Synchronization study of electrohysterography for discrimination of imminent delivery in pregnant women with threatened preterm labor

IF 7 2区 医学 Q1 BIOLOGY Computers in biology and medicine Pub Date : 2024-11-13 DOI:10.1016/j.compbiomed.2024.109417
Wanting Li , Yongxiu Yang , Guangfei Li , Félix Nieto-del-Amor , Gema Prats-Boluda , Javier Garcia-Casado , Yiyao Ye-Lin , Dongmei Hao
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Abstract

Preterm birth a common and severe pregnancy complications, causing significant health, development, and economic problems. Accurate diagnosis of imminent labor for women with threatened preterm labor (TPL) is crucial. Electrohysterography (EHG), which represents uterine myometrial electrical activity, is a potential tool for predicting preterm birth. Increased cell synchronization is fundamental to generating high-intensity and coordinated uterine myometrial electrical activity as labor approaches. The present work aimed to evaluate the synchronization measures from multichannel EHG signals to predict labor in less than 24 h (time to delivery, TTD <24 h vs. TTD≥24 h), and between imminent labor (TTD <1 week) and non-imminent labor (TTD≥1 week) in women with TPL. We computed three synchronization measures: the imaginary component of coherence, phase lag index, and weighted phase lag index (wPLI) within three specific frequency bandwidths (fast wave low (FWL): 0.1–0.34 Hz, fast wave high (FWH): 0.34–1 Hz, and whole bandwidth: 0.1–1 Hz) from 115 pregnant women (26–41 weeks of gestation). Our results revealed that multichannel EHG synchronization measures significantly increased closer to delivery (labor > non-labor, imminent > non-imminent). Indeed, wPLI in the FWH bandwidth exhibited a positive correlation with gestational age (p < 0.001,correlation coefficient = 0.35) and an inverse relationship with time to delivery (p < 0.001,correlation coefficient = −0.33). wPLI allows for better distinguishing imminent from non-imminent in women with TPL, especially for those electrode pairs in the vertical direction, which has been reported as the predominant direction of uterine activity propagation. The three synchronization measures computed in FWL and FWH bandwidth provided complementary information for predicting labor in less than 24 h and also imminent labor in women with TPL, achieving an F1-score of 93 % (84.2–93 %) and 99.5 % (85.2–99.5 %) respectively. Our results suggest that EHG synchronization analysis constitutes a new sensitive metrics to discriminate imminent labor which can be potentially used for improving preterm birth prediction and understand uterine electrical activity dynamics.
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利用同步研究对有早产危险的孕妇进行电子超声波检查,以判别其是否即将分娩。
早产是一种常见的严重妊娠并发症,会造成严重的健康、发育和经济问题。对有早产威胁(TPL)的妇女进行准确的临产诊断至关重要。宫体电图(EHG)代表子宫肌电活动,是预测早产的潜在工具。临产时,细胞同步性的提高是产生高强度和协调的子宫肌电活动的基础。本研究旨在评估多通道 EHG 信号的同步测量,以预测 24 小时内的分娩(分娩时间、TTD 非分娩、临产 > 非临产)。事实上,FWH 带宽的 wPLI 与胎龄呈正相关(p
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来源期刊
Computers in biology and medicine
Computers in biology and medicine 工程技术-工程:生物医学
CiteScore
11.70
自引率
10.40%
发文量
1086
审稿时长
74 days
期刊介绍: Computers in Biology and Medicine is an international forum for sharing groundbreaking advancements in the use of computers in bioscience and medicine. This journal serves as a medium for communicating essential research, instruction, ideas, and information regarding the rapidly evolving field of computer applications in these domains. By encouraging the exchange of knowledge, we aim to facilitate progress and innovation in the utilization of computers in biology and medicine.
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