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基于潜在类别分析的绝经后妇女的风险模式和死亡率。

Risk Patterns and Mortality in Postmenopausal Women Using Latent Class Analysis.

机构信息

Department of Epidemiology and Biostatistics, School of Public Health, Indiana University Bloomington, Bloomington, Indiana.

Department of Epidemiology and Biostatistics, School of Public Health, Indiana University Bloomington, Bloomington, Indiana.

出版信息

Am J Prev Med. 2021 Nov;61(5):e225-e233. doi: 10.1016/j.amepre.2021.04.025. Epub 2021 Jul 5.

Abstract

INTRODUCTION

Although risk factors often co-occur, previous studies examining lifestyle or psychosocial factors often treat these factors as individual predictors of health. This study aims to identify the underlying subgroups of women characterized by distinct lifestyle and psychosocial risk patterns and to investigate the prospective associations between risk patterns and mortality among postmenopausal women.

METHODS

A total of 64,812 postmenopausal women aged 50-79 years without prevalent diabetes, cardiovascular disease, and cancer at baseline (1993-1998) were followed until 2019 with a mean follow-up duration of 14.6 (SD=6.4) years. Latent class analysis was used to identify the latent classes of women with homogeneous combinations of lifestyle and psychosocial variables and to test whether the classes were prospectively associated with mortality. Analyses were stratified by race/ethnicity and were performed in 2020.

RESULTS

A total of 4 latent classes (Healthy Lifestyle and Psychosocial, Risky Psychosocial, Risky Lifestyle, and Risky Lifestyle and Risky Psychosocial) were identified for Hispanic, Black, and White women, and 2 classes (High Risk or Low Risk) were identified for American Indian and Asian women. Women in the Risky Lifestyle and Risky Psychosocial group had the highest hazard ratios for all outcomes studied for all race/ethnicity groups than those in the Healthy Lifestyle and Psychosocial group, followed by those in the Risky Lifestyle group. Risky Psychosocial class was significantly associated with an elevated risk of overall and cardiovascular disease mortality only in Black women.

CONCLUSIONS

The class with concurrent risky lifestyle and psychosocial factors conveyed the greatest risk of all types of mortality than a low-risk ref group. Health promotion should address both behavioral and psychosocial risks concurrently.

摘要

简介

尽管风险因素经常同时存在,但以前研究生活方式或心理社会因素的研究通常将这些因素视为健康的个体预测因素。本研究旨在确定以不同生活方式和心理社会风险模式为特征的女性的潜在亚组,并研究绝经后妇女风险模式与死亡率之间的前瞻性关联。

方法

共有 64812 名年龄在 50-79 岁、基线时无明显糖尿病、心血管疾病和癌症的绝经后妇女(1993-1998 年)接受随访,平均随访时间为 14.6(SD=6.4)年。采用潜在类别分析确定生活方式和心理社会变量具有同质组合的女性潜在类别,并检验这些类别是否与死亡率有前瞻性关联。分析按种族/民族分层,并于 2020 年进行。

结果

为西班牙裔、黑人和白人女性确定了 4 个潜在类别(健康生活方式和心理社会、风险心理社会、风险生活方式和风险生活方式和风险心理社会),为美国印第安人和亚裔女性确定了 2 个类别(高风险或低风险)。与健康生活方式和心理社会组相比,所有种族/民族组中,风险生活方式和风险心理社会组的所有研究结局的风险比最高,其次是风险生活方式组。风险心理社会类与黑人女性全因和心血管疾病死亡率升高显著相关。

结论

同时存在风险生活方式和心理社会因素的类别比低风险参考组具有更高的各种死亡率风险。健康促进应同时解决行为和心理社会风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/744d/8542102/db39d4c7942c/nihms-1713689-f0001.jpg

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