Lisa M Bodnar, Sharon I Kirkpatrick, Ya-Hui Yu, Edward Kennedy, Sara M Parisi, Ashley I Naimi
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The exposure was a high fat, sugar, and sodium dietary pattern versus all other diet patterns. The outcome was a composite of one or more perinatal outcomes: preeclampsia, gestational diabetes, preterm birth, or small-for-gestational-age birth. We used the doubly-robust learner, which enables the use of machine learning to identify maternal characteristics that modify the effect of the dietary pattern on the composite outcome.</p><p><strong>Results: </strong>Approximately 29% had a dietary pattern that was high in fat, sugar, and sodium. One quarter had any adverse pregnancy outcome. The confounder-adjusted association between a high fat, sugar, and sodium dietary pattern and the risk of the adverse composite pregnancy outcome was stronger among certain subgroups of the cohort than others, including individuals with a higher BMI, lower socioeconomic status, and non-Hispanic Black race/ethnicity. For instance, compared with other diet patterns, intake of a diet high in fat, sugar, and sodium was associated with 5.9 excess cases per 100 pregnancies (adjusted risk difference 0.059 (95% confidence interval 0.012, 0.11) among individuals living in a high-poverty neighborhood, but 2.3 excess cases per 100 pregnancies (0.023; 95% CI -0.011, 0.057) among those residing in a low-poverty neighborhood.</p><p><strong>Conclusions: </strong>This work may provide clues that contribute to a deeper understanding of the heterogeneity in dietary responses in pregnancy.</p>","PeriodicalId":50813,"journal":{"name":"American Journal of Clinical Nutrition","volume":" ","pages":""},"PeriodicalIF":6.5000,"publicationDate":"2025-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Heterogeneity in the association between a dietary pattern high in fat, sugar, and sodium and adverse pregnancy outcomes by maternal characteristics: a US pregnancy cohort study.\",\"authors\":\"Lisa M Bodnar, Sharon I Kirkpatrick, Ya-Hui Yu, Edward Kennedy, Sara M Parisi, Ashley I Naimi\",\"doi\":\"10.1016/j.ajcnut.2025.07.005\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>\\\"Precision nutrition\\\" aims to recognize variation in response to dietary patterns to inform tailored advice based on behavioral, social, environmental, genetic, and metabolic factors.</p><p><strong>Objective: </strong>We sought to identify characteristics of pregnant individuals that modify the associations between a high fat, sugar, and sodium diet and poor perinatal outcomes.</p><p><strong>Design: </strong>We used data from 8054 participants in the Nulliparous Pregnancy Outcomes Study: monitoring mothers-to-be (8 US medical centers, 2010‒2013), a prospective cohort study. 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引用次数: 0
摘要
背景:“精确营养”旨在识别饮食模式的变化,从而根据行为、社会、环境、遗传和代谢因素提供量身定制的建议。目的:我们试图确定孕妇的特征,这些特征可以改变高脂肪、高糖和高钠饮食与不良围产期结局之间的关系。设计:我们使用了一项前瞻性队列研究——《未产妊娠结局研究:监测准妈妈》(2010-2013年8个美国医疗中心)的8054名参与者的数据。在妊娠6-13周使用食物频率问卷评估常规围孕期饮食摄入量。暴露于高脂肪,高糖,高钠的饮食模式与其他饮食模式相比。结局是一个或多个围产期结局的综合:先兆子痫、妊娠糖尿病、早产或胎龄小的出生。我们使用了双鲁棒学习器,它可以使用机器学习来识别改变饮食模式对复合结果影响的母体特征。结果:大约29%的人有高脂肪、高糖和高钠的饮食模式。四分之一有任何不良妊娠结局。在该队列的某些亚组中,高脂肪、高糖和高钠饮食模式与不良综合妊娠结局风险之间的混杂因素调整相关性强于其他亚组,包括BMI较高、社会经济地位较低和非西班牙裔黑人种族/民族的个体。例如,与其他饮食模式相比,在生活在高贫困社区的个体中,摄入高脂肪、高糖和高钠饮食与每100例妊娠中5.9例过量病例(调整后的风险差为0.059(95%可信区间为0.012,0.11)相关,但每100例妊娠中有2.3例过量病例(0.023;95% CI -0.011, 0.057),居住在低贫困社区。结论:这项工作可能为深入了解妊娠期饮食反应的异质性提供线索。
Heterogeneity in the association between a dietary pattern high in fat, sugar, and sodium and adverse pregnancy outcomes by maternal characteristics: a US pregnancy cohort study.
Background: "Precision nutrition" aims to recognize variation in response to dietary patterns to inform tailored advice based on behavioral, social, environmental, genetic, and metabolic factors.
Objective: We sought to identify characteristics of pregnant individuals that modify the associations between a high fat, sugar, and sodium diet and poor perinatal outcomes.
Design: We used data from 8054 participants in the Nulliparous Pregnancy Outcomes Study: monitoring mothers-to-be (8 US medical centers, 2010‒2013), a prospective cohort study. Usual periconceptional dietary intake was assessed at 6‒13 weeks gestation using a food frequency questionnaire. The exposure was a high fat, sugar, and sodium dietary pattern versus all other diet patterns. The outcome was a composite of one or more perinatal outcomes: preeclampsia, gestational diabetes, preterm birth, or small-for-gestational-age birth. We used the doubly-robust learner, which enables the use of machine learning to identify maternal characteristics that modify the effect of the dietary pattern on the composite outcome.
Results: Approximately 29% had a dietary pattern that was high in fat, sugar, and sodium. One quarter had any adverse pregnancy outcome. The confounder-adjusted association between a high fat, sugar, and sodium dietary pattern and the risk of the adverse composite pregnancy outcome was stronger among certain subgroups of the cohort than others, including individuals with a higher BMI, lower socioeconomic status, and non-Hispanic Black race/ethnicity. For instance, compared with other diet patterns, intake of a diet high in fat, sugar, and sodium was associated with 5.9 excess cases per 100 pregnancies (adjusted risk difference 0.059 (95% confidence interval 0.012, 0.11) among individuals living in a high-poverty neighborhood, but 2.3 excess cases per 100 pregnancies (0.023; 95% CI -0.011, 0.057) among those residing in a low-poverty neighborhood.
Conclusions: This work may provide clues that contribute to a deeper understanding of the heterogeneity in dietary responses in pregnancy.
期刊介绍:
American Journal of Clinical Nutrition is recognized as the most highly rated peer-reviewed, primary research journal in nutrition and dietetics.It focuses on publishing the latest research on various topics in nutrition, including but not limited to obesity, vitamins and minerals, nutrition and disease, and energy metabolism.
Purpose:
The purpose of AJCN is to:
Publish original research studies relevant to human and clinical nutrition.
Consider well-controlled clinical studies describing scientific mechanisms, efficacy, and safety of dietary interventions in the context of disease prevention or health benefits.
Encourage public health and epidemiologic studies relevant to human nutrition.
Promote innovative investigations of nutritional questions employing epigenetic, genomic, proteomic, and metabolomic approaches.
Include solicited editorials, book reviews, solicited or unsolicited review articles, invited controversy position papers, and letters to the Editor related to prior AJCN articles.
Peer Review Process:
All submitted material with scientific content undergoes peer review by the Editors or their designees before acceptance for publication.