Assessment of Features between Multichannel Electrohysterogram for Differentiation of Labors

Electrohysterogram (EHG) is a promising method for noninvasive monitoring of uterine electrical activity. The main purpose of this study was to characterize the multichannel EHG signals to distinguish between term delivery and preterm birth, as well as deliveries within and beyond 24 h. A total of 2...

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Main Authors: Hao, D. (Author), Yang, L. (Author), Yang, Y. (Author), Ye‐lin, Y. (Author), Zhang, Y. (Author), Zhou, X. (Author)
Format: Article
Language:English
Published: MDPI 2022
Subjects:
Online Access:View Fulltext in Publisher
LEADER 02748nam a2200385Ia 4500
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008 220510s2022 CNT 000 0 und d
020 |a 14248220 (ISSN) 
245 1 0 |a Assessment of Features between Multichannel Electrohysterogram for Differentiation of Labors 
260 0 |b MDPI  |c 2022 
856 |z View Fulltext in Publisher  |u https://doi.org/10.3390/s22093352 
520 3 |a Electrohysterogram (EHG) is a promising method for noninvasive monitoring of uterine electrical activity. The main purpose of this study was to characterize the multichannel EHG signals to distinguish between term delivery and preterm birth, as well as deliveries within and beyond 24 h. A total of 219 pregnant women were grouped in two ways: (1) term delivery (TD), threatened preterm labor (TPL) with the outcome of preterm birth (TPL_PB), and TPL with the outcome of term delivery (TPL_TD); (2) EHG recording time to delivery (TTD) ≤ 24 h and TTD > 24 h. Three bipolar EHG signals were analyzed for the 30 min recording. Six EHG features between multiple channels, including multivariate sample entropy, mutual information, correlation coefficient, coherence, direct partial Granger causality, and direct transfer entropy, were extracted to characterize the coupling and information flow between channels. Significant differences were found for these six features between TPL and TD, and between TTD ≤ 24 h and TTD > 24 h. No significant difference was found between TPL_PB and TPL_TD. The results indicated that EHG signals of TD were more reg-ular and synchronized than TPL, and stronger coupling between multichannel EHG signals was exhibited as delivery approaches. In addition, EHG signals propagate downward for the majority of pregnant women regardless of different labors. In conclusion, the coupling and propagation features extracted from multichannel EHG signals could be used to differentiate term delivery and preterm birth and may predict delivery within and beyond 24 h. © 2022 by the authors. Licensee MDPI, Basel, Switzerland. 
650 0 4 |a Electrical activities 
650 0 4 |a electrohysterogram 
650 0 4 |a Electrohysterogram 
650 0 4 |a Entropy 
650 0 4 |a Feature 
650 0 4 |a features 
650 0 4 |a Multi channel 
650 0 4 |a Non-invasive monitoring 
650 0 4 |a Pregnant woman 
650 0 4 |a preterm birth 
650 0 4 |a Preterm birth 
650 0 4 |a Preterm labor 
650 0 4 |a term delivery 
650 0 4 |a Term delivery 
650 0 4 |a time to delivery 
650 0 4 |a Time to delivery 
700 1 |a Hao, D.  |e author 
700 1 |a Yang, L.  |e author 
700 1 |a Yang, Y.  |e author 
700 1 |a Ye‐lin, Y.  |e author 
700 1 |a Zhang, Y.  |e author 
700 1 |a Zhou, X.  |e author 
773 |t Sensors