a statistically significant increase in menstrual dysfunction.
- The GEE approach effectively handled longitudinal data, accounting for repeated measures.
- Data imputation did not alter the study's main findings regarding menstrual dysfunction trends.