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中国孕妇产后泌乳Ⅱ期延迟发生风险预测模型的建立与验证

Development and validation of a model for predicting the risks for delayed onset of lactogenesis stage II for Chinese pregnant women.

作者信息

Li Wenting, Kuang Guofang, Chen Yanqiu, Yu Peng, Zhang Meng

机构信息

Department of Obstetrics, The Affiliated Hospital of Qingdao University, Qingdao, China.

出版信息

Sci Rep. 2025 May 16;15(1):17074. doi: 10.1038/s41598-025-01597-9.

DOI:10.1038/s41598-025-01597-9
PMID:40379739
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12084521/
Abstract

Delayed onset lactogenesis II has adverse effects on breastfeeding and neonatal health. This study aimed to determine the risk factors of DOL II, develop a predictive model for DOL II, and test its validity. This was a retrospective cohort study. A total of 450 pregnant women were involved in this study, including 112 cases with DOL II and 338 cases without DOL II, who were hospitalized between October 2023 and April 2024. Univariate and multivariate logistic regression analyses were conducted to determine the risk factors of DOL II, which were then included in the nomogram. The performance of the nomogram model was evaluated by the area under the receiver operating curve, calibration curve, and Hosmer-Lemeshow test. Decision curve analysis was used to evaluate the clinical efficacy of the nomogram. The results showed that maternal age, pre-pregnancy BMI, gestational age, parity, delivery mode, length of stage II labor, gestational diabetes, EPDS, maternal-infant separation, breastfeeding education during pregnancy, formula use, and onset of breastfeeding within the first hour were independent risk factors. In the derivation cohort, the AUC was 0.786. Youden index was 1.526, with a sensitivity of 0.781 and a specificity of 0.745. In the verification cohort, AUC was 0.748. The nomogram model has good consistency and performance, which can identify women who are at high risk of DOL II.

摘要

产后泌乳Ⅱ期延迟对母乳喂养和新生儿健康有不良影响。本研究旨在确定产后泌乳Ⅱ期延迟的危险因素,建立其预测模型并检验其有效性。这是一项回顾性队列研究。本研究共纳入450名孕妇,其中产后泌乳Ⅱ期延迟者112例,无产后泌乳Ⅱ期延迟者338例,均于2023年10月至2024年4月住院。采用单因素和多因素逻辑回归分析确定产后泌乳Ⅱ期延迟的危险因素,然后将其纳入列线图。通过受试者操作特征曲线下面积、校准曲线和Hosmer-Lemeshow检验评估列线图模型的性能。采用决策曲线分析评估列线图的临床疗效。结果显示,产妇年龄、孕前体重指数、孕周、产次、分娩方式、第二产程时长、妊娠期糖尿病、爱丁堡产后抑郁量表评分、母婴分离、孕期母乳喂养教育、配方奶使用以及产后1小时内开始母乳喂养是独立危险因素。在推导队列中,曲线下面积为0.786。约登指数为1.526,灵敏度为0.781,特异度为0.745。在验证队列中,曲线下面积为0.748。列线图模型具有良好的一致性和性能,能够识别产后泌乳Ⅱ期延迟高危女性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/bad8c3fcc8a1/41598_2025_1597_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/6fb15c83b6d1/41598_2025_1597_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/71977e31f420/41598_2025_1597_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/ab3a0a27f8da/41598_2025_1597_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/5e42a6f0ff85/41598_2025_1597_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/bad8c3fcc8a1/41598_2025_1597_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/6fb15c83b6d1/41598_2025_1597_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/71977e31f420/41598_2025_1597_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/ab3a0a27f8da/41598_2025_1597_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/5e42a6f0ff85/41598_2025_1597_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/315c/12084521/bad8c3fcc8a1/41598_2025_1597_Fig5_HTML.jpg

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Clinical assessment of breastfeeding in preterm infants.早产儿母乳喂养的临床评估。
Eur J Clin Nutr. 2024 Oct;78(10):825-829. doi: 10.1038/s41430-024-01471-3. Epub 2024 Jul 9.
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Attitudes and barriers to breastfeeding among women at high-risk for not breastfeeding: a prospective observational study.母乳喂养风险较高的妇女对母乳喂养的态度和障碍:一项前瞻性观察研究。
BMC Pregnancy Childbirth. 2024 Jan 24;24(1):81. doi: 10.1186/s12884-024-06264-x.
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Prevalence and risk factors of delayed onset lactogenesis II in China: a systematic review and meta-analysis.中国晚发性 II 期泌乳启动的流行率及危险因素:系统评价和荟萃分析。
J Matern Fetal Neonatal Med. 2023 Dec;36(1):2214833. doi: 10.1080/14767058.2023.2214833.
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Breastfeeding: crucially important, but increasingly challenged in a market-driven world.母乳喂养:至关重要,但在市场经济驱动的世界中,面临越来越多的挑战。
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Determinants of delayed onset of lactogenesis II among women who delivered via Cesarean section at a tertiary hospital in China: a prospective cohort study.中国一家三级医院剖宫产产妇中 II 期泌乳延迟的决定因素:一项前瞻性队列研究。
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