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使用多状态马尔可夫模型对妊娠期糖尿病患者糖化血红蛋白A1c的前瞻性转变情况进行研究。

Prospective transitions in hemoglobin A1c following gestational diabetes using multistate Markov models.

作者信息

McCarthy Katharine J, Liu Shelley H, Kennedy Joseph, Chan Hiu Tai, Mayer Victoria L, Vieira Luciana, Glazer Kimberly B, Van Wye Gretchen, Janevic Teresa

机构信息

Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York City, NY, United States.

Department of Obstetrics, Gynecology and Reproductive Science, Icahn School of Medicine at Mount Sinai, New York City, NY, United States.

出版信息

Am J Epidemiol. 2025 Feb 5;194(2):397-406. doi: 10.1093/aje/kwae219.

Abstract

We characterized the state-to-state transitions in postpartum hemoglobin A1c levels after gestational diabetes, including remaining in a state of normoglycemia or transitions between prediabetes or diabetes states of varying severity. We used data from the APPLE Cohort, a postpartum population-based cohort of individuals with gestational diabetes between 2009 and 2011, and linked A1c data with up to 9 years of follow-up (n = 34 171). We examined maternal sociodemographic and perinatal characteristics as predictors of transitions in A1c progression using Markov multistate models. In the first year postpartum following gestational diabetes, 45.1% of people had no diabetes, 43.1% had prediabetes, 4.6% had controlled diabetes, and 7.2% had uncontrolled diabetes. Roughly two-thirds of individuals remained in the same state in the next year. Black individuals were more likely to transition from prediabetes to uncontrolled diabetes (adjusted hazard ratio [aHR] = 2.32; 95% CI, 1.21-4.47) than White persons. Perinatal risk factors were associated with disease progression and a lower likelihood of improvement. For example, hypertensive disorders of pregnancy were associated with a stronger transition (aHR = 2.06; 95% CI, 1.39-3.05) from prediabetes to uncontrolled diabetes. We illustrate factors associated with adverse transitions in incremental A1c stages and describe patient profiles that may warrant enhanced postpartum monitoring.

摘要

我们对妊娠期糖尿病产后糖化血红蛋白A1c水平的状态间转变进行了特征描述,包括维持正常血糖状态或在不同严重程度的糖尿病前期或糖尿病状态之间的转变。我们使用了APPLE队列研究的数据,该队列是一个基于人群的产后队列,纳入了2009年至2011年间患有妊娠期糖尿病的个体,并将糖化血红蛋白A1c数据与长达9年的随访数据相链接(n = 34171)。我们使用马尔可夫多状态模型,将孕产妇的社会人口统计学和围产期特征作为糖化血红蛋白A1c进展转变的预测因素进行了研究。在妊娠期糖尿病后的产后第一年,45.1%的人没有糖尿病,43.1%的人患有糖尿病前期,4.6%的人患有血糖控制良好的糖尿病,7.2%的人患有血糖控制不佳的糖尿病。在次年,约三分之二的个体维持在相同状态。黑人个体比白人个体更有可能从糖尿病前期转变为血糖控制不佳的糖尿病(调整后风险比[aHR] = 2.32;95%置信区间,1.21 - 4.47)。围产期危险因素与疾病进展及改善可能性较低相关。例如,妊娠高血压疾病与从糖尿病前期到血糖控制不佳的糖尿病的更强转变相关(aHR = 2.06;95%置信区间,1.39 - 3.05)。我们阐述了与糖化血红蛋白A1c各阶段不良转变相关的因素,并描述了可能需要加强产后监测的患者特征。

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