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Distinguishing 6 Population Subgroups by Timing and Characteristics of the Menopausal Transition

机译:通过更年期过渡的时间和特征区分6个人群亚群

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摘要

Changes in women’s menstrual bleeding patterns precede the onset of menopause. In this paper, the authors identify population subgroups based on menstrual characteristics of the menopausal transition experience. Using the TREMIN data set (1943–1979), the authors apply a Bayesian change-point model with 8 parameters for each woman that summarize change in menstrual bleeding patterns during the menopausal transition. The authors then use estimates from this model to classify menstrual patterns into subgroups using a K-medoids algorithm. They identify 6 subgroups of women whose transition experience can be distinguished by age at onset, variability of the menstrual cycle, and duration of the early transition. These results suggest that for most women, mean and variance change points are well aligned with proposed bleeding markers of the menopausal transition, but for some women they are not clearly associated. Increasing understanding of population differences in the transition experience may lead to new insights into ovarian aging. Because of age inclusion criteria, most longitudinal studies of the menopausal transition probably include only a subset of the 6 subgroups of women identified in this paper, suggesting a potential bias in the understanding of both the menopausal transition and the linkage between the transition and chronic disease.
机译:女性绝经开始前女性月经出血方式的改变。在本文中,作者根据更年期过渡经历的月经特征来确定人群亚组。作者使用TREMIN数据集(1943-1979年),对每个妇女应用了一个贝叶斯变化点模型,该模型具有8个参数,用于总结绝经期女性月经出血模式的变化。然后,作者使用来自该模型的估计值,使用K-medoids算法将月经模式分类为亚组。他们确定了6个女性亚组,其过渡经历可以通过发病年龄,月经周期的变异性和早期过渡的持续时间来区分。这些结果表明,对于大多数女性,均值和方差变化点与更年期过渡的建议出血标记高度吻合,但对于某些女性而言,它们并没有明确关联。在过渡经验中对种群差异的日益了解可能会导致对卵巢衰老的新见解。由于年龄的纳入标准,绝经期过渡的大多数纵向研究可能只包括本文确定的6个女性亚组中的一个子集,这表明对更年期过渡以及过渡与慢性疾病之间的联系的理解存在潜在的偏见。 。

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