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

IF 5 2区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Katharine J McCarthy, Shelley H Liu, Joseph Kennedy, Hiu Tai Chan, Victoria L Mayer, Luciana Vieira, Kimberly B Glazer, Gretchen Van Wye, Teresa Janevic
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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.

利用多态马尔可夫模型对妊娠糖尿病后血红蛋白 A1c 的前瞻性变化进行分析。
目的:我们描述了妊娠糖尿病患者产后 A1c 水平从状态到状态的转变,包括保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 队列的数据,该队列是 2009-2011 年间妊娠糖尿病患者的产后人群队列,并将 HbA1c 数据与长达 9 年的随访(N=34,171)相联系。我们使用马尔可夫多态模型研究了作为 A1c 变化预测因素的产妇社会人口学特征和围产期特征:结果:在妊娠糖尿病患者产后第一年,45.1% 的人未患糖尿病,43.1% 的人患糖尿病前期,4.6% 的人患糖尿病已得到控制,7.2% 的人患糖尿病未得到控制。大约三分之二的人在第二年仍处于同一状态。与白人相比,黑人更有可能从糖尿病前期转变为未控制的糖尿病(aHR:2.32 95% CI:1.21 ,4.47)。围产期风险因素与疾病进展和病情改善的可能性较低有关。例如,妊娠期高血压疾病与糖尿病前期向糖尿病未控制期的过渡有关(aHR:2.06 95% CI:1.39,3.05):我们说明了与 A1c 阶段递增的不利转变相关的因素,并描述了可能需要加强产后监测的患者情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
American journal of epidemiology
American journal of epidemiology 医学-公共卫生、环境卫生与职业卫生
CiteScore
7.40
自引率
4.00%
发文量
221
审稿时长
3-6 weeks
期刊介绍: The American Journal of Epidemiology is the oldest and one of the premier epidemiologic journals devoted to the publication of empirical research findings, opinion pieces, and methodological developments in the field of epidemiologic research. It is a peer-reviewed journal aimed at both fellow epidemiologists and those who use epidemiologic data, including public health workers and clinicians.
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