Risk factors and prediction model for postpartum psychiatric disorders: a retrospective cohort study of 1418 Chinese women from 2020 to 2022.

IF 1.7 4区 医学 Q3 OBSTETRICS & GYNECOLOGY
Wenxi Chen, Huan Ge, Jing Cong, Wenjie Zhou, Xiaoxia Chang, Xiaojie Quan, Jing Xia, Xincheng Tao, Danhua Pu, Jie Wu
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引用次数: 0

Abstract

Background: Postpartum psychiatric disorders (PPDs) have been deemed as a significant public health concern, affecting both maternal health and family dynamics. This study aimed to examine the current status of PPDs, identify the potential risk factors of PPDs, and further develop a clinical nomogram model for predicting PPDs in Chinese women.

Method: In this retrospective cohort study, 1418 postpartum women attending the routine postpartum examination at the 42nd day after delivery in Jiangsu Women and Children Health Hospital were recruited as participants from December 2020 to December 2022. The Symptom Checklist-90 (SCL-90) was utilized to assess the status of postpartum psychiatric disorders. A prediction model was constructed by multivariate logistic regression and presented as a nomogram. The performance of nomogram was measured by the receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA). The relationships between predictive factors of PPDs and SCL-90 were also evaluated using Pearson correlation analysis. The relationships between predictive factors of PPDs and SCL-90 were evaluated using Pearson correlation analysis.

Results: With the SCL-90 cutoff value of 160, the incidence of postpartum psychiatric disorders was 9.17% among Chinese urban women. The univariate and multivariate logistic regression analyses indicated that age ≤ 25 years old (OR = 10.07, 95%CI = 1.83-55.33), prenatal mood disorder (OR = 4.12, 95%CI = 1.99-8.53), invasive prenatal diagnostic procedures (OR = 4.39, 95%CI = 1.16-16.56), poor relationship with husband (OR = 2.86, 95%CI = 1.58-5.16) and poor relationship with mother-in-law (OR = 5.10, 95%CI = 2.70-9.64) were significantly associated with PPDs. A nomogram prediction model for PPDs was further constructed based on these five independent risk factors, and the area under the receiver operating characteristic curve (AUC) of the nomogram model was 0.823 (95% CI = 0.781-0.865). The calibration curves showed remarkable accuracy of the nomogram and the DCA exhibited high clinical net benefit of the nomogram. Besides, we also explored the relationships between the five risk factors and different symptom dimensions of PPDs and found that the five risk factors were almost associated with increased levels of all symptom dimensions.

Conclusions: Five psychosocial risk factors for PPDs were identified in Chinese women and the nomogram prediction model constructed based on these five risk factors could predict the risk of PPDs intuitively and individually. Systematic screening these risk factors and further conducting psychosocial interventions earlier during the pregnancy period are crucial to prevent PPDs. For future research, we intend to incorporate additional risk factors, including blood biomarkers and facial expression indicators, to refine our risk model.

产后精神障碍的风险因素和预测模型:2020 年至 2022 年 1418 名中国妇女的回顾性队列研究。
背景:产后精神障碍(PPDs)已被认为是一个重大的公共卫生问题,影响着产妇的健康和家庭动态。本研究旨在探讨产后精神障碍的现状,识别产后精神障碍的潜在风险因素,并进一步建立预测中国妇女产后精神障碍的临床提名图模型:在这项回顾性队列研究中,研究人员招募了2020年12月至2022年12月期间在江苏省妇幼保健院参加产后42天常规产后检查的1418名产后妇女作为研究对象。采用症状检查表-90(SCL-90)评估产后精神障碍状况。通过多元逻辑回归建立了一个预测模型,并以提名图的形式呈现。通过接收者操作特征曲线(ROC)、校准曲线和决策曲线分析(DCA)来衡量提名图的性能。此外,还利用皮尔逊相关分析评估了 PPDs 预测因子与 SCL-90 之间的关系。使用皮尔逊相关分析评估了 PPDs 和 SCL-90 预测因子之间的关系:结果:SCL-90 临界值为 160 时,中国城市妇女产后精神障碍的发生率为 9.17%。单变量和多变量逻辑回归分析表明,年龄≤25 岁(OR = 10.07,95%CI = 1.83-55.33)、产前情绪障碍(OR = 4.12,95%CI = 1.99-8.53)、产前侵入性诊断程序(OR = 4.39,95%CI = 1.16-16.56)、与丈夫关系差(OR = 2.86,95%CI = 1.58-5.16)和与婆婆关系差(OR = 5.10,95%CI = 2.70-9.64)与 PPDs 显著相关。根据这五个独立的风险因素,进一步构建了PPD的提名图预测模型,提名图模型的接收者操作特征曲线下面积(AUC)为0.823(95% CI = 0.781-0.865)。校准曲线显示了提名图的显著准确性,DCA 显示了提名图的高临床净效益。此外,我们还探讨了五种风险因素与PPD不同症状维度之间的关系,发现五种风险因素几乎与所有症状维度的增加水平相关:结论:在中国女性中发现了五种PPD的社会心理风险因素,基于这五种风险因素构建的提名图预测模型可以直观、个体化地预测PPD的风险。系统地筛查这些风险因素,并进一步在孕期早期进行心理干预,对于预防 PPD 至关重要。在未来的研究中,我们打算加入更多的风险因素,包括血液生物标志物和面部表情指标,以完善我们的风险模型。
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
CiteScore
4.40
自引率
0.00%
发文量
217
审稿时长
2-3 weeks
期刊介绍: The official journal of The European Association of Perinatal Medicine, The Federation of Asia and Oceania Perinatal Societies and The International Society of Perinatal Obstetricians. The journal publishes a wide range of peer-reviewed research on the obstetric, medical, genetic, mental health and surgical complications of pregnancy and their effects on the mother, fetus and neonate. Research on audit, evaluation and clinical care in maternal-fetal and perinatal medicine is also featured.
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