Recurrence quantification analysis of uterine vectormyometriogram to identify pregnant women with threatened preterm labor

被引:2
作者
Nieto-del-Amor, Felix [1 ]
Prats-Boluda, Gema [1 ]
Li, Wanting [2 ]
Martinez-de-Juan, JoseL. [1 ]
Yang, Lin [2 ]
Yang, Yongxiu [2 ]
Hao, Dongmei [2 ]
Ye-Lin, Yiyao [1 ]
机构
[1] Univ Politecn Valencia, Bldg Technol Res Ctr, Valencia 46022, Spain
[2] Beijing Univ Technol, Fac Environm & Life, Beijing Int Sci & Technol Cooperat Base Intelligen, Beijing 100124, Peoples R China
基金
中国国家自然科学基金;
关键词
Preterm labor; Vectormyometriogram; RQA; Recurrence plot; electrohysterography; ANTAGONIST ATOSIBAN; DELIVERY; BIRTH; ELECTROMYOGRAMS; INFARCTION; PLOTS; TERM;
D O I
10.1016/j.bspc.2023.105795
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Electrohysterography has been shown to provide relevant information on preventing preterm labor. Recent studies have confirmed the feasibility of using the vectormyometriogram (VMG) to assess uterine myoelectric vector displacement, with different physiological implications for the slow and fast waves, without suggesting its implementation in clinical practice. The fast wave VMG component has dynamic behavior in any specific direction on the X -Y plane. Since recurrence is a common feature of dynamic systems, we aimed to determine the recurrence pattern of uterine vector displacement, exploring its clinical potential in detecting imminent and preterm labor in women with threatened preterm labor and a serious preterm birth risk. For this, we analyzed the recurrence patterns from a 2D-vectormyometriogram using four common statistics: determinism, longest diagonal, entropy, and laminarity. We found significantly increased determinism (0.035 +/- 0.011 vs. 0.077 +/- 0.041), entropy (1.768 +/- 0.116 vs. 2.197 +/- 0.24) and laminarity (0.086 +/- 0.034 vs. 0.173 +/- 0.078) from the early (26-30 weeks) to late (35-37 weeks) gestation stages. As pregnancy progresses, the uterine vector displacement becomes more periodic, predictable and stable, while VMG recurrence statistics in the fast wave high bandwidth better detect imminent and preterm labor, outperforming classical EHG parameters from bipolar channels. The proposed method was also resistant to motion artifacts and preserved its discriminative capacity between the groups. Our results on VMG recurrence statistics could thus be another reliable biomarker for preventing preterm labor in women with threatened preterm labor and would favor transferring the EHG technique to clinical practice.
引用
收藏
页数:11
相关论文
共 76 条
[1]   Meta-Analysis of Neurobehavioral Outcomes in Very Preterm and/or Very Low Birth Weight Children [J].
Aarnoudse-Moens, Cornelieke Sandrine Hanan ;
Weisglas-Kuperus, Nynke ;
van Goudoever, Johannes Bernard ;
Oosterlaan, Jaap .
PEDIATRICS, 2009, 124 (02) :717-728
[2]   Automated detection of premature delivery using empirical mode and wavelet packet decomposition techniques with uterine electromyogram signals [J].
Acharya, U. Rajendra ;
Sudarshan, Vidya K. ;
Rong, Soon Qing ;
Tan, Zechariah ;
Lim, Choo Min ;
Koh, Joel E. W. ;
Nayak, Sujatha ;
Bhandary, Sulatha V. .
COMPUTERS IN BIOLOGY AND MEDICINE, 2017, 85 :33-42
[3]   A Multivariate Multiscale Fuzzy Entropy Algorithm with Application to Uterine EMG Complexity Analysis [J].
Ahmed, Mosabber U. ;
Chanwimalueang, Theerasak ;
Thayyil, Sudhin ;
Mandic, Danilo P. .
ENTROPY, 2017, 19 (01)
[4]   Uterine slow wave: directionality and changes with imminent delivery [J].
Albaladejo-Belmonte, Monica ;
Prats-Boluda, Gema ;
Ye-Lin, Yiyao ;
Garfield, Robert E. ;
Garcia-Casado, Javier .
PHYSIOLOGICAL MEASUREMENT, 2022, 43 (08)
[5]   Identification of preterm birth based on RQA analysis of electrohysterograms [J].
Borowska, Marta ;
Brzozowska, Ewelina ;
Kuc, Pawel ;
Oczeretko, Edward ;
Mosdorf, Romuald ;
Laudanski, Piotr .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2018, 153 :227-236
[6]   Effects of oxytocin receptor antagonist atosiban on pregnant myometrium in vitro [J].
Büscher, U ;
Chen, FCK ;
Riesenkampff, E ;
von Dehn, D ;
David, M ;
Dudenhausen, JW .
OBSTETRICS AND GYNECOLOGY, 2001, 98 (01) :117-121
[7]   Global, regional, and national estimates of levels of preterm birth in 2014: a systematic review and modelling analysis [J].
Chawanpaiboon, Saifon ;
Vogel, Joshua P. ;
Moller, Ann-Beth ;
Lumbiganon, Pisake ;
Petzold, Max ;
Hogan, Daniel ;
Landoulsi, Sihem ;
Jampathong, Nampet ;
Kongwattanakul, Kiattisak ;
Laopaiboon, Malinee ;
Lewis, Cameron ;
Rattanakanokchai, Siwanon ;
Teng, Ditza N. ;
Thinkhamrop, Jadsada ;
Watananirun, Kanokwaroon ;
Zhang, Jun ;
Zhou, Wei ;
Gulmezoglu, A. Metin .
LANCET GLOBAL HEALTH, 2019, 7 (01) :E37-E46
[8]   Vectorcardiography identifies patients with electrocardiographically concealed long QT syndrome [J].
Cortez, Daniel ;
Bos, J. Martijn ;
Ackerman, Michael J. .
HEART RHYTHM, 2017, 14 (06) :894-899
[9]   Cost-effectiveness of diagnostic tests for threatened preterm labor in singleton pregnancy in France [J].
Desplanches, Thomas ;
Lejeune, Catherine ;
Cottenet, Jonathan ;
Sagot, Paul ;
Quantin, Catherine .
COST EFFECTIVENESS AND RESOURCE ALLOCATION, 2018, 16
[10]   UTERINE ELECTROMYOGRAPHY - A CRITICAL-REVIEW [J].
DEVEDEUX, D ;
MARQUE, C ;
MANSOUR, S ;
GERMAIN, G ;
DUCHENE, J .
AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 1993, 169 (06) :1636-1653