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Zhang Y, Du S, Hu T, Xu S, Lu H, Xu C, Li J, Zhu X. Establishment of a model for predicting preterm birth based on the machine learning algorithm. BMC Pregnancy Childbirth 2023; 23:779. [PMID: 37950186 PMCID: PMC10636958 DOI: 10.1186/s12884-023-06058-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 10/09/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND The purpose of this study was to construct a preterm birth prediction model based on electronic health records and to provide a reference for preterm birth prediction in the future. METHODS This was a cross-sectional design. The risk factors for the outcomes of preterm birth were assessed by multifactor logistic regression analysis. In this study, a logical regression model, decision tree, Naive Bayes, support vector machine, and AdaBoost are used to construct the prediction model. Accuracy, recall, precision, F1 value, and receiver operating characteristic curve, were used to evaluate the prediction performance of the model, and the clinical application of the model was verified. RESULTS A total of 5411 participants were included and were used for model construction. AdaBoost model has the best prediction ability among the five models. The accuracy of the model for the prediction of "non-preterm birth" was the highest, reaching 100%, and that of "preterm birth" was 72.73%. CONCLUSIONS By constructing a preterm birth prediction model based on electronic health records, we believe that machine algorithms have great potential for preterm birth identification. However, more relevant studies are needed before its application in the clinic.
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Affiliation(s)
- Yao Zhang
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Sisi Du
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Tingting Hu
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China
- People's Hospital of Deyang City, Deyang, Sichuan, China
| | - Shichao Xu
- The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Hongmei Lu
- The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Chunyan Xu
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China
- Hangzhou Hospital of Traditional Chinese Medicine, Hangzhou, Zhejiang, China
| | - Jufang Li
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China.
- Wenzhou Manna Medical Technology Ltd, Wenzhou, Zhejiang, China.
| | - Xiaoling Zhu
- School of Nursing, Wenzhou Medical University, Wenzhou, Zhejiang, China.
- Wenzhou Manna Medical Technology Ltd, Wenzhou, Zhejiang, China.
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Evaluation of mechanical and nonmechanical methods of cervix ripening in women with premature rupture of membranes: a randomized controlled trial. Am J Obstet Gynecol MFM 2023; 5:100868. [PMID: 36690182 DOI: 10.1016/j.ajogmf.2023.100868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 12/27/2022] [Accepted: 01/14/2023] [Indexed: 01/22/2023]
Abstract
BACKGROUND Premature rupture of membranes occurs in 8% of pregnancies. In the absence of spontaneous labor, induction of labor is considered an appropriate strategy for term pregnant women with premature rupture of membranes. There are several approaches for preinduction cervical ripening, including mechanical methods, such as Foley catheterization, and nonmechanical methods, such as oral misoprostol. OBJECTIVE This study aimed to evaluate and compare the effects of oral misoprostol and Foley catheterization in pregnant women with premature rupture of membranes at ≥34 weeks of gestation who underwent induction of labor. STUDY DESIGN A randomized clinical trial was conducted. The inclusion criteria included nulliparous and multiparous pregnant women at ≥34 weeks of gestation with singleton pregnancies, cephalic presentation, and confirmed amniotic fluid leakage for more than 60 minutes. A total of 104 participants were randomly allocated into 2 groups, one receiving sublingual misoprostol and the other receiving transcervical Foley catheter for cervical ripening. The primary outcome was time from intervention to delivery, and the secondary outcomes included delivery method, maternal and neonatal results (chorioamnionitis, Apgar score, neonatal sepsis, and asphyxia), and arterial blood gas analysis of the umbilical cord. RESULTS The mean time from induction of labor to delivery (11.6±1.98 hours for Foley catheter vs 10.16±2.35 hours for misoprostol; P=.007) and the median duration of cervical ripening (4.5 hours [interquartile range, 0.0-6.0] for Foley catheter vs 4.0 hours [interquartile range, 1.5-6.0] for misoprostol; P=.04) were longer in the Foley catheter group than in the misoprostol group. There was no statistically significant difference in the cesarean delivery rate between the 2 groups (29.6% for Foley catheter vs 38.5% for misoprostol; P=.2). There was no case of chorioamnionitis or asphyxia in the 2 groups. There was no significant difference between the 2 groups in terms of umbilical cord pH and the 1- and 5-minute Apgar scores (P=.1, P=.4, and P=.1); nevertheless, these values were higher in the Foley catheter group. There was no statistically significant difference among additional secondary outcomes. CONCLUSION In premature rupture of membranes cases, cervical ripening with a Foley catheter was associated with a longer duration of ripening and time from induction to delivery than cervical ripening with misoprostol. The cesarean delivery rate and the maternal and neonatal infection rates were not different between these methods.
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Efficacy and Safety Analysis of Phloroglucinol in Combination with Oxytocin for the Induction of Labor in Women with Term Premature Rupture of Membranes (PROM). COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:2617075. [PMID: 35669368 PMCID: PMC9166937 DOI: 10.1155/2022/2617075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 04/30/2022] [Accepted: 05/06/2022] [Indexed: 11/17/2022]
Abstract
Objective. The purpose of this study was to investigate the efficacy and safety of phloroglucinol in combination with oxytocin in the induction of labor in women who had experienced term premature rupture of membranes (PROM). Methods. Data from 100 women who experienced PROM between December 2020 and December 2021 were retrospectively evaluated in this study. The puerperae were categorized into observation and control groups based on their uterine contraction regimens. The observation group consisted of 53 participants that had been treated with phloroglucinol in combination with oxytocin, and the control group consisted of 47 participants that had been treated with oxytocin alone. It was observed and compared in terms of the Bishop score before and after the administration of the puerpera to see which group had the best index. A study was performed after the drug was administered to examine its effects on the duration of labor (including the first, second, and third stages of labor), the mode of delivery (including natural vaginal delivery and cesarean section), the incidence of adverse pregnancy outcomes (fetal distress and neonatal asphyxia), successful labor induction, and complication rates. Results. Patients in the observation group had a significantly higher Bishop score after administration than those in the control group (
), although there was no difference between the two groups before administration. In comparison to the control group, the observation group had a significantly higher efficacy rate for drug administration (
), as well as a significantly lower occurrence of the first stage of labor (
), a higher rate of vaginal natural delivery and successful induction of labor (
), and a significantly lower incidence of adverse pregnancy outcomes and complications (
). Conclusion. In conclusion, the use of phloroglucinol in combination with intravenous oxytocin in the process of promoting cervical ripening and induction of labor for women with PROM who are at term was investigated. This study could help women speed up cervical dilation, improve the cervical Bishop scores, shorten the total labour process, improve the effective rate of vaginal delivery, and be very safe, making it a good candidate for clinical promotion and application.
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Cason I, Rocha CA, Goldman RE. Preterm premature rupture of membranes: management between 28 and 34 weeks of pregnancy. ABCS HEALTH SCIENCES 2021. [DOI: 10.7322/abcshs.2020149.1600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Abstract
Introduction: Premature rupture of membranes remains a challenge for professionals due to the high rates of maternal and neonatal morbidity and mortality, mainly related to complications resulting from prematurity. Objective: To analyze the scientific production about premature rupture of membranes in pregnancies above 28 weeks and below 34 weeks. Methods: Integrative literature review carried out in the Lilacs, SciELO, Medline and Cochrane Library databases, between 2014 and 2018, in Portuguese, English and Spanish, including original articles, available in full online, with free access, that addressed the study theme, using the keywords "premature rupture of ovular membranes", "premature labor" and "pregnancy complications" combined using the Boolean operators "AND" and "OR". Results: Fourteen studies were included. It was possible to highlight the main recommendations regarding preterm premature rupture of membranes, divided into six categories for discussion, namely: indications for expectant management and delivery induction, prophylactic antibiotic therapy, prenatal corticosteroids, use of tocolytics, recommendations regarding the use of magnesium sulfate and amniocentesis. Conclusion: It was identified that expectant management is the ideal approach, with constant monitoring of the pregnant woman and the fetus, in addition to the administration of prophylactic antibiotics and prenatal corticosteroids, in the face of premature rupture of membranes in pregnancies between 28 and 34 weeks in order to provide the best maternal and perinatal results, guiding health professionals to evidence-based practice.
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Delorme P, Lorthe E, Sibiude J, Kayem G. Preterm and term prelabour rupture of membranes: A review of timing and methods of labour induction. Best Pract Res Clin Obstet Gynaecol 2021; 77:27-41. [PMID: 34538740 DOI: 10.1016/j.bpobgyn.2021.08.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2021] [Revised: 08/12/2021] [Accepted: 08/23/2021] [Indexed: 01/07/2023]
Abstract
Prelabour rupture of membranes (PROM) exposes both foetuses and mothers to the risk of infection. Induction of labour has been proposed to reduce this risk, but its neonatal and maternal risks and benefits must be balanced against those of expectant management (EM). Recent randomized studies of preterm PROM show that EM until 37 weeks of gestation is associated with lower overall neonatal morbidity. In term PROM, active management is associated with a shorter birth interval but not with lower rates of neonatal infection. Similar maternal and neonatal outcomes are reported regardless of whether induction uses oxytocin, PGE2, or oral misoprostol.
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Affiliation(s)
- Pierre Delorme
- Sorbonne Université, AP-HP, Department of Gynaecology and Obstetrics, Trousseau Hospital, Paris, France; INSERM UMR 1153, Obstetrical, Perinatal and Pediatric Epidemiology Research Team (EPOPé), Center for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), FHU PREMA, Paris Descartes University, Paris, France
| | - Elsa Lorthe
- INSERM UMR 1153, Obstetrical, Perinatal and Pediatric Epidemiology Research Team (EPOPé), Center for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), FHU PREMA, Paris Descartes University, Paris, France; Unit of Population Epidemiology, Department of Primary Care Medicine, Geneva University Hospitals, 1205, Geneva, Switzerland
| | - Jeanne Sibiude
- Université de Paris, IAME, INSERM, F-75018, Paris, France; AP-HP, Hôpital Louis Mourier, Service de Gynécologie-Obstétrique, F-92700, Colombes, France
| | - Gilles Kayem
- Sorbonne Université, AP-HP, Department of Gynaecology and Obstetrics, Trousseau Hospital, Paris, France; INSERM UMR 1153, Obstetrical, Perinatal and Pediatric Epidemiology Research Team (EPOPé), Center for Epidemiology and Statistics Sorbonne Paris Cité (CRESS), FHU PREMA, Paris Descartes University, Paris, France.
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Tournier A, Clouqueur E, Drumez E, Petit C, Guckert M, Houfflin-Debarge V, Subtil D, Garabedian C. Can we induce labor by mechanical methods following preterm premature rupture of membranes? J Gynecol Obstet Hum Reprod 2020; 49:101745. [PMID: 32422363 DOI: 10.1016/j.jogoh.2020.101745] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2019] [Revised: 03/13/2020] [Accepted: 03/26/2020] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To evaluate the use of the intracervical balloon compared with locally applied prostaglandins for cervical ripening for induction in patients with preterm premature rupture of membranes. METHODS Monocentric, retrospective (from 2002 to 2017) observational cohort study of singleton pregnancies complicated by preterm premature rupture of membranes and induced between 34 and 37 weeks. The primary outcome measure was balloon catheter efficiency evaluated by Cesarean section rate. Secondary outcomes were : interval from induction to delivery, labor duration, oxytocin use, intrauterine infection rate, maternal complications (i.e., postpartum hemorrhage and endometritis), and neonatal complications. RESULTS 60 patients had cervical ripening with prostaglandins alone and 58 had balloon catheter. Demographic characteristics were similar between the groups, except for induction term and neonatal weight. There was not a significant difference in occurrence of Cesarean section rate (p = 0.14). Nor were there significant differences in time from induction to birth (p = 0.32) or in intrauterine infection rate (p = 0.95). Labor duration was shorter (p = 0.006) and total oxytocin dose lower (p = 0.005) in patients induced by prostaglandins alone. Concerning neonatal outcomes, there were more transfers to intensive care (p = 0.008) and more respiratory distress (p = 0.005) among newborns induced by prostaglandins. CONCLUSION Compared with locally applied prostaglandins, balloon catheter induction is not associated with an increase of Cesarean section rate in patients with preterm premature rupture of membranes.
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Affiliation(s)
| | | | - Elodie Drumez
- CHRU Lille, Département debiostatistiques, Univ. Lille, EA 2694 - Santé Publique: Épidémiologie et Qualité Dessoins, F-59000,Lille, France
| | - Céline Petit
- CHRU Lille, Clinique d'Obstétrique, F-59000, Lille,France
| | - Marion Guckert
- CHRU Lille, Clinique d'Obstétrique, F-59000, Lille,France
| | - Véronique Houfflin-Debarge
- CHRU Lille, Clinique d'Obstétrique, F-59000, Lille,France; Université de Lille, EA 4489, Environnement Périnatal et Santé, F-59000, Lille,France
| | - Damien Subtil
- CHRU Lille, Clinique d'Obstétrique, F-59000, Lille,France
| | - Charles Garabedian
- CHRU Lille, Clinique d'Obstétrique, F-59000, Lille,France; Université de Lille, EA 4489, Environnement Périnatal et Santé, F-59000, Lille,France
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Salman L, Aviram A, Holzman R, Hay-Azogui H, Ashwal E, Hadar E, Gabbay-Benziv R. Predictors for cesarean delivery in preterm premature rupture of membranes. J Matern Fetal Neonatal Med 2019; 33:3761-3766. [PMID: 30782034 DOI: 10.1080/14767058.2019.1585422] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Objective: To determine predictors for cesarean delivery (CD) in pregnancies complicated by preterm premature rupture of membranes (PPROM) with an intention for vaginal delivery.Materials and methods: A retrospective cohort analysis of all singleton, preterm deliveries (24 + 0 to 36 + 6 weeks) following PPROM (2007-2014). Exclusion criteria included: cases intended for CD prior to delivery; short interval from PPROM to delivery (<24 hours); cervical dilatation upon admission ≥4 cm; and major fetal anatomical/chromosomal abnormalities. Potential CD predictors were evaluated by univariate followed by multivariate regression analysis.Results: Overall, 465 deliveries met inclusion criteria. Of them, 53 (11.4%) ended with CD. Women in the CD group delivered at an earlier gestational age (34 versus 35 weeks) with lower birth weights (2115 versus 2386 grams), p < .05 for both. On univariate analysis, smaller cervical dilatation upon admission and prior to delivery, longer PPROM to delivery interval and delivery indication were the only significant determinants associated CD (p < .001 for all). On multivariable regression analysis, only la rger cervical dilatation prior to delivery remained an independent factor for lower rates of CD (aOR 0.15, 95% CI 0.08-0.28, p < .001).Conclusion: Small cervical dilatation prior to delivery is an independent risk factor for CD in pregnancies complicated by PPROM.
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Affiliation(s)
- Lina Salman
- Helen Schneider Hospital for Women, Rabin Medical Center, Petach Tikva; The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Amir Aviram
- Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Lis Maternity Hospital, Tel Aviv University, Tel Aviv, Israel
| | - Roie Holzman
- Helen Schneider Hospital for Women, Rabin Medical Center, Petach Tikva; The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Hadar Hay-Azogui
- Helen Schneider Hospital for Women, Rabin Medical Center, Petach Tikva; The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Eran Ashwal
- Tel Aviv Sourasky Medical Center, The Sackler Faculty of Medicine, Lis Maternity Hospital, Tel Aviv University, Tel Aviv, Israel
| | - Eran Hadar
- Helen Schneider Hospital for Women, Rabin Medical Center, Petach Tikva; The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Rinat Gabbay-Benziv
- Hillel Yaffe Medical Center, The Rappaport faculty of Medicine, Technion, Hadera, Haifa, Israel
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Chackowicz A, Czuzoj-Shulman N, Abenhaim HA. The effects of tocolysis on neonatal septic death in women with PPROM: a retrospective cohort study. Arch Gynecol Obstet 2018; 298:897-902. [PMID: 30206736 DOI: 10.1007/s00404-018-4871-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 08/14/2018] [Indexed: 11/24/2022]
Abstract
PURPOSE In women with preterm premature rupture of membranes (PPROM), particularly those with suspected chorioamnionitis, the benefit of tocolysis on neonatal outcome remains unclear. Our purpose was to evaluate the effect of tocolysis on neonatal septic death in women with PPROM with and without chorioamnionitis. METHODS A retrospective cohort study was used to address our study objective. We created a cohort consisting of all live births between 24 and 32 weeks' gestation that were registered in the Linked Birth and Infant Death data files (2009-2013) from the United States. Multivariate logistic regression was used to evaluate the effect of tocolysis on neonatal septic death at 7 and 28 days in births with and without chorioamnionitis. RESULTS Of the 46,968 births that met our inclusion criteria, tocolysis was administered to 6264 (13.3%). Tocolysis was more commonly prescribed to Caucasians, smokers, in multiple birth pregnancies, and to women with a history of preterm births. Tocolysis was not significantly associated with neonatal septic death at 7 days (OR 0.66, 95% CI 0.39-1.13) or at 28 days (OR 0.85, 95% CI 0.60-1.19). This was consistent in pregnancies with and without chorioamnionitis. Furthermore, tocolysis was associated with a reduced risk of neonatal septic death at 7 days when administered between 24 and 27 weeks' gestation (OR 0.44, 95% CI 0.22-0.88). CONCLUSIONS In the setting of PPROM, tocolysis does not appear to increase the risk of neonatal septic death at 7 and 28 days. Therefore, consideration should be given to its administration if clinically indicated.
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Affiliation(s)
- Ariel Chackowicz
- Centre for Clinical Epidemiology and Community Studies, Jewish General Hospital, Montreal, QC, Canada
| | - Nicholas Czuzoj-Shulman
- Centre for Clinical Epidemiology and Community Studies, Jewish General Hospital, Montreal, QC, Canada
| | - Haim Arie Abenhaim
- Centre for Clinical Epidemiology and Community Studies, Jewish General Hospital, Montreal, QC, Canada. .,Department of Obstetrics and Gynecology and Epidemiology, Jewish General Hospital, McGill University, 5790 Cote-des-Neiges, H412, Montreal, QC, H3T 1E2, Canada.
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Korukcu O, Kukulu K. The effect of the mindfulness-based transition to motherhood program in pregnant women with preterm premature rupture of membranes. Health Care Women Int 2017; 38:765-785. [DOI: 10.1080/07399332.2017.1318882] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Oznur Korukcu
- Department of Obstetrics and Gynaecological Nursing, Faculty of Nursing, Akdeniz University, Antalya, Turkey
| | - Kamile Kukulu
- Department of Obstetrics and Gynaecological Nursing, Faculty of Nursing, Akdeniz University, Antalya, Turkey
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Zuo G, Dong JX, Zhao FF, Chen Y. Expression of matrix metalloproteinase-9 and its substrate level in patients with premature rupture of membranes. J OBSTET GYNAECOL 2017; 37:441-445. [PMID: 28421903 DOI: 10.1080/01443615.2016.1250734] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
In this study, 30 case of patients with full-term premature membrane rupture and another 30 cases of full-term delivered subject without premature rupture of membranes (PROM) were selected to explore the relationship between premature membrane rupture with matrix metalloproteinase 9 (MMP-9) and its substrate level. Results showed the plasma zinc, MMP-9 in serum and amniotic fluid increased in patients with PROM; their type IV collagen in serum and foetal membrane decreased. Increased Zinc ion concentration results in increased concentration of MMP-9, a zinc-dependent enzyme; the degradation of type IV collagen by MMP-9 might be the potential mechanism of premature rupture of membranes in full-term pregnant women.
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Affiliation(s)
- Ge Zuo
- a Department of Obstetrics and Gynecology , North China University of Science and Technology Affiliated Hospital , Tangshan , Hebei , China
| | - Jian-Xin Dong
- a Department of Obstetrics and Gynecology , North China University of Science and Technology Affiliated Hospital , Tangshan , Hebei , China
| | - Fang-Fei Zhao
- a Department of Obstetrics and Gynecology , North China University of Science and Technology Affiliated Hospital , Tangshan , Hebei , China
| | - Yan Chen
- a Department of Obstetrics and Gynecology , North China University of Science and Technology Affiliated Hospital , Tangshan , Hebei , China
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