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基于巴西多中心早产研究的早产及其相关母婴结局的临床表型聚类分析。

Cluster analysis identifying clinical phenotypes of preterm birth and related maternal and neonatal outcomes from the Brazilian Multicentre Study on Preterm Birth.

机构信息

Department of Obstetrics and Gynaecology, University of Campinas (UNICAMP) School of Medicine, Campinas, SP, Brazil.

Unit of Statistics, School of Medical Sciences, University of Campinas (UNICAMP), Campinas, Brazil.

出版信息

Int J Gynaecol Obstet. 2019 Jul;146(1):110-117. doi: 10.1002/ijgo.12839. Epub 2019 May 21.

Abstract

OBJECTIVE

To explore a conceptual framework of clinical conditions associated with preterm birth (PTB) by cluster analysis, assessing determinants for different PTB subtypes and related maternal and neonatal outcomes.

METHODS

Secondary analysis of the Brazilian Multicentre Study on Preterm Birth of 33 740 births in 20 maternity hospitals between April 2011 and July 2012. In accordance with a prototype concept based on maternal, fetal, and placental conditions, an adapted k-means model and fuzzy algorithm were used to identify clusters using predefined conditions. The mains outcomes were phenotype clusters and maternal and neonatal outcomes.

RESULTS

Among 4150 PTBs, three clusters of PTB phenotypes were identified: women who had PTB without any predefined conditions; women with mixed conditions; and women who had pre-eclampsia, eclampsia, HELLP syndrome and fetal growth restriction. The prevalence of different preterm subtypes differed significantly in the three clusters, varying from 80.95% of provider-initiated PTBs in cluster 3-6.62% in cluster 1 (P<0.001). Although some maternal characteristics differed among the clusters, maternal and neonatal outcomes did not.

CONCLUSIONS

The analysis identified three clusters with distinct phenotypes. Women from the different clusters had different subtypes of PTB and maternal and pregnancy characteristics.

摘要

目的

通过聚类分析探讨与早产(PTB)相关的临床情况概念框架,评估不同 PTB 亚型及相关母婴结局的决定因素。

方法

对 2011 年 4 月至 2012 年 7 月间 33740 例分娩于 20 家产科医院的巴西多中心早产研究的二次分析。根据基于母体、胎儿和胎盘情况的原型概念,使用预定义条件采用适应性 k-均值模型和模糊算法识别聚类。主要结局为表型聚类和母婴结局。

结果

在 4150 例 PTB 中,确定了 3 种 PTB 表型聚类:无任何预定义条件的 PTB 妇女;混合条件的妇女;患有子痫前期、子痫、HELLP 综合征和胎儿生长受限的妇女。这 3 种聚类中不同早产亚型的发生率差异有统计学意义,从聚类 3 中 80.95%的医源性 PTB 到聚类 1 中 6.62%的自发性 PTB(P<0.001)。尽管聚类间存在一些母体特征差异,但母婴结局并无差异。

结论

该分析确定了具有不同表型的 3 个聚类。不同聚类的女性具有不同的 PTB 亚型和母体及妊娠特征。

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