ArticleFrontiers in physiology2019
Alterations in Maternal-Fetal Heart Rate Coupling Strength and Directions in Abnormal Fetuses.
Article in Frontiers in physiology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.
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Who cites it
7 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Non-linear Methods Predominant in Fetal Heart Rate Analysis: A Systematic Review.Frontiers in medicine · 2021Pooled it
- Transformer-based deep learning for estimating bidirectional maternal-fetal cardiac coupling.Frontiers in medical technology · 2026Article
- Extraction of compression indices from maternal-fetal heart rate simultaneous signals.PloS one · 2025Article
- Prediction of fetal RR intervals from maternal factors using machine learning models.Scientific reports · 2023Article
- Evidence and clinical relevance of maternal-fetal cardiac coupling: A scoping review.PloS one · 2023Article
- Editorial: Granger causality and information transfer in physiological systems: basic research and applications.Frontiers in network physiology · 2023Article
- Similarities between maternal and fetal RR interval tachograms and their association with fetal development.Frontiers in physiology · 2022Article
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Authors and funding
5 authors.
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Abstract
Because fetal gas exchange takes place via the maternal placenta, there has been growing interests in investigating the patterns and directions of maternal-fetal cardiac coupling to better understand the mechanisms of placental gas transfer. We recently reported the evidence of short-term maternal-fetal cardiac couplings in normal fetuses by using Normalized Short Time Partial Directed Coherence (NSTPDC) technique. Our results have shown weakening of coupling from fetal heart rate to maternal heart rate as the fetal development progresses while the influence from maternal to fetal heart rate coupling behaves oppositely as it shows increasing coupling strength that reaches its maximum at mid gestation. The aim of this study is to test if maternal-fetal coupling patterns change in various types of abnormal cases of pregnancies. We applied NSTPDC on simultaneously recorded fetal and maternal beat-by-beat heart rates collected from fetal and maternal ECG signals of 66 normal and 19 abnormal pregnancies. NSTPDC fetal-to-maternal coupling analyses revealed significant differences between the normal and abnormal cases (normal: normalized factor (NF) = -0.21 ± 0.85, fetus-to-mother coupling area (A_fBBI→ mBBI) = 0.44 ± 0.13, mother-to-fetus coupling area (A_mBBI→ fBBI) = 0.46 ± 0.12; abnormal: NF = -1.66 ± 0.77, A_fBBI→ mBBI = 0.08 ± 0.12, A_mBBI→ fBBI = 0.66 ± 0.24;
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