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Hardalaç F, Akmal H, Ayturan K, Acharya UR, Tan RS. A Pragmatic Approach to Fetal Monitoring via Cardiotocography Using Feature Elimination and Hyperparameter Optimization. Interdiscip Sci 2024; 16:882-906. [PMID: 39367993 DOI: 10.1007/s12539-024-00647-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 07/26/2024] [Accepted: 07/27/2024] [Indexed: 10/07/2024]
Abstract
Cardiotocography (CTG) is used to assess the health of the fetus during birth or antenatally in the third trimester. It concurrently detects the maternal uterine contractions (UC) and fetal heart rate (FHR). Fetal distress, which may require therapeutic intervention, can be diagnosed using baseline FHR and its reaction to uterine contractions. Using CTG, a pragmatic machine learning strategy based on feature reduction and hyperparameter optimization was suggested in this study to classify the various fetal states (Normal, Suspect, Pathological). An application of this strategy can be a decision support tool to manage pregnancies. On a public dataset of 2126 CTG recordings, the model was assessed using various standard CTG dataset specific and relevant classifiers. The classifiers' accuracy was improved by the proposed method. The model accuracy was increased to 97.20% while using Random Forest (best classifier). Practically speaking, the model was able to correctly predict 100% of all pathological cases and 98.8% of all normal cases in the dataset. The proposed model was also implemented on another public CTG dataset having 552 CTG signals, resulting in a 97.34% accuracy. If integrated with telemedicine, this proposed model could also be used for long-distance "stay at home" fetal monitoring in high-risk pregnancies.
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Affiliation(s)
- Fırat Hardalaç
- Department of Electrical Electronics Engineering, Gazi University, 06560, Ankara, Türkiye
| | - Haad Akmal
- Department of Electrical Electronics Engineering, Gazi University, 06560, Ankara, Türkiye.
- Department of Electrical Engineering, Bahria University, Islamabad, 44000, Pakistan.
| | - Kubilay Ayturan
- Department of Electrical Electronics Engineering, Gazi University, 06560, Ankara, Türkiye
| | - U Rajendra Acharya
- Artificial Intelligence Applications Laboratory, School of Mathematics, Physics, and Computing, University of Southern Queensland, Springfield, QLD, 4300, Australia
| | - Ru-San Tan
- National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore, 169609, Singapore
- Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
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2
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Eenkhoorn C, van den Wildenberg S, Goos TG, Dankelman J, Franx A, Eggink AJ. A systematic catalog of studies on fetal heart rate pattern and neonatal outcome variables. J Perinat Med 2024:jpm-2024-0364. [PMID: 39445677 DOI: 10.1515/jpm-2024-0364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 10/06/2024] [Indexed: 10/25/2024]
Abstract
OBJECTIVES To study the methodology and results of studies assessing the relationship between fetal heart rate and specified neonatal outcomes including, heart rate, infection, necrotizing enterocolitis, intraventricular hemorrhage, hypoxic-ischemic encephalopathy, and seizure. METHODS Embase, Medline ALL, Web of Science Core Collection, Cochrane Central Register of Controlled Trials, and CINAHL were searched from inception to October 5, 2023. RESULTS Forty-two studies were included, encompassing 57,232 cases that underwent fetal monitoring and were evaluated for neonatal outcome. Heterogeneity was observed in the timing and duration of fetal heart rate assessment, classification guidelines used, number of assessors, and definition and timing of neonatal outcome assessment. Nonreassuring fetal heart rate was linked to lower neonatal heart rate variability. A significant increase in abnormal fetal heart rate patterns were reported in neonates with hypoxic-ischemic encephalopathy, but the predictive ability was found to be limited. Conflicting results were reported regarding sepsis, seizure and intraventricular hemorrhage. No association was found between necrotizing enterocolitis rate and fetal heart rate. CONCLUSIONS There is great heterogeneity in the methodology used in studies evaluating the association between fetal heart rate and aforementioned neonatal outcomes. Hypoxic-ischemic encephalopathy was associated with increased abnormal fetal heart rate patterns, although the predictive ability was low. Further research on developing and evaluating an automated early warning system that integrates computerized cardiotocography with a perinatal health parameter database to provide objective alerts for patients at-risk is recommended.
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Affiliation(s)
- Chantal Eenkhoorn
- Department of Obstetrics and Gynecology, Erasmus MC, Rotterdam, The Netherlands
| | - Sarah van den Wildenberg
- Department of Obstetrics and Gynecology, 6993 Erasmus MC, University Medical Center , Rotterdam, The Netherlands
| | - Tom G Goos
- Department of Neonatal and Pediatric Intensive Care, 6993 Erasmus MC, University Medical Center , Rotterdam, The Netherlands
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Jenny Dankelman
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Arie Franx
- Department of Obstetrics and Gynecology, 6993 Erasmus MC, University Medical Center , Rotterdam, The Netherlands
| | - Alex J Eggink
- Department of Obstetrics and Gynecology, 6993 Erasmus MC, University Medical Center , Rotterdam, The Netherlands
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Franco LC, Buitrago SM, Arbelaez I, Pinto LF, Blanco D, Pizarro MC, Santamaria L, Trillos C. Development, Validation, and Diagnostic Accuracy of the Fetal Lack of Responsiveness Scale for Diagnosis of Severe Perinatal Hypoxia. J Pregnancy 2024; 2024:9779831. [PMID: 39444638 PMCID: PMC11498997 DOI: 10.1155/2024/9779831] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 09/17/2024] [Indexed: 10/25/2024] Open
Abstract
Background: There are limitations to predicting perinatal asphyxia, as current tools rely almost entirely on fetal cardiotocography (CTG). The fetal lack of responsiveness scale (FLORS) is a new diagnostic alternative based on the physiological phenomena associated with fetal hypoxia. Objectives: The objective of this study was to develop, validate, and assess the diagnostic accuracy of the FLORS for predicting severe perinatal hypoxia (SPH). Study Design: A two-phase retrospective observational cross-sectional analytical study was conducted. Phase 1 involved the formulation and retrospective validation of the FLORS. A total of 366 fetal CTG records were evaluated twice by seven readers. Phase 2 was a collaborative, retrospective, multicenter diagnostic test study that included 37 SPH and 366 non-SPH cases. Results: Phase 1: A numeric, physiology-based scale was developed and refined based on expert opinions. The median time to apply the scale per reading was 38 s. Cronbach's alpha, which is a reliability measure, was significant (p = 0.784). The kappa index for test-retest agreement was moderate to reasonable, with a median value of 0.642. For interobserver agreement, the kappa index per variable was as follows: baseline, 0.669; accelerations, 0.658; variability, 0.467; late/variable decelerations, 0.638; slow response decelerations, 0.617; and trend to change, 0.423. Phase 2, including 37 SPH and 366 non-SPH cases, showed a sensitivity of 62.2% and specificity of 75.4% for the 2-point score, whereas the 3-point score had a sensitivity of 35.1% and specificity of 89.9%. The area under the curve (AUC) was significant at 0.73 (CI 0.645-0.818). Conclusions: FLORS demonstrated significant internal consistency and observer agreement, with a promising sensitivity-specificity balance and significant AUC. Further research is needed to assess its impact on perinatal hypoxia and cesarean delivery.
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Affiliation(s)
- Luis Carlos Franco
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
- Hospital universitario Fundación Santa Fé de Bogotá, Grupo de investigación en ginecología obstetricia y reproducción humana, Bogotá, Colombia
| | | | - Isabel Arbelaez
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
| | - Laura F. Pinto
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
| | - Daniela Blanco
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
| | - María C. Pizarro
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
| | - Laura Santamaria
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
| | - Catalina Trillos
- Facultad de medicina, Universidad de Los Andes, Bogotá, Colombia
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4
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Yakıt Yeşilyurt S, Birinci Olgun T, Ayaz Taş S, Tosun G, Özer M, Özengin N. Safety and efficacy of motor imagery-based physical activity in high-risk pregnancy: A randomized controlled study. Int J Gynaecol Obstet 2024. [PMID: 39031032 DOI: 10.1002/ijgo.15799] [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: 02/04/2024] [Revised: 06/17/2024] [Accepted: 07/06/2024] [Indexed: 07/22/2024]
Abstract
OBJECTIVE This study aimed to investigate the acute effects of motor imagery-based physical activity on maternal well-being, maternal blood pressure, heart rate, oxygen saturation, fetal heart rate, and uterine contractions in women with high-risk pregnancies. METHODS This randomized controlled trial was conducted in Izmir Tepecik Education and Research Hospital from August 2023 to January 2024. Seventy-six women with high-risk pregnancies were randomized into two groups: a motor imagery group (n = 38, diaphragmatic-breathing exercise and motor imagery-based physical activity) and a control group (n = 38, diaphragmatic-breathing exercise). Maternal well-being was determined using the Numerical Rating Scale-11. Digital sphygmomanometry was used to measure maternal heart rate and blood pressure, pulse oximetry for oxygen saturation, and cardiotocography for fetal heart rate and uterine contractions. Assessments were performed pre-intervention, mid-intervention, and post-intervention. RESULTS There were no significant differences in baseline characteristics between groups (P > 0.05). There was a significant main effect of time in terms of maternal well-being and maternal heart rate (P = 0.001 and P = 0.015). In addition, there was a significant main effect of the group on oxygen saturation (P = 0.025). The overall group-by-time interaction was significant for maternal well-beingm with an effect size of 0.05 (P = 0.041). CONCLUSION The combination of diaphragmatic-breathing exercises and a motor imagery-based physical activity program in women with high-risk pregnancies was determined to have no adverse effects on the fetus, did not induce uterine contractions, and resulted in a significant improvement in maternal well-being and oxygen saturation. Thus, imagery-based physical activity can be used in high-risk pregnancies where physical activity and exercise are not recommended.
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Affiliation(s)
- Seda Yakıt Yeşilyurt
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Izmir University of Economics, Izmir, Turkey
| | - Tansu Birinci Olgun
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Istanbul Medeniyet University, Istanbul, Turkey
| | - Seda Ayaz Taş
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Bolu Abant Izzet Baysal University, Bolu, Turkey
| | - Gökhan Tosun
- Clinic of Gynecology and Obstetrics, Izmir Tepecik Education and Research Hospital, University of Health Sciences, Izmir, Turkey
| | - Mehmet Özer
- Clinic of Gynecology and Obstetrics, Izmir Tepecik Education and Research Hospital, University of Health Sciences, Izmir, Turkey
| | - Nuriye Özengin
- Department of Physiotherapy and Rehabilitation, Faculty of Health Sciences, Bolu Abant Izzet Baysal University, Bolu, Turkey
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Tsikouras P, Oikonomou E, Bothou A, Kyriakou D, Nalbanti T, Andreou S, Daniilidis A, Peitsidis P, Nikolettos K, Iatrakis G, Nikolettos N. Labor management and neonatal outcomes in cardiotocography categories II and III (Review). MEDICINE INTERNATIONAL 2024; 4:27. [PMID: 38628383 PMCID: PMC11019468 DOI: 10.3892/mi.2024.151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 03/20/2024] [Indexed: 04/19/2024]
Abstract
The safe care of both mothers and fetuses during labor is a primary goal of all health professionals. The assessment of fetal oxygenation and well-being is a key aspect of perinatal care provided. Fetal heart rate (FHR) auscultation became part of daily obstetric practice in a number of countries during the 20th century and remains a key method of fetal monitoring, particularly in low-risk pregnancies. Cardiotocography (CTG) is the continuous monitoring and recording of the FHR and uterine myometrial activity, making it possible to assess the fetal condition. It therefore plays a critical role in the detection of fetal hypoxia during labor, a condition directly related to short- and long-term complications in the newborn. Herein, particular reference is made to the management of CTG category II and III standards, as well as to the handling of childbirth. In addition, specific FHR patterns are associated with immediate neonatal outcomes based on updated studies conducted worldwide. Finally, the prognostic significance of CTG and its potential as a prospective avenue for further investigation are also highlighted herein. Given that the misinterpretation of CTG findings is the most common cause of medical-legal responsibility, this knowledge field requires more emphasis and attention. The aim of the present review was to further deepen the knowledge on issues that mainly concern the safety and monitoring of pregnant women and fetuses during childbirth.
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Affiliation(s)
- Panagiotis Tsikouras
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Efthimios Oikonomou
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Anastasia Bothou
- Midwifery Department of Neonatology, University Hospital Alexandra, 11528 Athens, Greece
| | - Dimimitrios Kyriakou
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Theopi Nalbanti
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Sotirios Andreou
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Angelos Daniilidis
- 1st Department of Obstetrics and Gynecology, Papageorgiou Hospital, Aristotle University of Thessaloniki, 56429 Thessaloniki, Greece
| | - Panagiotis Peitsidis
- Department of Obstetrics and Gynecology, Helena Venizelou Maternity Hospital, 11521 Athens, Greece
| | - Konstantinos Nikolettos
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
| | - Georgios Iatrakis
- Midwifery Department, University of West Attica, 12243 Athens, Greece
| | - Nikolaos Nikolettos
- Department of Obstetrics and Gynecology, Democritus University of Thrace, 68100 Alexandroupolis, Greece
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6
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Jamel L, Umer M, Saidani O, Alabduallah B, Alsubai S, Ishmanov F, Kim TH, Ashraf I. Improving prediction of maternal health risks using PCA features and TreeNet model. PeerJ Comput Sci 2024; 10:e1982. [PMID: 38660162 PMCID: PMC11042025 DOI: 10.7717/peerj-cs.1982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 03/15/2024] [Indexed: 04/26/2024]
Abstract
Maternal healthcare is a critical aspect of public health that focuses on the well-being of pregnant women before, during, and after childbirth. It encompasses a range of services aimed at ensuring the optimal health of both the mother and the developing fetus. During pregnancy and in the postpartum period, the mother's health is susceptible to several complications and risks, and timely detection of such risks can play a vital role in women's safety. This study proposes an approach to predict risks associated with maternal health. The first step of the approach involves utilizing principal component analysis (PCA) to extract significant features from the dataset. Following that, this study employs a stacked ensemble voting classifier which combines one machine learning and one deep learning model to achieve high performance. The performance of the proposed approach is compared to six machine learning algorithms and one deep learning algorithm. Two scenarios are considered for the experiments: one utilizing all features and the other using PCA features. By utilizing PCA-based features, the proposed model achieves an accuracy of 98.25%, precision of 99.17%, recall of 99.16%, and an F1 score of 99.16%. The effectiveness of the proposed model is further confirmed by comparing it to existing state of-the-art approaches.
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Affiliation(s)
- Leila Jamel
- Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Muhammad Umer
- Department of Computer Science & Information Technology, The Islamia University of Bahawalpur, Bahawalpur, Punjab, Pakistan
| | - Oumaima Saidani
- Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Bayan Alabduallah
- Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Shtwai Alsubai
- Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj, Saudi Arabia
| | - Farruh Ishmanov
- Department of Electronics and Communication Engineering, Kwangwoon University, Seoul, Republic of South Korea
| | - Tai-hoon Kim
- School of Electrical and Computer Engineering, Yeosu Campus, Chonnam National University, Daehak-ro, Yeosu-si, Jeollanam-do, Republic of South Korea
| | - Imran Ashraf
- Department of Information and Communication Engineering, Yeungnam University, Gyeongsan, Republic of South Korea
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7
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Mitchell JM, Walsh S, O'Byrne LJ, Conrick V, Burke R, Khashan AS, Higgins J, Greene R, Maher GM, McCarthy FP. Association between intrapartum fetal pulse oximetry and adverse perinatal and long-term outcomes: a systematic review and meta-analysis protocol. HRB Open Res 2024; 6:63. [PMID: 38628596 PMCID: PMC11019289 DOI: 10.12688/hrbopenres.13802.2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/14/2024] [Indexed: 04/19/2024] Open
Abstract
Background Current methods of intrapartum fetal monitoring based on heart rate, increase the rates of operative delivery but do not prevent or accurately detect fetal hypoxic brain injury. There is a need for more accurate methods of intrapartum fetal surveillance that will decrease the incidence of adverse perinatal and long-term neurodevelopmental outcomes while maintaining the lowest possible rate of obstetric intervention. Fetal pulse oximetry (FPO) is a technology that may contribute to improved intrapartum fetal wellbeing evaluation by providing a non-invasive measurement of fetal oxygenation status. Objective This systematic review and meta-analysis aims to synthesise the evidence examining the association between intrapartum fetal oxygen saturation levels and adverse perinatal and long-term outcomes in the offspring. Methods We will include randomised control trials (RCTs), cohort, cross-sectional and case-control studies which examine the use of FPO during labour as a means of measuring intrapartum fetal oxygen saturation and assess its effectiveness at detecting adverse perinatal and long-term outcomes compared to existing intrapartum surveillance methods. A detailed systematic search of PubMed, EMBASE, CINAHL, The Cochrane Library, Web of Science, ClinicalTrials.Gov and WHO ICTRP will be conducted following a detailed search strategy until February 2024. Three authors will independently review titles, abstracts and full text of articles. Two reviewers will independently extract data using a pre-defined data extraction form and assess the quality of included studies using the Risk of Bias tool for RCTs and Newcastle-Ottawa Scale for observational studies. The grading of recommendations, assessment, development, and evaluation (GRADE) approach will be used to evaluate the certainty of the evidence. We will use random-effects meta-analysis for each exposure-outcome association to calculate pooled estimates using the generic variance method. This systematic review will follow the Preferred Reporting Items for Systematic reviews and Meta-analyses and MOOSE guidelines. PROSPERO registration CRD42023457368 (04/09/2023).
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Affiliation(s)
- Jill M. Mitchell
- INFANT Research Centre, University College Cork, Cork, County Cork, Ireland
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
| | - Siobhan Walsh
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
| | - Laura J. O'Byrne
- INFANT Research Centre, University College Cork, Cork, County Cork, Ireland
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
| | - Virginia Conrick
- UCC Library, University College Cork, Cork, County Cork, Ireland
| | - Ray Burke
- Tyndall National Institute, University College Cork, Cork, County Cork, Ireland
| | - Ali S. Khashan
- INFANT Research Centre, University College Cork, Cork, County Cork, Ireland
- School of Public Health, University College Cork, Cork, County Cork, Ireland
| | - John Higgins
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
| | - Richard Greene
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
- National Perinatal Epidemiology Centre, University College Cork, Cork, County Cork, Ireland
| | - Gillian M. Maher
- INFANT Research Centre, University College Cork, Cork, County Cork, Ireland
- School of Public Health, University College Cork, Cork, County Cork, Ireland
| | - Fergus P. McCarthy
- INFANT Research Centre, University College Cork, Cork, County Cork, Ireland
- Department of Obstetrics and Gynaecology, University College Cork, Cork, County Cork, Ireland
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Steyde G, Spairani E, Magenes G, Signorini MG. Fetal heart rate spectral analysis in raw signals and PRSA-derived curve: normal and pathological fetuses discrimination. Med Biol Eng Comput 2024; 62:437-447. [PMID: 37889432 PMCID: PMC10794317 DOI: 10.1007/s11517-023-02953-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 10/16/2023] [Indexed: 10/28/2023]
Abstract
Cardiotocography (CTG) is the most common technique for electronic fetal monitoring and consists of the simultaneous recording of fetal heart rate (FHR) and uterine contractions. In analogy with the adult case, spectral analysis of the FHR signal can be used to assess the functionality of the autonomic nervous system. To do so, several methods can be employed, each of which has its strengths and limitations. This paper aims at performing a methodological investigation on FHR spectral analysis adopting 4 different spectrum estimators and a novel PRSA-based spectral method. The performances have been evaluated in terms of the ability of the various methods to detect changes in the FHR in two common pregnancy complications: intrauterine growth restriction (IUGR) and gestational diabetes. A balanced dataset containing 2178 recordings distributed between the 32nd and 38th week of gestation was used. The results show that the spectral method derived from the PRSA better differentiates high-risk pregnancies vs. controls compared to the others. Specifically, it more robustly detects an increase in power percentage within the movement frequency band and a decrease in high frequency between pregnancies at high risk in comparison to those at low risk.
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Affiliation(s)
- Giulio Steyde
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy.
| | - Edoardo Spairani
- Electrical, Computer and Biomedical Engineering Department, Università di Pavia, 27100, Pavia, Italy
| | - Giovanni Magenes
- Electrical, Computer and Biomedical Engineering Department, Università di Pavia, 27100, Pavia, Italy
| | - Maria G Signorini
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano, Italy
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9
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Feng J, Liang J, Qiang Z, Hao Y, Li X, Li L, Chen Q, Liu G, Wei H. A hybrid stacked ensemble and Kernel SHAP-based model for intelligent cardiotocography classification and interpretability. BMC Med Inform Decis Mak 2023; 23:273. [PMID: 38017460 PMCID: PMC10685618 DOI: 10.1186/s12911-023-02378-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 11/16/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Intelligent cardiotocography (CTG) classification can assist obstetricians in evaluating fetal health. However, high classification performance is often achieved by complex machine learning (ML)-based models, which causes interpretability concerns. The trade-off between accuracy and interpretability makes it challenging for most existing ML-based CTG classification models to popularize in prenatal clinical applications. METHODS Aiming to improve CTG classification performance and prediction interpretability, a hybrid model was proposed using a stacked ensemble strategy with mixed features and Kernel SHapley Additive exPlanations (SHAP) framework. Firstly, the stacked ensemble classifier was established by employing support vector machines (SVM), extreme gradient boosting (XGB), and random forests (RF) as base learners, and backpropagation (BP) as a meta learner whose input was mixed with the CTG features and the probability value of each category output by base learners. Then, the public and private CTG datasets were used to verify the discriminative performance. Furthermore, Kernel SHAP was applied to estimate the contribution values of features and their relationships to the fetal states. RESULTS For intelligent CTG classification using 10-fold cross-validation, the accuracy and average F1 score were 0.9539 and 0.9249 in the public dataset, respectively; and those were 0.9201 and 0.8926 in the private dataset, respectively. For interpretability, the explanation results indicated that accelerations (AC) and the percentage of time with abnormal short-term variability (ASTV) were the key determinants. Specifically, the probability of abnormality increased and that of the normal state decreased as the value of ASTV grew. In addition, the likelihood of the normal status rose with the increase of AC. CONCLUSIONS The proposed model has high classification performance and reasonable interpretability for intelligent fetal monitoring.
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Affiliation(s)
- Junyuan Feng
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jincheng Liang
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Zihan Qiang
- School of The Fifth Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yuexing Hao
- Department of Human Centered Design, Cornell University, Ithaca, NY, USA
| | - Xia Li
- Third Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Li Li
- Tianhe District People's Hospital, First Affiliated Hospital of Jinan University, Guangzhou, China
- Guangzhou Sunray Medical Apparatus Co. Ltd, Guangzhou, China
| | - Qinqun Chen
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Guiqing Liu
- First Affiliated Hospital, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Hang Wei
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Guangzhou, China.
- Intelligent Chinese Medicine Research Institute, Guangzhou University of Chinese Medicine, Guangzhou, China.
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10
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Magenes G, Signorini MG. Editorial: Biomedical engineering technologies and methods in antenatal medicine. Front Bioeng Biotechnol 2023; 11:1239031. [PMID: 37593326 PMCID: PMC10431978 DOI: 10.3389/fbioe.2023.1239031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 07/19/2023] [Indexed: 08/19/2023] Open
Affiliation(s)
- Giovanni Magenes
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
- Centre for Health Technologies, University of Pavia, Pavia, Lombardy, Italy
| | - Maria G. Signorini
- Department of Electronics, Information and Bioengineering, Polytechnic University of Milan, Milan, Lombardy, Italy
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11
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Fracalozzi JDL, Okido MM, Crott GC, Duarte G, Cavalli RDC, Araujo Júnior E, Peixoto AB, Marcolin AC. Maternal, obstetric, and fetal Doppler characteristics in a high-risk population: prediction of adverse perinatal outcomes and of cesarean section due to intrapartum fetal compromise. Radiol Bras 2023; 56:179-186. [PMID: 37829588 PMCID: PMC10567096 DOI: 10.1590/0100-3984.2022.0104] [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: 11/04/2022] [Revised: 11/28/2022] [Accepted: 12/01/2022] [Indexed: 10/14/2023] Open
Abstract
Objective To evaluate the capacity of fetal Doppler, maternal, and obstetric characteristics for the prediction of cesarean section due to intrapartum fetal compromise (IFC), a 5-min Apgar score < 7, and an adverse perinatal outcome (APO), in a high-risk population. Materials and Methods This was a prospective cohort study involving 613 singleton pregnant women, admitted for labor induction or at the beginning of spontaneous labor, who underwent Doppler ultrasound within the last 72 h before delivery. The outcome measures were cesarean section due to IFC, a 5-min Apgar score < 7, and any APO. Results We found that maternal characteristics were neither associated with nor predictors of an APO. Abnormal umbilical artery (UA) resistance index (RI) and the need for intrauterine resuscitation were found to be significant risk factors for cesarean section due to IFC (p = 0.03 and p < 0.0001, respectively). A UA RI > the 95th percentile and a cerebroplacental ratio (CPR) < 0.98 were also found to be predictors of cesarean section due to IFC. Gestational age and a UA RI > 0.84 were found to be predictors of a 5-min Apgar score < 7 for newborns at < 29 and ≥ 29 weeks, respectively. The UA RI and CPR presented moderate accuracy in predicting an APO, with areas under the ROC curve of 0.76 and 0.72, respectively. Conclusion A high UA RI appears to be a significant predictor of an APO. The CPR seems to be predictive of cesarean section due to IFC and of an APO in late preterm and term newborns.
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Affiliation(s)
- Jonas de Lara Fracalozzi
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
| | - Marcos Masaru Okido
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
| | - Gerson Cláudio Crott
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
| | - Geraldo Duarte
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
| | - Ricardo de Carvalho Cavalli
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
| | - Edward Araujo Júnior
- Department of Obstetrics, Escola Paulista de Medicina da
Universidade Federal de São Paulo (EPM-Unifesp), São Paulo, SP, Brazil
- Medical Course, Universidade Municipal de São Caetano do Sul
(USCS), Campus Bela Vista, São Paulo, SP, Brazil
| | - Alberto Borges Peixoto
- Department of Obstetrics and Gynecology, Universidade Federal do
Triângulo Mineiro (UFTM), Uberaba, MG, Brazil
- Gynecology and Obstetrics Service, Hospital Universitário
Mário Palmério, Universidade de Uberaba (Uniube), Uberaba, MG, Brazil
| | - Alessandra Cristina Marcolin
- Department of Gynecology and Obstetrics, Faculdade de Medicina de
Ribeirão Preto da Universidade de São Paulo (FMRP-USP),
Ribeirão Preto, SP, Brazil
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12
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Francis F, Luz S, Wu H, Townsend R, Stock SS. Machine Learning to Classify Cardiotocography for Fetal Hypoxia Detection. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023; 2023:1-4. [PMID: 38083272 DOI: 10.1109/embc40787.2023.10340803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
Fetal hypoxia can cause damaging consequences on babies' such as stillbirth and cerebral palsy. Cardiotocography (CTG) has been used to detect intrapartum fetal hypoxia during labor. It is a non-invasive machine that measures the fetal heart rate and uterine contractions. Visual CTG suffers inconsistencies in interpretations among clinicians that can delay interventions. Machine learning (ML) showed potential in classifying abnormal CTG, allowing automatic interpretation. In the absence of a gold standard, researchers used various surrogate biomarkers to classify CTG, where some were clinically irrelevant. We proposed using Apgar scores as the surrogate benchmark of babies' ability to recover from birth. Apgar scores measure newborns' ability to recover from active uterine contraction, which measures appearance, pulse, grimace, activity and respiration. The higher the Apgar score, the healthier the baby is.We employ signal processing methods to pre-process and extract validated features of 552 raw CTG. We also included CTG-specific characteristics as outlined in the NICE guidelines. We employed ML techniques using 22 features and measured performances between ML classifiers. While we found that ML can distinguish CTG with low Apgar scores, results for the lowest Apgar scores, which are rare in the dataset we used, would benefit from more CTG data for better performance. We need an external dataset to validate our model for generalizability to ensure that it does not overfit a specific population.Clinical Relevance- This study demonstrated the potential of using a clinically relevant benchmark for classifying CTG to allow automatic early detection of hypoxia to reduce decision-making time in maternity units.
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Dlugatch R, Georgieva A, Kerasidou A. Trustworthy artificial intelligence and ethical design: public perceptions of trustworthiness of an AI-based decision-support tool in the context of intrapartum care. BMC Med Ethics 2023; 24:42. [PMID: 37340408 DOI: 10.1186/s12910-023-00917-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 05/17/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND Despite the recognition that developing artificial intelligence (AI) that is trustworthy is necessary for public acceptability and the successful implementation of AI in healthcare contexts, perspectives from key stakeholders are often absent from discourse on the ethical design, development, and deployment of AI. This study explores the perspectives of birth parents and mothers on the introduction of AI-based cardiotocography (CTG) in the context of intrapartum care, focusing on issues pertaining to trust and trustworthiness. METHODS Seventeen semi-structured interviews were conducted with birth parents and mothers based on a speculative case study. Interviewees were based in England and were pregnant and/or had given birth in the last two years. Thematic analysis was used to analyze transcribed interviews with the use of NVivo. Major recurring themes acted as the basis for identifying the values most important to this population group for evaluating the trustworthiness of AI. RESULTS Three themes pertaining to the perceived trustworthiness of AI emerged from interviews: (1) trustworthy AI-developing institutions, (2) trustworthy data from which AI is built, and (3) trustworthy decisions made with the assistance of AI. We found that birth parents and mothers trusted public institutions over private companies to develop AI, that they evaluated the trustworthiness of data by how representative it is of all population groups, and that they perceived trustworthy decisions as being mediated by humans even when supported by AI. CONCLUSIONS The ethical values that underscore birth parents and mothers' perceptions of trustworthy AI include fairness and reliability, as well as practices like patient-centered care, the promotion of publicly funded healthcare, holistic care, and personalized medicine. Ultimately, these are also the ethical values that people want to protect in the healthcare system. Therefore, trustworthy AI is best understood not as a list of design features but in relation to how it undermines or promotes the ethical values that matter most to its end users. An ethical commitment to these values when creating AI in healthcare contexts opens up new challenges and possibilities for the design and deployment of AI.
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Affiliation(s)
- Rachel Dlugatch
- Ethox Centre, Nuffield Department of Population Health, University of Oxford, Old Road Campus, Headington, Oxford, OX3 7LF, UK
| | - Antoniya Georgieva
- Nuffield Department of Women's & Reproductive Health, University of Oxford, Level 3, Women's Centre, John Radcliffe Hospital, Oxford, OX3 9DU, UK
| | - Angeliki Kerasidou
- Ethox Centre, Nuffield Department of Population Health, University of Oxford, Old Road Campus, Headington, Oxford, OX3 7LF, UK.
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Liu B, Marler E, Thilaganathan B, Bhide A. Ambulatory antenatal fetal electrocardiography in high-risk pregnancies (AMBER): protocol for a pilot prospective cohort study. BMJ Open 2023; 13:e062448. [PMID: 37055213 PMCID: PMC10106038 DOI: 10.1136/bmjopen-2022-062448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/15/2023] Open
Abstract
INTRODUCTION Fetal heart rate (FHR) monitoring is a vital aspect of fetal well-being assessment, and the current method of computerised cardiotocography (cCTG) is limited to the hospital setting. Non-invasive fetal ECG (NIFECG) has the ability to produce FHR patterns through R wave detection while eliminating confusion with maternal heart rate, but is presently limited to research use. Femom is a novel wireless NIFECG device that is designed to be placed without professional assistance, while connecting to mobile applications. It has the ability to achieve home FHR monitoring thereby allowing more frequent monitoring, earlier detection of deterioration, while reducing hospital attendances. This study aims to assess the feasibility, reliability, and accuracy of femom (NIFECG) by comparing its outputs to cCTG monitoring. METHODS AND ANALYSIS This is a single-centred, prospective pilot study, taking place in a tertiary maternity unit. Women with a singleton pregnancy over 28+0 weeks' gestation who require antenatal cCTG monitoring for any clinical indication are eligible for recruitment. Concurrent NIFECG and cCTG monitoring will take place for up to 60 min. NIFECG signals will be postprocessed to produce FHR outputs such as baseline FHR and short-term variation (STV). Signal acceptance criteria is set as <50% of signal loss for the trace duration. Correlation, precision and accuracy studies will be performed to compare the STV and baseline FHR values produced by both devices. The impact of maternal and fetal characteristics on the effectiveness of both devices will be investigated. Other non-invasive electrophysiological assessment parameters will be assessed for its correlation with the STV, ultrasound assessments and maternal and fetal risk factors. ETHICS AND DISSEMINATION Approval has been obtained from South-East Scotland Research Ethics Committee 02 and MHRA. The results of this study will be published in peer-reviewed journals, and presented at international conferences. TRIAL REGISTRATION NUMBER NCT04941534.
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Affiliation(s)
- Becky Liu
- Fetal Medicine Unit, St George's University Hospitals NHS Foundation Trust, London, UK
- Vascular Biology Research Centre, Molecular and Clinical Sciences Research Institute, St George's University of London, London, London, UK
| | - Emily Marler
- Fetal Medicine Unit, St George's University Hospitals NHS Foundation Trust, London, UK
| | - Basky Thilaganathan
- Fetal Medicine Unit, St George's University Hospitals NHS Foundation Trust, London, UK
- Vascular Biology Research Centre, Molecular and Clinical Sciences Research Institute, St George's University of London, London, London, UK
| | - Amarnath Bhide
- Fetal Medicine Unit, St George's University Hospitals NHS Foundation Trust, London, UK
- Vascular Biology Research Centre, Molecular and Clinical Sciences Research Institute, St George's University of London, London, London, UK
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15
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Leal CRV, Rezende KP, Macedo EDCPD, Rezende GDC, Corrêa Júnior MD. Comparison between Protocols for Management of Fetal Growth Restriction. REVISTA BRASILEIRA DE GINECOLOGIA E OBSTETRÍCIA 2023; 45:96-103. [PMID: 36977407 PMCID: PMC10078887 DOI: 10.1055/s-0043-1764493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 11/17/2022] [Indexed: 03/30/2023] Open
Abstract
This comprehensive review compares clinical protocols of important entities regarding the management of fetal growth restriction (FGR), published since 2015. Five protocols were chosen for data extraction. There were no relevant differences regarding the diagnosis and classification of FGR between the protocols. In general, all protocols suggest that the assessment of fetal vitality must be performed in a multimodally, associating biophysical parameters (such as cardiotocography and fetal biophysical profile) with the Doppler velocimetry parameters of the umbilical artery, middle cerebral artery, and ductus venosus. All protocols reinforce that the more severe the fetal condition, the more frequent this assessment should be made. The timely gestational age and mode of delivery to terminate the pregnancy in these cases can vary much between the protocols. Therefore, this paper presents, in a didactic way, the particularities of different protocols for monitoring FGR, in order to help obstetricians to better manage the cases.
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16
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Bernardes J. Computerized analysis of cardiotocograms in clinical practice and the SisPorto ® system thirty-two years after: technological, physiopathological and clinical studies. J Perinat Med 2023; 51:145-160. [PMID: 36064191 DOI: 10.1515/jpm-2022-0406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Accepted: 08/21/2022] [Indexed: 01/17/2023]
Abstract
OBJECTIVES The objective of this study is to present the why, what and how about computerized analysis of cardiotocograms (cCTG) and the SisPorto system for cCTG. CONTENT A narrative review about cCTG and the SisPorto system for cCTG is presented. The meta-analysis of randomized controlled trials (RCT) performed so far have evidenced that cCGT compared to traditional CTG analysis may save time spent in hospital for women, in the antepartum period, and is objective with at least equivalent results in maternal and perinatal outcomes, both in the ante and intrapartum periods. The SisPorto system for cCTG closely follows the FIGO guidelines for fetal monitoring. It may be used both in the ante and intrapartum periods, alone or connected to a central monitoring station, with simultaneous monitoring of fetal and maternal signals, not only in singletons but also in twins. It has been assessed in technical, physiopathological and clinical studies, namely in one large multicentric international RCT during labor and two meta-analysis. SUMMARY AND OUTLOOK There is evidence that cCTG may be useful in clinical practice with advantages compared to traditional CTG analysis, although without clear impact on the decrease of preventable maternal and perinatal mortality and morbidity. More studies are warranted, namely on technical improvements and assessment in larger studies in a wider range of clinical settings.
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Affiliation(s)
- João Bernardes
- Head of the Department of Gynecology Obstetrics and Pediatrics, Faculdade de Medicina da Universidade do Porto, Portugal
- Senior Consultant of Centro Hospitalar Universitário de São João, Porto, Portugal
- Senior Researcher of Centro de Investigação em Tecnologias e Sistemas de Saúde (CINTESIS), Porto, Portugal
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17
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Deng Y, Zhang Y, Zhou Z, Zhang X, Jiao P, Zhao Z. A lightweight fetal distress-assisted diagnosis model based on a cross-channel interactive attention mechanism. Front Physiol 2023; 14:1090937. [PMID: 36950293 PMCID: PMC10025355 DOI: 10.3389/fphys.2023.1090937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2022] [Accepted: 02/10/2023] [Indexed: 03/08/2023] Open
Abstract
Fetal distress is a symptom of fetal intrauterine hypoxia, which is seriously harmful to both the fetus and the pregnant woman. The current primary clinical tool for the assessment of fetal distress is Cardiotocography (CTG). Due to subjective variability, physicians often interpret CTG results inconsistently, hence the need to develop an auxiliary diagnostic system for fetal distress. Although the deep learning-based fetal distress-assisted diagnosis model has a high classification accuracy, the model not only has a large number of parameters but also requires a large number of computational resources, which is difficult to deploy to practical end-use scenarios. Therefore, this paper proposes a lightweight fetal distress-assisted diagnosis network, LW-FHRNet, based on a cross-channel interactive attention mechanism. The wavelet packet decomposition technique is used to convert the one-dimensional fetal heart rate (FHR) signal into a two-dimensional wavelet packet coefficient matrix map as the network input layer to fully obtain the feature information of the FHR signal. With ShuffleNet-v2 as the core, a local cross-channel interactive attention mechanism is introduced to enhance the model's ability to extract features and achieve effective fusion of multichannel features without dimensionality reduction. In this paper, the publicly available database CTU-UHB is used for the network performance evaluation. LW-FHRNet achieves 95.24% accuracy, which meets or exceeds the classification results of deep learning-based models. Additionally, the number of model parameters is reduced many times compared with the deep learning model, and the size of the model parameters is only 0.33 M. The results show that the lightweight model proposed in this paper can effectively aid in fetal distress diagnosis.
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Affiliation(s)
- Yanjun Deng
- School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China
| | - Yefei Zhang
- School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China
| | - Zhixin Zhou
- School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China
| | - Xianfei Zhang
- School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China
| | - Pengfei Jiao
- School of Cyberspace Security, Hangzhou Dianzi University, Hangzhou, China
| | - Zhidong Zhao
- School of Cyberspace Security, Hangzhou Dianzi University, Hangzhou, China
- *Correspondence: Zhidong Zhao,
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18
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Suemitsu T, Kadooka M, Mitani T, Matsui H, Suzuki M. Telemedicine for home care of fetal growth restriction with mobile cardiotocography: A case series. Int J Gynaecol Obstet 2022; 161:949-955. [PMID: 36426931 DOI: 10.1002/ijgo.14592] [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: 04/11/2022] [Revised: 11/10/2022] [Accepted: 11/22/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Modern technological advancements have made it possible to perform cardiotocography at home. Home-based management of high-risk pregnancies using a mobile cardiotocography system has been reported; however, its effectiveness in monitoring cases of fetal growth restriction (FGR) remains unclear. Therefore, the authors aimed to investigate the clinical usefulness of home-based telemedicine for FGR management using the mobile cardiotocography (iCTG). METHODS The authors conducted a single-center, retrospective case series of patients with FGR. Seventeen women diagnosed with FGR were enrolled. Patients performed iCTG for 1 hour twice daily to examine their fetuses; data were uploaded and saved on the cloud. RESULTS The median and minimum compliance rates were 93.33 (interquartile range [IQR], 70.00-100.00 and 40.7, respectively). The median and minimum validity rates were 100.00 (IQR, 90.48-100.00) and 36.4, respectively. In this study, many of the patients were managed at home and underwent delivery as planned. However, three patients required emergency visits; one had a nonreassuring fetal status and underwent an emergency cesarean section. CONCLUSION Even when the fetal prognosis is good, careful pre-evaluation is required before initiating home care management. The current study shows that the economic burden of hospitalization for patients can be reduced by using iCTG.
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Affiliation(s)
- Tokumasa Suemitsu
- Department of Obstetrics and Gynecology, Kameda Medical Center, Kamogawa, Japan
| | - Mizuho Kadooka
- Department of Obstetrics and Gynecology, Kameda Medical Center, Kamogawa, Japan
| | - Takahiro Mitani
- Department of Obstetrics and Gynecology, Kameda Medical Center, Kamogawa, Japan
| | - Hiroki Matsui
- Clinical Research Support Division Kameda Institute for Health Science, Kameda College of Health Sciences, Kamogawa, Japan
| | - Makoto Suzuki
- Department of Obstetrics and Gynecology, Asahi General Hospital, Asahi, Japan
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Porter P, Zhou H, Schneider B, Choveaux J, Bear N, Della P, Jones K. Accuracy, interpretability and usability study of a wireless self-guided fetal heartbeat monitor compared to cardiotocography. NPJ Digit Med 2022; 5:167. [PMID: 36329127 PMCID: PMC9630800 DOI: 10.1038/s41746-022-00714-6] [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: 07/29/2022] [Accepted: 10/18/2022] [Indexed: 11/06/2022] Open
Abstract
Fetal Cardiography is usually performed using in-hospital Cardiotocographic (CTG) devices to assess fetal wellbeing. New technologies may permit home-based, self-administered examinations. We compared the accuracy, clinical interpretability, and user experience of a patient-administered, wireless, fetal heartbeat monitor (HBM) designed for home use, to CTG. Initially, participants had paired HBM and CTG examinations performed in the clinic. Women then used the HBM unsupervised and rated the experience. Sixty-three women had paired clinic-based HBM and CTG recordings, providing 6982 fetal heart rate measures for point-to-point comparison from 126 min of continuous recording. The accuracy of the HBM was excellent, with limits of agreement (95%) for mean fetal heart rate (FHR) between 0.72 and -1.78 beats per minute. The FHR was detected on all occasions and confirmed to be different from the maternal heart rate. Both methods were equally interpretable by Obstetricians, and had similar signal loss ratios. Thirty-four (100%) women successfully detected the FHR and obtained clinically useful cardiographic data using the device at home unsupervised. They achieved the required length of recording required for non-stress test analysis. The monitor ranked in the 96-100th percentile for usability and learnability. The HBM is as accurate as gold-standard CTG, and provides equivalent clinical information enabling use in non-stress test analyses conducted outside of hospitals. It is usable by expectant mothers with minimal training.
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Affiliation(s)
- Paul Porter
- Department of Paediatrics, Joondalup Health Campus, Perth, WA Australia ,grid.1032.00000 0004 0375 4078Faculty of Health Science, Curtin University, Perth, WA Australia ,Joondalup Health Campus, Partnerships for Health Innovation (PHI) Research Group, Perth, WA Australia
| | - Huaqiong Zhou
- grid.1032.00000 0004 0375 4078Curtin University, Curtin School of Nursing, Perth, WA Australia ,grid.410667.20000 0004 0625 8600Perth Children’s Hospital, Perth, WA Australia
| | - Brooke Schneider
- Joondalup Health Campus, Partnerships for Health Innovation (PHI) Research Group, Perth, WA Australia
| | - Jennifer Choveaux
- Joondalup Health Campus, Partnerships for Health Innovation (PHI) Research Group, Perth, WA Australia
| | - Natasha Bear
- Institute for Health Research, Notre Dame University, Fremantle, WA Australia
| | - Phillip Della
- Joondalup Health Campus, Partnerships for Health Innovation (PHI) Research Group, Perth, WA Australia
| | - Kym Jones
- Department of Gynaecology and Obstetrics, Joondalup Health Campus, Perth, WA Australia
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Jain S, Acharya N. Fetal Wellbeing Monitoring – A Review Article. Cureus 2022; 14:e29039. [PMID: 36249607 PMCID: PMC9550204 DOI: 10.7759/cureus.29039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 09/11/2022] [Indexed: 11/15/2022] Open
Abstract
While assessing maternal health is relatively easy, assessing fetal well-being has always been tricky. This has led to tremendous technological development in fetal well-being assessment, thus bridging the gap between biotechnology and antenatal medicine. It is broadly divided into early pregnancy, late pregnancy, and during labour assessment. While the early assessment involves genetic check-ups and malformations, the late pregnancy check-ups aim at delivering a healthy fetus at term by normal vaginal delivery. The early tests can be invasive or non-invasive. Non-invasive include cell-free fetal DNA assessment and fetal cell-based assessment. Invasive tests include amniocentesis and chorionic villous sampling. These are followed by chromosomal microarray and next-generation sequencing. Under this procedure, exome sequencing is done, which is either clinical or whole. Sequencing of the whole genome can also be done. A recent advancement is pre-implantation genetic testing. These are mainly useful in identifying monogenic disorders for which the locus causing disease is identified beyond any doubt. In late pregnancy, the most commonly used test is biophysical. It works on the principle that an increase in the fetal heart rate occurs in conjugation with fetal movements. The next widely employed technology is Doppler, which is used to know fetal heart rates, valve timing intervals, and umbilical artery waveforms. Cardiotocography is also widely used both during pregnancy and during labour. It measures the fetal heart rate while correlating it with uterine contractions. Wireless fetal and maternal heart monitoring and telemonitoring are recent upcoming fields.
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Zehner L, Mai M, Dückelmann AM, Hamza A, Eckmann-Scholz C, Maass N, Pecks U. Intrahepatic cholestasis of pregnancy: an evaluation of obstetric management in German maternity units. Arch Gynecol Obstet 2022:10.1007/s00404-022-06754-3. [DOI: 10.1007/s00404-022-06754-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Accepted: 08/14/2022] [Indexed: 11/28/2022]
Abstract
Abstract
Purpose
Intrahepatic cholestasis of pregnancy (ICP) is associated with adverse fetal and neonatal outcome. Evidence for improvement by obstetric management is sparse. Common international guidelines recommend induction of labor before term, however, they differ in recommendations of monitoring the disease and time point of active management. So far, an official guideline for treatment and management of ICP in Germany does not exist. This study aims to compile common practice and policy in obstetric management of ICP in German maternity units. The objective is to gather obstetricians’ opinion on management of ICP, and to estimate the need for standardization of current practice in Germany on the background of existing evidence.
Methods
A questionnaire focusing on indications for interventions was developed including fourteen multiple-choice questions comprising the areas of diagnostic criteria, laboratory testing, fetal monitoring, treatment, and delivery timing. The survey was sent to 699 maternity clinics and was distributed to participants of the annual congress hosted by the German society of perinatal medicine (DGPM). Collected data were summarized and evaluated in relation to available evidence and existing guidelines. Descriptive statistics and Fisher's exact test were used.
Results
334 completed questionnaires returned corresponding to a response rate of 48.1%. Coinciding with existing international guidelines, 48.8% of the participants acknowledge bile acid concentrations above 10 µmol/L to be indicative of ICP. 85.0% of obstetricians recommend antenatal testing with cardiotocography, exceeding common standards of maternity policy guidelines; 50.3% execute active management in ICP-affected pregnancies as they generally recommend a delivery between 37 + 0 and 38 + 6 weeks of gestation. Although recent studies evinced a risk of stillbirth in ICP-affected pregnancies not until a bile acid concentration of > 100 µmol/L, 22.2% of the respondents recommend delivery before 37 + 0 weeks of gestation due to raised bile acids of 40–99 µmol/L.
Conclusions
Opinions on the management of ICP in German maternity units differ widely and partly deviate by large from international standards. Reasons for this may be the lack of a national guideline and the low awareness due to the rarity of the disease on the one hand and the very slow dynamics in evidence generation and thus the uncertainty about the actual risks and optimal management on the other. The present data highlight the need for further research and clinical guidelines to standardize and optimize treatment based on the best available evidence.
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Graupner O, Kuschel B, Axt-Fliedner R, Enzensberger C. New Markers for Placental Dysfunction at Term - Potential for More. Geburtshilfe Frauenheilkd 2022; 82:719-726. [PMID: 35815096 PMCID: PMC9262629 DOI: 10.1055/a-1761-1337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 02/03/2022] [Indexed: 11/23/2022] Open
Abstract
The remaining placental reserve capacity at term plays a decisive role in the perinatal morbidity of mother and child. Considering advances made in the field of fetal monitoring, the
routine examination methods currently used at term or late term may be insufficient to detect subclinical placental dysfunction (PD). The aim of this study is to offer an up-to-date,
narrative review of the literature in the context of detecting PD at term using complementary ultrasound markers and biomarkers. Parameters of fetomaternal Doppler ultrasound and fetal
cardiac function, as well as (anti-)angiogenic factors in maternal serum are potential PD markers. These may help identify patients that may benefit from an elective, early induction of
labor at term, thereby potentially reducing morbidity and mortality. However, their value in terms of the optimal date of delivery must first be determined in randomized controlled trials on
a large number of cases.
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Affiliation(s)
- Oliver Graupner
- Klinik für Gynäkologie und Geburtsmedizin, Universitätsklinikum Aachen, RWTH Aachen, Aachen.,Frauenklinik und Poliklinik, Universitätsklinikum rechts der Isar, Technische Universität München, München
| | - Bettina Kuschel
- Frauenklinik und Poliklinik, Universitätsklinikum rechts der Isar, Technische Universität München, München
| | - Roland Axt-Fliedner
- Klinik für Gynäkologie und Geburtshilfe, Universitätsklinikum UKGM, Justus-Liebig-Universität Gießen, Gießen
| | - Christian Enzensberger
- Klinik für Gynäkologie und Geburtsmedizin, Universitätsklinikum Aachen, RWTH Aachen, Aachen
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Liu Y, Xuan R, He Y, Ren F, Gu Y. Computation of Fetal Kicking in Various Fetal Health Examinations: A Systematic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:4366. [PMID: 35410056 PMCID: PMC8998667 DOI: 10.3390/ijerph19074366] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 03/28/2022] [Accepted: 04/02/2022] [Indexed: 11/16/2022]
Abstract
Fetal movement has always been considered an essential indicator to evaluate the health of the unborn fetus. Many factors affect fetal movement. The frequency of fetal kicking is an important measurement of whether fetal development is progressing and healthy. Various instruments and methods of detecting fetal movement have been used and each method has its advantages and disadvantages. Although limited by the fetal environment in utero, the finite element method and musculoskeletal model can be used to calculate fetal lower limb movement. This review aims to summarize the current detection techniques for fetal movement, especially in the lower limbs. These will be outlined by describing the different measurements of fetal movement, and the related biomechanical analyses of fetal lower limb skeletogenesis and the associated muscular development to better evaluate and calculate the movements of the fetus in the womb.
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Affiliation(s)
- Yuwei Liu
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.L.); (Y.H.); (Y.G.)
| | - Rongrong Xuan
- Affiliated Hospital of Medical School, Ningbo University, Ningbo 315020, China
| | - Yuhuan He
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.L.); (Y.H.); (Y.G.)
- Department of Physical and Health Education, Udon Thani Rajabhat University, Udon Thani 41000, Thailand
| | - Feng Ren
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.L.); (Y.H.); (Y.G.)
| | - Yaodong Gu
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.L.); (Y.H.); (Y.G.)
- Faculty of Informatics, Eötvös Loránd University, H-9700 Szombathely, Hungary
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Sarafan S, Le T, Lau MPH, Hameed A, Ghirmai T, Cao H. Fetal Electrocardiogram Extraction from the Mother's Abdominal Signal Using the Ensemble Kalman Filter. SENSORS 2022; 22:s22072788. [PMID: 35408402 PMCID: PMC9003129 DOI: 10.3390/s22072788] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 03/23/2022] [Accepted: 03/31/2022] [Indexed: 11/16/2022]
Abstract
Fetal electrocardiogram (fECG) assessment is essential throughout pregnancy to monitor the wellbeing and development of the fetus, and to possibly diagnose potential congenital heart defects. Due to the high noise incorporated in the abdominal ECG (aECG) signals, the extraction of fECG has been challenging. And it is even a lot more difficult for fECG extraction if only one channel of aECG is provided, i.e., in a compact patch device. In this paper, we propose a novel algorithm based on the Ensemble Kalman filter (EnKF) for non-invasive fECG extraction from a single-channel aECG signal. To assess the performance of the proposed algorithm, we used our own clinical data, obtained from a pilot study with 10 subjects each of 20 min recording, and data from the PhysioNet 2013 Challenge bank with labeled QRS complex annotations. The proposed methodology shows the average positive predictive value (PPV) of 97.59%, sensitivity (SE) of 96.91%, and F1-score of 97.25% from the PhysioNet 2013 Challenge bank. Our results also indicate that the proposed algorithm is reliable and effective, and it outperforms the recently proposed extended Kalman filter (EKF) based algorithm.
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Affiliation(s)
- Sadaf Sarafan
- Department of Electrical Engineering and Computer Science, University of California Irvine, Irvine, CA 92697, USA; (S.S.); (T.L.)
| | - Tai Le
- Department of Electrical Engineering and Computer Science, University of California Irvine, Irvine, CA 92697, USA; (S.S.); (T.L.)
| | | | - Afshan Hameed
- Obstetrics & Gynecology, Medical Center, University of California Irvine, Irvine, CA 92868, USA;
| | - Tadesse Ghirmai
- Division of Engineering and Mathematics, Bothell Campus, University of Washington, Bothell, WA 98026, USA;
| | - Hung Cao
- Department of Electrical Engineering and Computer Science, University of California Irvine, Irvine, CA 92697, USA; (S.S.); (T.L.)
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA 92617, USA
- Correspondence: ; Tel.: +1-949-824-8478
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25
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Kumar N, Yadav M. Role of admission cardiotocography in predicting the obstetric outcome in term antenatal women: A prospective observational study. JOURNAL OF MOTHER AND CHILD 2022; 26:43-49. [PMID: 36321214 PMCID: PMC10032314 DOI: 10.34763/jmotherandchild.20222601.d-22-00017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 04/10/2022] [Accepted: 06/21/2022] [Indexed: 02/23/2023]
Abstract
BACKGROUND Admission cardiotocography (CTG) used for fetal heart rate monitoring is an easy, cost-effective, non-invasive screening method for fetal well-being. OBJECTIVES To evaluate the role of admission CTG in predicting fetal hypoxia in term antenatal women during labour ward admission and to correlate the results with perinatal and maternal outcomes. MATERIAL AND METHODS The present prospective observational study was conducted in the Obstetrics and Gynecology Department of the rural tertiary centre in Northern India over one year on 100 term antenatal women admitted to the labour ward in the first stage of labour. Participants were subjected to admission CTG for 20 minutes, and the pattern of fetal heart rate (reactive, suspicious, ominous) was recorded. Perinatal and maternal outcomes were assessed based on the fetal heart rate pattern on the admission CTG. RESULTS Of 100 term antenatal women, 51 were low-risk and 49 were high-risk cases. In the low-risk group, 92.16% had reactive traces, 3.92% suspicious and 3.92% ominous traces on admission CTG, whereas, in the high-risk group, 40.81% had reactive, 32.65% suspicious and 26.54% ominous tracing (p < 0.0001). The most common mode of delivery in both groups with ominous tracing was cesarean section (p = 0.0001). Abnormal CTG was significantly associated with adverse perinatal outcomes including poor one-minute Apgar scores (p < 0.05), need for resuscitation and NICU admission (p < 0.05). The specificity and negative predictive value of admission CTG in low- and high-risk groups were 97.9% and 93.6%, and 85.0% and 85.0%, respectively. CONCLUSION Admission CTG is an effective, inexpensive, non-invasive technique to detect fetal hypoxia in low-and high-risk pregnancies in developing countries with an increased workload.
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Affiliation(s)
- Naina Kumar
- Department of Obstetrics and Gynecology, All India Institute of Medical Sciences, Bibinagar-508126, Hyderabad, Telangana, India
| | - Monu Yadav
- Department of Obstetrics and Gynecology, Maharishi Markandeshwar Institute of Medical Sciences and Research, 133207, Ambala, Haryana, India
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26
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Huang L, Jiang Z, Cai R, Li L, Chen Q, Hong J, Hao Z, Wei H. Investigating the interpretability of fetal status assessment using antepartum cardiotocographic records. BMC Med Inform Decis Mak 2021; 21:355. [PMID: 34930216 PMCID: PMC8686372 DOI: 10.1186/s12911-021-01714-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 12/06/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Cardiotocography (CTG) interpretation plays a critical role in prenatal fetal monitoring. However, the interpretation of fetal status assessment using CTG is mainly confined to clinical research. To the best of our knowledge, there is no study on data analysis of CTG records to explore the causal relationships between the important CTG features and fetal status evaluation. METHODS For analyses, 2126 cardiotocograms were automatically processed and the respective diagnostic features measured by the Sisporto program. In this paper, we aim to explore the causal relationships between the important CTG features and fetal status evaluation. First, we utilized data visualization and Spearman correlation analysis to explore the relationship among CTG features and their importance on fetal status assessment. Second, we proposed a forward-stepwise-selection association rule analysis (ARA) to supplement the fetal status assessment rules based on sparse pathological cases. Third, we established structural equation models (SEMs) to investigate the latent causal factors and their causal coefficients to fetal status assessment. RESULTS Data visualization and the Spearman correlation analysis found that thirteen CTG features were relevant to the fetal state evaluation. The forward-stepwise-selection ARA further validated and complemented the CTG interpretation rules in the fetal monitoring guidelines. The measurement models validated the five latent variables, which were baseline category (BCat), variability category (VCat), acceleration category (ACat), deceleration category (DCat) and uterine contraction category (UCat) based on fetal monitoring knowledge and the above analyses. Furthermore, the interpretable models discovered the cause factors of fetal status assessment and their causal coefficients to fetal status assessment. For instance, VCat could predict BCat, and UCat could predict DCat as well. ACat, BCat and DCat directly affected fetal status assessment, where ACat was the important causal factor. CONCLUSIONS The analyses revealed the interpretation rules and discovered the causal factors and their causal coefficients for fetal status assessment. Moreover, the results are consistent with the computerized fetal monitoring and clinical knowledge. Our approaches are conducive to evidence-based medical research and realizing intelligent fetal monitoring.
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Affiliation(s)
- Liting Huang
- School of Computer, Guangdong University of Technology, Waihuan West Road, Guangzhou, China
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Waihuandong Road, Guangzhou, China
| | - Zhiying Jiang
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Waihuandong Road, Guangzhou, China
| | - Ruichu Cai
- School of Computer, Guangdong University of Technology, Waihuan West Road, Guangzhou, China
| | - Li Li
- The First Affiliated Hospital of Jinan University, Tianhe District People’s Hospital, Dongpu Road, Guangzhou, China
- Guangzhou Sanrui Medical Equipment Co, Gaoke Road, Guangzhou, China
| | - Qinqun Chen
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Waihuandong Road, Guangzhou, China
| | - Jiaming Hong
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Waihuandong Road, Guangzhou, China
| | - Zhifeng Hao
- Department of Mathematics, College of Science, Shantou University, Daxue Road, Shantou, 515063 China
| | - Hang Wei
- School of Medical Information Engineering, Guangzhou University of Chinese Medicine, Waihuandong Road, Guangzhou, China
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Fetal monitoring from 39 weeks' gestation to identify South Asian-born women at risk of perinatal compromise: a retrospective cohort study. Sci Rep 2021; 11:23352. [PMID: 34857850 PMCID: PMC8639724 DOI: 10.1038/s41598-021-02836-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Accepted: 11/17/2021] [Indexed: 11/24/2022] Open
Abstract
To investigate whether earlier “post-term” monitoring of South Asian (SA) pregnancies from 39 weeks’ gestation with amniotic fluid index (AFI) and cardiotocography (CTG) detected suspected fetal compromise. Retrospective cohort study of all SA-born women at an Australian health service with uncomplicated, singleton pregnancies following the introduction of twice-weekly AFI and CTG monitoring from 39 weeks. Monitoring results, and their association with a perinatal compromise composite (including assisted delivery for fetal compromise, stillbirth, and NICU admission) were determined. 771 SA-born women had earlier monitoring, triggering delivery in 82 (10.6%). 31 (4%) had a non-reassuring antepartum CTG (abnormal fetal heart rate or variability, or decelerations) and 21 (2.7%) had an abnormal AFI (≤ 5 cm). Women with abnormal monitoring were 53% (95% CI 1.2–1.9) more likely to experience perinatal compromise and 83% (95% CI 1.2–2.9) more likely to experience intrapartum compromise than women with normal monitoring. Monitoring from 39 weeks identified possible fetal compromise earlier than it otherwise would have been, and triggered intervention in 10% of women. Without robust evidence to guide timing of birth in SA-born women to reduce rates of stillbirth, earlier monitoring provides an alternative to routine induction of labour.
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Baker H, Pilarski N, Hodgetts-Morton VA, Morris RK. Comparison of visual and computerised antenatal cardiotocography in the prevention of perinatal morbidity and mortality. A systematic review and meta-analysis. Eur J Obstet Gynecol Reprod Biol 2021; 263:33-43. [PMID: 34171634 DOI: 10.1016/j.ejogrb.2021.05.048] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 05/25/2021] [Accepted: 05/31/2021] [Indexed: 11/25/2022]
Abstract
INTRODUCTION Antenatal cardiotocography (CTG) is used to monitor fetal well-being. There are two methods: visual (vCTG) or computerised (cCTG). An earlier Cochrane review compared the effects of both approaches on maternal and fetal outcomes. The objective of this systematic review was to update this search and identify studies not included in the Cochrane review. MATERIALS AND METHODS MEDLINE, EMBASE, CINAHL and MIDIRS databases were searched up to February 2021. We included randomised controlled trials (RCT) and non-randomised studies (NRS) of pregnant women receiving antenatal CTG with comparison of cCTG to vCTG and clinical outcomes. The Cochrane Risk of Bias Tool and Joanna Briggs Institute Critical Appraisal Checklist were used for quality assessment. Data is presented as risk ratios with 95% confidence intervals and I2 is used as the statistical measure of heterogeneity. RESULTS Three RCTs and three NRS were included. Meta-analysis of RCTs demonstrated a non-significant reduction in all-cause perinatal mortality (RR 0.23 [95%CI 0.04-1.30]), preventable perinatal mortality excluding congenital anomalies (RR 0.27 [95% CI 0.05-1.56]) and cesarean section (RR 0.91 [95%CI 0.68-1.22]). All RCTs included high-risk women and had a high risk of bias. There was one antenatal stillbirth across the three RCTs (n = 497). The NRS were at high-risk of bias and statistical analysis was not possible due to heterogeneity. Individual findings suggest reduced investigation and better prediction of neonatal outcomes with cCTG. CONCLUSIONS There is a non-significant reduction in perinatal mortality with cCTG. Despite no clear reduction in perinatal mortality and morbidity with cCTG, it is objective and may reduce time spent in hospital and further investigations for women.
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Affiliation(s)
- H Baker
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham B15 2TT, UK
| | - N Pilarski
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham B15 2TT, UK; Birmingham Women's and Children's NHS Foundation Trust, B15 2TG Birmingham, UK
| | - V A Hodgetts-Morton
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham B15 2TT, UK; Birmingham Women's and Children's NHS Foundation Trust, B15 2TG Birmingham, UK
| | - R K Morris
- Institute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham B15 2TT, UK; Birmingham Women's and Children's NHS Foundation Trust, B15 2TG Birmingham, UK.
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29
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Indraccolo U, Cona S, Nistor A, Indraccolo SR, Di Iorio R, Fedeli P, De Angelis C. Perspectives of Italian pregnant women on pregnancy examinations and pregnancy care: is the caregiver more important than the care? ACTA BIO-MEDICA : ATENEI PARMENSIS 2021; 92:e2021014. [PMID: 33855993 PMCID: PMC8138811 DOI: 10.23750/abm.v92is2.11361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 03/04/2021] [Indexed: 11/23/2022]
Abstract
AIM Assessing awareness of Italian low-risk pregnant patients on low-risk pregnancy care and what do they feel about their own pregnancy. METHODS A questionnaire was administered to 382 low-risk pregnant women. This questionnaire assessed general knowledge of low-risk pregnancy, low-risk pregnancy care, and how much patients rated ten topics of low-risk pregnancy care. It would be expected that the knowledge of each topic would associates with the patient's perceived importance of that topic. RESULTS Poor knowledge of pregnancy care was proven. Patients seem to incorrectly overrate vaginal examinations and obstetric and gynecologist-led care, while they attribute appropriate importance to midwife-led care. The more examinations performed (vaginal examinations, sonographic checks, cardiotocographies), the higher their rating. CONCLUSIONS In Italy, expectations of pregnant women about their own pregnancy are incorrectly trusted in the obstetrics and gynecologists. Both poor knowledge of pregnancy care and cultural perspectives on the birth process amongst Italian people explain the finding. Referring low-risk pregnant women to midwives would help them to rate more the care than the caregiver.
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Affiliation(s)
| | - Simona Cona
- Department of Gynecological, Obstetrical, and Urological Sciences. "Sapienza" University of Rome..
| | - Alexandra Nistor
- Department of Gynecological, Obstetrical, and Urological Sciences. "Sapienza" University of Rome..
| | | | - Romolo Di Iorio
- Department of Medical and Surgical Sciences and Translational Medicine, "Sapienza" University of Rome..
| | | | - Carlo De Angelis
- Department of Gynecological, Obstetrical, and Urological Sciences. "Sapienza" University of Rome. AND Operative Unit of Obstetrics, Fabia Mater Clinic of Rome..
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Sulas E, Urru M, Tumbarello R, Raffo L, Sameni R, Pani D. A non-invasive multimodal foetal ECG-Doppler dataset for antenatal cardiology research. Sci Data 2021; 8:30. [PMID: 33500414 PMCID: PMC7838287 DOI: 10.1038/s41597-021-00811-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 12/18/2020] [Indexed: 12/29/2022] Open
Abstract
Non-invasive foetal electrocardiography (fECG) continues to be an open topic for research. The development of standard algorithms for the extraction of the fECG from the maternal electrophysiological interference is limited by the lack of publicly available reference datasets that could be used to benchmark different algorithms while providing a ground truth for foetal heart activity when an invasive scalp lead is unavailable. In this work, we present the Non-Invasive Multimodal Foetal ECG-Doppler Dataset for Antenatal Cardiology Research (NInFEA), the first open-access multimodal early-pregnancy dataset in the field that features simultaneous non-invasive electrophysiological recordings and foetal pulsed-wave Doppler (PWD). The dataset is mainly conceived for researchers working on fECG signal processing algorithms. The dataset includes 60 entries from 39 pregnant women, between the 21st and 27th week of gestation. Each dataset entry comprises 27 electrophysiological channels (2048 Hz, 22 bits), a maternal respiration signal, synchronised foetal trans-abdominal PWD and clinical annotations provided by expert clinicians during signal acquisition. MATLAB snippets for data processing are also provided.
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Affiliation(s)
- Eleonora Sulas
- University of Cagliari, Department of Electrical and Electronic Engineering, Cagliari, 09123, Italy
| | - Monica Urru
- Brotzu Hospital, Pediatric Cardiology and Congenital Heart Disease Unit, Cagliari, 09134, Italy
| | - Roberto Tumbarello
- Brotzu Hospital, Pediatric Cardiology and Congenital Heart Disease Unit, Cagliari, 09134, Italy
| | - Luigi Raffo
- University of Cagliari, Department of Electrical and Electronic Engineering, Cagliari, 09123, Italy
| | - Reza Sameni
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, 30322, US
| | - Danilo Pani
- University of Cagliari, Department of Electrical and Electronic Engineering, Cagliari, 09123, Italy.
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Tagliaferri S, Cepparulo P, Vinciguerra A, Campanile M, Esposito G, Maruotti GM, Zullo F, Annunziato L, Pignataro G. miR-16-5p, miR-103-3p, and miR-27b-3p as Early Peripheral Biomarkers of Fetal Growth Restriction. Front Pediatr 2021; 9:611112. [PMID: 33777862 PMCID: PMC7991078 DOI: 10.3389/fped.2021.611112] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 02/15/2021] [Indexed: 12/14/2022] Open
Abstract
Current tests available to diagnose fetal hypoxia in-utero lack sensitivity thus failing to identify many fetuses at risk. Emerging evidence suggests that microRNAs derived from the placenta circulate in the maternal blood during pregnancy and may be used as non-invasive biomarkers for pregnancy complications. With the intent to identify putative markers of fetal growth restriction (FGR) and new therapeutic druggable targets, we examined, in maternal blood samples, the expression of a group of microRNAs, known to be regulated by hypoxia. The expression of microRNAs was evaluated in maternal plasma samples collected from (1) women carrying a preterm FGR fetus (FGR group) or (2) women with an appropriately grown fetus matched at the same gestational age (Control group). To discriminate between early- and late-onset FGR, the study population was divided into two subgroups according to the gestational age at delivery. Four microRNAs were identified as possible candidates for the diagnosis of FGR: miR-16-5p, miR-103-3p, miR-107-3p, and miR-27b-3p. All four selected miRNAs, measured by RT-PCR, resulted upregulated in FGR blood samples before the 32nd week of gestation. By contrast, miRNA103-3p and miRNA107-3p, analyzed between the 32nd and 37th week of gestation, showed lower expression in the FGR group compared to aged matched controls. Our results showed that measurement of miRNAs in maternal blood may form the basis for a future diagnostic test to determine the degree of fetal hypoxia in FGR, thus allowing the start of appropriate therapeutic interventions to alleviate the burden of this disease.
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Affiliation(s)
- Salvatore Tagliaferri
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Pasquale Cepparulo
- Division of Pharmacology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Antonio Vinciguerra
- Division of Pharmacology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Marta Campanile
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Giuseppina Esposito
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Giuseppe Maria Maruotti
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | - Fulvio Zullo
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
| | | | - Giuseppe Pignataro
- Division of Obstetrics and Gynecology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy.,Division of Pharmacology, Department of Neuroscience, Reproductive and Dentistry Sciences, School of Medicine, University of Naples "Federico II", Naples, Italy
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32
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Cahill LS, Stortz G, Chandran AR, Milligan N, Shinar S, Whitehead CL, Hobson SR, Millard S, Macgowan CK, Kingdom JC, Sled JG, Baschat AA. Determination of fetal heart rate short-term variation from umbilical artery Doppler waveforms. ULTRASOUND IN OBSTETRICS & GYNECOLOGY : THE OFFICIAL JOURNAL OF THE INTERNATIONAL SOCIETY OF ULTRASOUND IN OBSTETRICS AND GYNECOLOGY 2021; 57:70-74. [PMID: 33030756 PMCID: PMC7779755 DOI: 10.1002/uog.23145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Revised: 09/22/2020] [Accepted: 09/24/2020] [Indexed: 06/11/2023]
Abstract
OBJECTIVE To evaluate the feasibility of using umbilical artery (UA) Doppler waveforms to measure fetal heart rate (FHR) short-term variation (STV) across gestation. METHODS This was a prospective longitudinal study, conducted at two study sites, of 195 pregnancies considered low risk. Pulsed-wave Doppler of the UAs was performed at 4-weekly intervals, between 14 and 40 weeks of gestation, using a standardized imaging protocol. Up to 12 consecutive UA Doppler waveforms were analyzed using offline processing software. FHR STV was calculated using average R-R intervals extracted from the waveforms and baseline corrected for FHR. RESULTS Baseline-corrected FHR STV increased significantly with gestational age (conditional R2 = 0.37; P < 0.0001) and was correlated inversely with FHR (conditional R2 = 0.54; P < 0.0001). The STV ranged (median (interquartile range)) from 3.5 (2.9-4.1) ms at 14-20 weeks' gestation to 6.3 (4.8-7.7) ms at 34-40 weeks' gestation. The change in heart rate STV did not differ between study sites or individual sonographers. CONCLUSIONS UA Doppler waveforms offer a robust and feasible method to derive STV of the FHR. It should be emphasized that the UA Doppler-derived STV is not interchangeable with measurements derived with computerized cardiotocography. Accordingly, further investigations are needed to validate associations with outcome, in order to determine the value of concurrent fetal cardiovascular and heart rate evaluations that are possible with the technique described here. © 2020 International Society of Ultrasound in Obstetrics and Gynecology.
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Affiliation(s)
- Lindsay S. Cahill
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Chemistry, Memorial University of Newfoundland, St John’s, Newfoundland and Labrador, Canada
| | - Greg Stortz
- Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Anjana Ravi Chandran
- Department of Obstetrics and Gynecology, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Natasha Milligan
- Division of Cardiology, Department of Paediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Shiri Shinar
- Department of Obstetrics and Gynecology, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Clare L. Whitehead
- Department of Obstetrics and Gynecology, Mount Sinai Hospital, Toronto, Ontario, Canada
- Pregnancy Research Centre, Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Parkville, Australia
| | - Sebastian R. Hobson
- Department of Obstetrics and Gynecology, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Sarah Millard
- Centre for Fetal Therapy, Johns Hopkins Medicine, Baltimore, Maryland, USA
| | - Christopher K. Macgowan
- Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - John C. Kingdom
- Department of Obstetrics and Gynecology, Mount Sinai Hospital, Toronto, Ontario, Canada
- Department of Obstetrics and Gynecology, University of Toronto, Toronto, Ontario, Canada
| | - John G. Sled
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Department of Obstetrics and Gynecology, University of Toronto, Toronto, Ontario, Canada
| | - Ahmet A. Baschat
- Centre for Fetal Therapy, Johns Hopkins Medicine, Baltimore, Maryland, USA
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Ota E, da Silva Lopes K, Middleton P, Flenady V, Wariki WM, Rahman MO, Tobe-Gai R, Mori R. Antenatal interventions for preventing stillbirth, fetal loss and perinatal death: an overview of Cochrane systematic reviews. Cochrane Database Syst Rev 2020; 12:CD009599. [PMID: 33336827 PMCID: PMC8078228 DOI: 10.1002/14651858.cd009599.pub2] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND Stillbirth is generally defined as a death prior to birth at or after 22 weeks' gestation. It remains a major public health concern globally. Antenatal interventions may reduce stillbirths and improve maternal and neonatal outcomes in settings with high rates of stillbirth. There are several key antenatal strategies that aim to prevent stillbirth including nutrition, and prevention and management of infections. OBJECTIVES To summarise the evidence from Cochrane systematic reviews on the effects of antenatal interventions for preventing stillbirth for low risk or unselected populations of women. METHODS We collaborated with Cochrane Pregnancy and Childbirth's Information Specialist to identify all their published reviews that specified or reported stillbirth; and we searched the Cochrane Database of Systematic Reviews (search date: 29 Feburary 2020) to identify reviews published within other Cochrane groups. The primary outcome measure was stillbirth but in the absence of stillbirth data, we used perinatal mortality (both stillbirth and death in the first week of life), fetal loss or fetal death as outcomes. Two review authors independently evaluated reviews for inclusion, extracted data and assessed quality of evidence using AMSTAR (A Measurement Tool to Assess Reviews) and GRADE tools. We assigned interventions to categories with graphic icons to classify the effectiveness of interventions as: clear evidence of benefit or harm; clear evidence of no effect or equivalence; possible benefit or harm; or unknown benefit or harm or no effect or equivalence. MAIN RESULTS We identified 43 Cochrane Reviews that included interventions in pregnant women with the potential for preventing stillbirth; all of the included reviews reported our primary outcome 'stillbirth' or in the absence of stillbirth, 'perinatal death' or 'fetal loss/fetal death'. AMSTAR quality was high in 40 reviews with scores ranging from 8 to 11 and moderate in three reviews with a score of 7. Nutrition interventions Clear evidence of benefit: balanced energy/protein supplementation versus no supplementation suggests a probable reduction in stillbirth (risk ratio (RR) 0.60, 95% confidence interval (CI) 0.39 to 0.94, 5 randomised controlled trials (RCTs), 3408 women; moderate-certainty evidence). Clear evidence of no effect or equivalence for stillbirth or perinatal death: vitamin A alone versus placebo or no treatment; and multiple micronutrients with iron and folic acid versus iron with or without folic acid. Unknown benefit or harm or no effect or equivalence: for all other nutrition interventions examined the effects were uncertain. Prevention and management of infections Possible benefit for fetal loss or death: insecticide-treated anti-malarial nets versus no nets (RR 0.67, 95% CI 0.47 to 0.97, 4 RCTs; low-certainty). Unknown evidence of no effect or equivalence: drugs for preventing malaria (stillbirth RR 1.02, 95% CI 0.76 to 1.36, 5 RCTs, 7130 women, moderate certainty in women of all parity; perinatal death RR 1.24, 95% CI 0.94 to 1.63, 4 RCTs, 5216 women, moderate-certainty in women of all parity). Prevention, detection and management of other morbidities Clear evidence of benefit: the following interventions suggest a reduction: midwife-led models of care in settings where the midwife is the primary healthcare provider particularly for low-risk pregnant women (overall fetal loss/neonatal death reduction RR 0.84, 95% CI 0.71 to 0.99, 13 RCTs, 17,561 women; high-certainty), training versus not training traditional birth attendants in rural populations of low- and middle-income countries (stillbirth reduction odds ratio (OR) 0.69, 95% CI 0.57 to 0.83, 1 RCT, 18,699 women, moderate-certainty; perinatal death reduction OR 0.70, 95% CI 0.59 to 0.83, 1 RCT, 18,699 women, moderate-certainty). Clear evidence of harm: a reduced number of antenatal care visits probably results in an increase in perinatal death (RR 1.14 95% CI 1.00 to 1.31, 5 RCTs, 56,431 women; moderate-certainty evidence). Clear evidence of no effect or equivalence: there was evidence of no effect in the risk of stillbirth/fetal loss or perinatal death for the following interventions and comparisons: psychosocial interventions; and providing case notes to women. Possible benefit: community-based intervention packages (including community support groups/women's groups, community mobilisation and home visitation, or training traditional birth attendants who made home visits) may result in a reduction of stillbirth (RR 0.81, 95% CI 0.73 to 0.91, 15 RCTs, 201,181 women; low-certainty) and perinatal death (RR 0.78, 95% CI 0.70 to 0.86, 17 RCTs, 282,327 women; low-certainty). Unknown benefit or harm or no effect or equivalence: the effects were uncertain for other interventions examined. Screening and management of fetal growth and well-being Clear evidence of benefit: computerised antenatal cardiotocography for assessing infant's well-being in utero compared with traditional antenatal cardiotocography (perinatal mortality reduction RR 0.20, 95% CI 0.04 to 0.88, 2 RCTs, 469 women; moderate-certainty). Unknown benefit or harm or no effect or equivalence: the effects were uncertain for other interventions examined. AUTHORS' CONCLUSIONS While most interventions were unable to demonstrate a clear effect in reducing stillbirth or perinatal death, several interventions suggested a clear benefit, such as balanced energy/protein supplements, midwife-led models of care, training versus not training traditional birth attendants, and antenatal cardiotocography. Possible benefits were also observed for insecticide-treated anti-malarial nets and community-based intervention packages, whereas a reduced number of antenatal care visits were shown to be harmful. However, there was variation in the effectiveness of interventions across different settings, indicating the need to carefully understand the context in which these interventions were tested. Further high-quality RCTs are needed to evaluate the effects of antenatal preventive interventions and which approaches are most effective to reduce the risk of stillbirth. Stillbirth (or fetal death), perinatal and neonatal death need to be reported separately in future RCTs of antenatal interventions to allow assessment of different interventions on these rare but important outcomes and they need to clearly define the target populations of women where the intervention is most likely to be of benefit. As the high burden of stillbirths occurs in low- and middle-income countries, further high-quality trials need to be conducted in these settings as a priority.
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Affiliation(s)
- Erika Ota
- Global Health Nursing, Graduate School of Nursing Science, St. Luke's International University , Tokyo, Japan
| | | | - Philippa Middleton
- Healthy Mothers, Babies and Children, South Australian Health and Medical Research Institute, Adelaide, Australia
| | - Vicki Flenady
- NHMRC Centre of Research Excellence in Stillbirth, Mater Research Institute - The University of Queensland (MRI-UQ), Brisbane, Australia
| | - Windy Mv Wariki
- Faculty of Medicine, Sam Ratulangi University, Manado, Indonesia
| | - Md Obaidur Rahman
- Global Health Nursing, Graduate School of Nursing Science, St. Luke's International University, Tokyo, Japan
| | | | - Rintaro Mori
- Graduate School of Medicine, Kyoto University, Kyoto, Japan
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Valderrama CE, Ketabi N, Marzbanrad F, Rohloff P, Clifford GD. A review of fetal cardiac monitoring, with a focus on low- and middle-income countries. Physiol Meas 2020; 41:11TR01. [PMID: 33105122 PMCID: PMC9216228 DOI: 10.1088/1361-6579/abc4c7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
There is limited evidence regarding the utility of fetal monitoring during pregnancy, particularly during labor and delivery. Developed countries rely on consensus 'best practices' of obstetrics and gynecology professional societies to guide their protocols and policies. Protocols are often driven by the desire to be as safe as possible and avoid litigation, regardless of the cost of downstream treatment. In high-resource settings, there may be a justification for this approach. In low-resource settings, in particular, interventions can be costly and lead to adverse outcomes in subsequent pregnancies. Therefore, it is essential to consider the evidence and cost of different fetal monitoring approaches, particularly in the context of treatment and care in low-to-middle income countries. This article reviews the standard methods used for fetal monitoring, with particular emphasis on fetal cardiac assessment, which is a reliable indicator of fetal well-being. An overview of fetal monitoring practices in low-to-middle income counties, including perinatal care access challenges, is also presented. Finally, an overview of how mobile technology may help reduce barriers to perinatal care access in low-resource settings is provided.
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Affiliation(s)
- Camilo E Valderrama
- Data Intelligence for Health Lab, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Nasim Ketabi
- Department of Biomedical Informatics, Emory University, Atlanta, GA, United States of America
| | - Faezeh Marzbanrad
- Department of Electrical and Computer Systems Engineering, Monash University, Clayton, VIC, Australia
| | - Peter Rohloff
- Wuqu' Kawoq, Maya Health Alliance, Santiago Sacatepéquez, Guatemala
- Division of Global Health Equity, Brigham and Women's Hospital, Boston, MA, United States of America
| | - Gari D Clifford
- Department of Biomedical Informatics, Emory University, Atlanta, GA, United States of America
- Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, GA, United States of America
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Tamber KK, Hayes DJL, Carey SJ, Wijekoon JHB, Heazell AEP. A systematic scoping review to identify the design and assess the performance of devices for antenatal continuous fetal monitoring. PLoS One 2020; 15:e0242983. [PMID: 33259507 PMCID: PMC7707469 DOI: 10.1371/journal.pone.0242983] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 11/12/2020] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Antepartum fetal monitoring aims to assess fetal development and wellbeing throughout pregnancy. Current methods utilised in clinical practice are intermittent and only provide a 'snapshot' of fetal wellbeing, thus key signs of fetal demise could be missed. Continuous fetal monitoring (CFM) offers the potential to alleviate these issues by providing an objective and longitudinal overview of fetal status. Various CFM devices exist within literature; this review planned to provide a systematic overview of these devices, and specifically aimed to map the devices' design, performance and factors which affect this, whilst determining any gaps in development. METHODS A systematic search was conducted using MEDLINE, EMBASE, CINAHL, EMCARE, BNI, Cochrane Library, Web of Science and Pubmed databases. Following the deletion of duplicates, the articles' titles and abstracts were screened and suitable papers underwent a full-text assessment prior to inclusion in the review by two independent assessors. RESULTS The literature searches generated 4,885 hits from which 43 studies were included in the review. Twenty-four different devices were identified utilising four suitable CFM technologies: fetal electrocardiography, fetal phonocardiography, accelerometry and fetal vectorcardiography. The devices adopted various designs and signal processing methods. There was no common means of device performance assessment between different devices, which limited comparison. The device performance of fetal electrocardiography was reduced between 28 to 36 weeks' gestation and during high levels of maternal movement, and increased during night-time rest. Other factors, including maternal body mass index, fetal position, recording location, uterine activity, amniotic fluid index, number of fetuses and smoking status, as well as factors which affected alternative technologies had equivocal effects and require further investigation. CONCLUSIONS A variety of CFM devices have been developed, however no specific approach or design appears to be advantageous due to high levels of inter-device and intra-device variability.
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Affiliation(s)
- Kajal K. Tamber
- Faculty of Biology, Division of Developmental Biology and Medicine, Maternal and Fetal Health Research Centre, School of Medical Sciences, Medicine and Health, University of Manchester, St. Mary’s Hospital, Manchester, United Kingdom
| | - Dexter J. L. Hayes
- Faculty of Biology, Division of Developmental Biology and Medicine, Maternal and Fetal Health Research Centre, School of Medical Sciences, Medicine and Health, University of Manchester, St. Mary’s Hospital, Manchester, United Kingdom
| | - Stephen J. Carey
- School of Electrical and Electronic Engineering, University of Manchester, Manchester, United Kingdom
| | - Jayawan H. B. Wijekoon
- School of Electrical and Electronic Engineering, University of Manchester, Manchester, United Kingdom
| | - Alexander E. P. Heazell
- Faculty of Biology, Division of Developmental Biology and Medicine, Maternal and Fetal Health Research Centre, School of Medical Sciences, Medicine and Health, University of Manchester, St. Mary’s Hospital, Manchester, United Kingdom
- Manchester University NHS Foundation Trust, St. Mary’s Hospital, Manchester Academic Health Science Centre, Manchester, United Kingdom
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Mitlid-Mork B, Bowe S, Gran JM, Bolstad N, Berg JP, Redman CW, Staff AC, Sugulle M. Maternal placental growth factor and soluble fms-like tyrosine kinase-1 reference ranges in post-term pregnancies: A prospective observational study. PLoS One 2020; 15:e0240473. [PMID: 33079955 PMCID: PMC7575115 DOI: 10.1371/journal.pone.0240473] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2020] [Accepted: 09/27/2020] [Indexed: 12/17/2022] Open
Abstract
Background Post-term pregnancies have increased risks for adverse fetal and maternal outcomes. Maternal concentrations of the placenta-associated proteins placental growth factor (PlGF) and soluble fms-like tyrosine kinase-1 (sFlt-1) have been identified as predictors for preeclampsia and fetal growth restriction, both syndromes of placental dysfunction. We have proposed that low maternal circulating PlGF and increased sFlt-1 are general markers for syncytiotrophoblast stress, which increases at and beyond term, even in apparently uncomplicated pregnancies. Our aim was to establish circulating PlGF, sFlt-1, and sFlt-1/PlGF reference ranges in healthy post-term pregnancies (gestational week ≥40+2), comparing with healthy term pregnancies and evaluating associations between time to delivery and biomarker percentiles. Methods Of 501 healthy, singleton post-term pregnancies prospectively recruited between September 2016 and December 2017 at our tertiary obstetric department, 426 with an uncomplicated delivery outcome contributed PlGF and sFlt-1 serum concentrations for reference range construction. A retrospective, cross-sectional, term group with an uncomplicated delivery outcome (n = 146) served as comparison. Differences in percentile values between groups and confidence intervals were calculated by quantile regression. Results In post-term pregnancies the 5th, 50th, and 95th percentiles for PlGF were: 70, 172, and 496 pg/mL; for sFlt-1: 2074, 4268, and 9141 pg/mL; and for sFlt-1/PlGF 5.3, 25.5, and 85.2. Quantile regression analyses comparing the post-term to the term group showed for PlGF a trend towards higher 10th through 30th percentiles, for sFlt-1 significantly higher 10th through 80th percentiles, and for sFlt-1/PlGF ratio significantly higher 30th percentile and significantly lower 95th percentile. PlGF below the 5th percentile and sFlt-1/PlGF ratio above the 95th percentile was associated with shorter time to delivery (p = 0.031 and p = 0.025, respectively). Conclusions Our findings support the concept of increasing syncytiotrophoblast stress post-term in clinically healthy pregnancies. Whether post-term dysregulated angiogenic markers reflect a biological placental clock merits further investigation.
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Affiliation(s)
- Birgitte Mitlid-Mork
- Division of Obstetrics and Gynaecology, Oslo University Hospital Ullevål, Oslo, Norway
- Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Sophie Bowe
- Division of Obstetrics and Gynaecology, Oslo University Hospital Ullevål, Oslo, Norway
- Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Jon M. Gran
- Oslo Center for Biostatistics and Epidemiology, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Nils Bolstad
- Division of Laboratory Medicine, Department of Medical Biochemistry, Oslo University Hospital, Oslo, Norway
| | - Jens Petter Berg
- Faculty of Medicine, University of Oslo, Oslo, Norway
- Division of Laboratory Medicine, Department of Medical Biochemistry, Oslo University Hospital, Oslo, Norway
| | - Christopher W. Redman
- Nuffield Department of Obstetrics and Gynaecology, University of Oxford, Oxford, United Kingdom
| | - Anne Cathrine Staff
- Division of Obstetrics and Gynaecology, Oslo University Hospital Ullevål, Oslo, Norway
- Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Meryam Sugulle
- Division of Obstetrics and Gynaecology, Oslo University Hospital Ullevål, Oslo, Norway
- Faculty of Medicine, University of Oslo, Oslo, Norway
- * E-mail:
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Bauer I, Hartkopf J, Kullmann S, Schleger F, Hallschmid M, Pauluschke-Fröhlich J, Fritsche A, Preissl H. Spotlight on the fetus: how physical activity during pregnancy influences fetal health: a narrative review. BMJ Open Sport Exerc Med 2020; 6:e000658. [PMID: 32206341 PMCID: PMC7078670 DOI: 10.1136/bmjsem-2019-000658] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/17/2020] [Indexed: 12/16/2022] Open
Abstract
Before and during pregnancy, women often aim to improve their lifestyle so as to provide a healthier environment for their developing child. It remains unresolved, however, as to whether physical activity (PA) during pregnancy poses a possible risk or whether it might even have beneficial effects on the developing child. There is increasing evidence that PA during pregnancy is indeed beneficial to maternal physiological and psychological health and that it is generally not detrimental to the fetal cardiovascular system and neuronal function in the developing child. This also led to international recommendations for PAs during pregnancy. In the current review, we aimed to comprehensively assess the evidence of beneficial and harmful effects of maternal PA, including high-performance sports, on fetal development. The different mental and body-based relaxation techniques presented here are frequently performed during pregnancy. We found a considerable number of studies addressing these issues. In general, neither low key, moderate maternal PA nor relaxation techniques were observed to have a harmful effect on the developing child. However, we identified some forms of PA which could have at least a transient unfavourable effect. Notably, the literature currently available does not provide enough evidence to enable us to make a general conclusive statement on this subject. This is due to the lack of longitudinal studies on the metabolic and cognitive effects of regular PA during pregnancy and the wide diversity of methods used. In particular, the kind of PA investigated in each study differed from study to study.
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Affiliation(s)
- Ilena Bauer
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
| | - Julia Hartkopf
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
| | - Stephanie Kullmann
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
- Department of Internal Medicine IV, Division of Endocrinology, Diabetology, and Nephrology, University Hospital Tübingen, Tübingen, Germany
| | - Franziska Schleger
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
| | - Manfred Hallschmid
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
- Institute of Medical Psychology and Behavioral Neurobiology, Eberhard Karls University Tübingen, Tübingen, Germany
| | | | - Andreas Fritsche
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
- Department of Internal Medicine IV, Division of Endocrinology, Diabetology, and Nephrology, University Hospital Tübingen, Tübingen, Germany
| | - Hubert Preissl
- Institute for Diabetes Research and Metabolic Diseases (IDM) of the Helmholtz Center Munich at the University of Tübingen/fMEG Center, Tübingen, Germany
- German Center for Diabetes Research (DZD e.V.), University of Tübingen, Tübingen, Germany
- Department of Internal Medicine IV, Division of Endocrinology, Diabetology, and Nephrology, University Hospital Tübingen, Tübingen, Germany
- Department of Pharmacy and Biochemistry, Institute of Pharmaceutical Sciences; Interfaculty Centre for Pharmacogenomics and Pharma Research, Eberhard Karls University Tübingen, Tübingen, Germany
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Hamelmann P, Vullings R, Kolen AF, Bergmans JWM, van Laar JOEH, Tortoli P, Mischi M. Doppler Ultrasound Technology for Fetal Heart Rate Monitoring: A Review. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2020; 67:226-238. [PMID: 31562079 DOI: 10.1109/tuffc.2019.2943626] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Fetal well-being is commonly assessed by monitoring the fetal heart rate (fHR). In clinical practice, the de facto standard technology for fHR monitoring is based on the Doppler ultrasound (US). Continuous monitoring of the fHR before and during labor is performed using a US transducer fixed on the maternal abdomen. The continuous fHR monitoring, together with simultaneous monitoring of the uterine activity, is referred to as cardiotocography (CTG). In contrast, for intermittent measurements of the fHR, a handheld Doppler US transducer is typically used. In this article, the technology of Doppler US for continuous fHR monitoring and intermittent fHR measurements is described, with emphasis on fHR monitoring for CTG. Special attention is dedicated to the measurement environment, which includes the clinical setting in which fHR monitoring is commonly performed. In addition, to understand the signal content of acquired Doppler US signals, the anatomy and physiology of the fetal heart and the surrounding maternal abdomen are described. The challenges encountered in these measurements have led to different technological strategies, which are presented and critically discussed, with a focus on the US transducer geometry, Doppler signal processing, and fHR extraction methods.
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Weyrich J, Ortiz JU, Müller A, Schmidt G, Brambs CE, Graupner O, Kuschel B, Lobmaier SM. Intrapartum PRSA: a new method to predict fetal acidosis?-a case-control study. Arch Gynecol Obstet 2019; 301:137-142. [PMID: 31883047 DOI: 10.1007/s00404-019-05419-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 12/13/2019] [Indexed: 11/30/2022]
Abstract
PURPOSE Phase-rectified signal averaging method (PRSA) represents an analysis method which applied on fetal cardiotocography (CTG) allows the quantification of the speed of fetal heart rate changes. By calculating the average deceleration capacity (ADC) an assessment of the fetal autonomic nervous system (ANS) is possible. The objective of this study was to test its ability to predict perinatal acidosis. METHODS A case-control study was performed at a University Hospital in Munich. All intrapartum CTG heart rate tracings saved during a 7-year period were considered for analysis. All neonates born with an umbilical arterial blood pH ≤ 7.10 were considered as cases. Controls were defined as healthy fetuses born with a pH ≥ 7.25. The main matching criteria were gestational age at delivery, parity, birth mode, and birth weight percentile. Exclusion criteria were a planned caesarean section, fetal malformations, and multiple pregnancies. ADC and STV were then calculated during the last 60, the last 45, and the last 30 min intervals prior to delivery. RESULTS Of all stored birth CTG recordings, 227 cases met the inclusion criteria and were studied. ADC was significantly higher in fetuses born with acidemia (4.85 bpm ± 3.0) compared to controls (3.36 bpm ± 2.2). The area under ROC curve was 0.659 (95% CI 0.608-0.710) for ADC and 0.566 (0.512-0.620) for STV (p = 0.013). CONCLUSIONS This study confirms that the assessment of ADC using PRSA represents a good additional tool for the prediction of acute fetal acidosis during delivery.
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Affiliation(s)
- Joy Weyrich
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany.
| | - Javier U Ortiz
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany
| | - Alexander Müller
- Department of Internal Medicine I - Cardiology, Klinikum Rechts Der Isar, Technical University of Munich, Munich, Germany
| | - Georg Schmidt
- Department of Internal Medicine I - Cardiology, Klinikum Rechts Der Isar, Technical University of Munich, Munich, Germany
| | - Christine E Brambs
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany
| | - Oliver Graupner
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany
| | - Bettina Kuschel
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany
| | - Silvia M Lobmaier
- Department of Obstetrics and Gynecology, Klinikum Rechts Der Isar, Technical University of Munich, Ismaninger Straße 22, E81675, Munich, Germany
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Smith V, Gallagher L, Carroll M, Hannon K, Begley C. Antenatal and intrapartum interventions for reducing caesarean section, promoting vaginal birth, and reducing fear of childbirth: An overview of systematic reviews. PLoS One 2019; 14:e0224313. [PMID: 31648289 PMCID: PMC6812784 DOI: 10.1371/journal.pone.0224313] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Accepted: 10/11/2019] [Indexed: 12/16/2022] Open
Abstract
Concern has been expressed globally over rising caesarean birth rates. Recently, the International Federation of Gynaecology and Obstetrics (FIGO) called for help from governmental bodies, professional organisations, women’s groups, and other stakeholders to reduce unnecessary caesareans. As part of a wider research initiative, we conducted an overview of systematic reviews of antenatal and intrapartum interventions, and reports of evidence based recommendations, to identify and highlight those that have been shown to be effective for reducing caesarean birth, promoting vaginal birth and reducing fear of childbirth. Following registration of the review protocol, (PROSPERO 2018 CRD42018090681), we searched The Cochrane Database of Systematic Reviews, PubMed, CINAHL and EMBASE (Jan 2000-Jan 2018) and searched for grey literature in PROSPERO, and on websites of health professional and other relevant bodies. Screening and selection of reviews, quality appraisal using AMSTAR-2, and data extraction were performed independently by pairs of at least two reviewers. Excluding reviews assessed as ‘critically low’ on AMSTAR-2 (n = 54), 101 systematic reviews, and 10 reports of evidence based recommendations were included in the overview. Narrative synthesis was performed, due to heterogeneity of review methodology and topics. The results highlight twenty-five interventions, across 17 reviews, that reduced the risk of caesarean, nine interventions across eight reviews that increased the risk of caesarean, eight interventions that reduced instrumental vaginal birth, four interventions that increased spontaneous vaginal birth, and two interventions that reduced fear of childbirth. This overview of reviews identifies and highlights interventions that have been shown to be effective for reducing caesarean birth, promoting vaginal births and reducing fear of childbirth. In recognising that clinical practices change over time, this overview includes reviews published from 2000 onwards only, thus providing contemporary evidence, and a valuable resource for clinicians when making decisions on practices that should be implemented for reducing unnecessary caesarean births safely. Protocol Registration: PROSPERO 2018 CRD42018090681. Available from: http://www.crd.york.ac.uk/PROSPERO/display_record.php?ID=CRD42018090681
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Affiliation(s)
- Valerie Smith
- School of Nursing & Midwifery, Trinity College Dublin, Dublin, Ireland
- * E-mail:
| | - Louise Gallagher
- School of Nursing & Midwifery, Trinity College Dublin, Dublin, Ireland
| | - Margaret Carroll
- School of Nursing & Midwifery, Trinity College Dublin, Dublin, Ireland
| | - Kathleen Hannon
- School of Nursing & Midwifery, Trinity College Dublin, Dublin, Ireland
| | - Cecily Begley
- School of Nursing & Midwifery, Trinity College Dublin, Dublin, Ireland
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Hoodbhoy Z, Noman M, Shafique A, Nasim A, Chowdhury D, Hasan B. Use of Machine Learning Algorithms for Prediction of Fetal Risk using Cardiotocographic Data. Int J Appl Basic Med Res 2019; 9:226-230. [PMID: 31681548 PMCID: PMC6822315 DOI: 10.4103/ijabmr.ijabmr_370_18] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2018] [Revised: 03/29/2019] [Accepted: 08/01/2019] [Indexed: 12/13/2022] Open
Abstract
Background A major contributor to under-five mortality is the death of children in the 1st month of life. Intrapartum complications are one of the major causes of perinatal mortality. Fetal cardiotocograph (CTGs) can be used as a monitoring tool to identify high-risk women during labor. Aim The objective of this study was to study the precision of machine learning algorithm techniques on CTG data in identifying high-risk fetuses. Methods CTG data of 2126 pregnant women were obtained from the University of California Irvine Machine Learning Repository. Ten different machine learning classification models were trained using CTG data. Sensitivity, precision, and F1 score for each class and overall accuracy of each model were obtained to predict normal, suspect, and pathological fetal states. Model with best performance on specified metrics was then identified. Results Determined by obstetricians' interpretation of CTGs as gold standard, 70% of them were normal, 20% were suspect, and 10% had a pathological fetal state. On training data, the classification models generated by XGBoost, decision tree, and random forest had high precision (>96%) to predict the suspect and pathological state of the fetus based on the CTG tracings. However, on testing data, XGBoost model had the highest precision to predict a pathological fetal state (>92%). Conclusion The classification model developed using XGBoost technique had the highest prediction accuracy for an adverse fetal outcome. Lay health-care workers in low- and middle-income countries can use this model to triage pregnant women in remote areas for early referral and further management.
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Affiliation(s)
- Zahra Hoodbhoy
- Department of Paediatrics and Child Health, The Aga Khan University, Karachi, Pakistan
| | - Mohammad Noman
- Department of Artificial Intelligence, Ephlux Pvt Ltd., Karachi, Pakistan
| | - Ayesha Shafique
- Department of Artificial Intelligence, Ephlux Pvt Ltd., Karachi, Pakistan
| | - Ali Nasim
- Department of Artificial Intelligence, Ephlux Pvt Ltd., Karachi, Pakistan
| | | | - Babar Hasan
- Department of Paediatrics and Child Health, The Aga Khan University, Karachi, Pakistan
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Preeclampsia: Risk Factors, Diagnosis, Management, and the Cardiovascular Impact on the Offspring. J Clin Med 2019; 8:jcm8101625. [PMID: 31590294 PMCID: PMC6832549 DOI: 10.3390/jcm8101625] [Citation(s) in RCA: 146] [Impact Index Per Article: 29.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2019] [Revised: 09/22/2019] [Accepted: 10/02/2019] [Indexed: 12/20/2022] Open
Abstract
Hypertensive disorders of pregnancy affect up to 10% of pregnancies worldwide, which includes the 3%–5% of all pregnancies complicated by preeclampsia. Preeclampsia is defined as new onset hypertension after 20 weeks’ gestation with evidence of maternal organ or uteroplacental dysfunction or proteinuria. Despite its prevalence, the risk factors that have been identified lack accuracy in predicting its onset and preventative therapies only moderately reduce a woman’s risk of preeclampsia. Preeclampsia is a major cause of maternal morbidity and is associated with adverse foetal outcomes including intra-uterine growth restriction, preterm birth, placental abruption, foetal distress, and foetal death in utero. At present, national guidelines for foetal surveillance in preeclamptic pregnancies are inconsistent, due to a lack of evidence detailing the most appropriate assessment modalities as well as the timing and frequency at which assessments should be conducted. Current management of the foetus in preeclampsia involves timely delivery and prevention of adverse effects of prematurity with antenatal corticosteroids and/or magnesium sulphate depending on gestation. Alongside the risks to the foetus during pregnancy, there is also growing evidence that preeclampsia has long-term adverse effects on the offspring. In particular, preeclampsia has been associated with cardiovascular sequelae in the offspring including hypertension and altered vascular function.
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Hayes-Ryan D, Meaney S, Nolan C, O'Donoghue K. An exploration of women's experience of taking part in a randomized controlled trial of a diagnostic test during pregnancy: A qualitative study. Health Expect 2019; 23:75-83. [PMID: 31578808 PMCID: PMC6978861 DOI: 10.1111/hex.12969] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 08/12/2019] [Accepted: 08/30/2019] [Indexed: 01/10/2023] Open
Abstract
OBJECTIVE To explore pregnant women's views of participation in a clinical research trial while pregnant. DESIGN Prospective nested qualitative cohort study embedded within a national, multi-site randomized controlled trial of a diagnostic test for preeclampsia: Placental Growth Factor. One-to-one in-depth semi-structured interviews were undertaken with 19 women who had recently participated in the trial at a single recruiting site. The interviews were conducted in private, recorded digitally and transcribed verbatim. SETTING Single tertiary maternity hospital currently recruiting eligible women onto an on-going randomized controlled trial (NCT02881073). PARTICIPANTS Women who had participated in the PARROT Ireland randomized controlled trial during their recent pregnancy. METHODS Thematic analysis was utilized. Each line of the transcribed interviews was coded into a category by two researchers. The resultant categories were reviewed, and those with similarities were pooled allowing the development of themes. MAIN OUTCOME MEASURES Women's opinions and experience of participation in a randomized controlled trial of an interventional diagnostic test during their pregnancy. RESULTS Four major themes were identified as follows: (a) Understanding of preeclampsia, (b) Motivators for clinical trial participation, (c) Barriers to decision making and (d) Influence of PARROT Ireland on pregnancy experience. CONCLUSIONS Women are generally interested and positively inclined to participate in research during pregnancy. The potential of risk is an important consideration for eligible pregnant woman. Information and support by both researchers and clinicians are paramount in aiding women's understanding of a research trial.
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Affiliation(s)
- Deirdre Hayes-Ryan
- The Irish Centre for Fetal and Neonatal Translational Research (INFANT), University College Cork, Cork, Ireland.,Cork University Maternity Hospital (CUMH), Cork, Ireland
| | - Sarah Meaney
- National Perinatal Epidemiology Centre, University College Cork, Ireland
| | - Caroline Nolan
- The Irish Centre for Fetal and Neonatal Translational Research (INFANT), University College Cork, Cork, Ireland
| | - Keelin O'Donoghue
- The Irish Centre for Fetal and Neonatal Translational Research (INFANT), University College Cork, Cork, Ireland.,Cork University Maternity Hospital (CUMH), Cork, Ireland
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Comparison of Computerized Cardiotocography Parameters between Male and Female Fetuses. Med Sci (Basel) 2019; 7:medsci7030050. [PMID: 30901854 PMCID: PMC6473323 DOI: 10.3390/medsci7030050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Revised: 03/16/2019] [Accepted: 03/19/2019] [Indexed: 11/17/2022] Open
Abstract
Fetal sex has been identified as an important factor influencing pregnancy outcomes, but its impact on fetal heart rate (FHR) variability in uncomplicated pregnancies is still unclear. The objective of the study was to assess short-term variability (STV) and other computerized cardiotocography (cCTG) parameters in relation to fetal sex during fetal antepartum surveillance. We retrospective compared cCTG parameters of male and female fetuses in uncomplicated singleton pregnancies at term. In addition to univariate analysis, a multivariate analysis was performed taking into account maternal characteristics. A total of 689 cCTG recordings were analyzed: 335 from male fetuses and 354 from female fetuses. Analysis of cCTG results by fetal sex showed no significant difference in percentage of signal loss, number of contractions, movements, accelerations and decelerations, long-term variability (LTV), and STV at both uni-and multivariate analysis. There was a statistically significant difference for baseline FHR at the univariate analysis, which was not confirmed by a multivariate analysis. Our results suggest that fetal sex did not affect cCTG parameters in uncomplicated term singleton pregnancies, and therefore it does not need to be taken into account when interpreting cCTG in physiological conditions.
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van der Pijl MSG, Tiel Groenestege EQ, Verhoeven CJM. Experiences and views of midwives performing antenatal cardiotocography in Dutch primary care: A qualitative study. Midwifery 2019; 72:60-66. [PMID: 30784868 DOI: 10.1016/j.midw.2019.02.003] [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: 08/06/2018] [Revised: 01/14/2019] [Accepted: 02/06/2019] [Indexed: 10/27/2022]
Abstract
OBJECTIVE In the current Dutch maternity care system, pregnant women who have an indication for an antenatal cardiotocography (CTG) to be undertaken need to be referred from primary midwife-led care to secondary obstetric-led care. Within three different regions in the Netherlands independent primary care midwives perform antenatal CTG in primary care, introduced as a pilot project. The aim of this study was to evaluate the experiences and views of primary care midwives who perform antenatal CTG in primary care. DESIGN Using a qualitative approach data were collected by seventeen in depth semi-structured interviews. The interview recordings were transcribed verbatim and analysed using thematic coding. SETTING Three regions in the Netherlands where midwives carry out antenatal CTG in primary care during this pilot project. PARTICIPANTS Seventeen primary care midwives were interviewed between July and November 2017. FINDINGS In general, midwives were satisfied with performing antenatal CTG and felt it contributed positively towards the midwife-client relationship. However, midwives experienced an increased workload, partly due to time-consuming technical difficulties. Furthermore, mixed feelings existed on whether antenatal CTG contributes to a more physiological or to a more pathological approach in midwifery practice. Most midwives believed that performing antenatal CTG contributes to the physiological process: strengthening of their gate-keeper role, increased confidence of their clients and improved midwife-client relationship. In contrast, some midwives believed it contributes to a pathological process: medicalization and relying too much on technical devices. KEY CONCLUSIONS This study showed an overall positive attitude of primary care midwives towards performing antenatal CTG when required, in primary midwife-led care. However, performing the antenatal CTG can be a challenge for midwives, as midwifery care within this setting is often for healthy women who have a straightforward pregnancy. For some midwives, providing antenatal CTG monitoring in the primary care setting may be seen as using a pathological approach to midwifery care. IMPLICATIONS FOR PRACTICE There seems to be a place for antenatal CTG in primary midwife-led care. However, further research is needed before this practice can be implemented widely.
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Affiliation(s)
- Marit S G van der Pijl
- Amsterdam UMC, Vrije Universiteit Amsterdam, Midwifery Science, AVAG, Amsterdam Public Health Research Institute, Van der Boechorststraat 7, room G-102d, 1081 Amsterdam, The Netherlands.
| | - Ellen Q Tiel Groenestege
- Amsterdam UMC, Vrije Universiteit Amsterdam, Midwifery Science, AVAG, Amsterdam Public Health Research Institute, Van der Boechorststraat 7, room G-102d, 1081 Amsterdam, The Netherlands.
| | - Corine J M Verhoeven
- Amsterdam UMC, Vrije Universiteit Amsterdam, Midwifery Science, AVAG, Amsterdam Public Health Research Institute, Van der Boechorststraat 7, room G-102d, 1081 Amsterdam, The Netherlands.
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Antenatal electronic fetal heart monitoring for extremely and very preterm newborns. GINECOLOGIA.RO 2019. [DOI: 10.26416/gine.26.4.2019.2705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
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Medley N, Vogel JP, Care A, Alfirevic Z. Interventions during pregnancy to prevent preterm birth: an overview of Cochrane systematic reviews. Cochrane Database Syst Rev 2018; 11:CD012505. [PMID: 30480756 PMCID: PMC6516886 DOI: 10.1002/14651858.cd012505.pub2] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND Preterm birth (PTB) is a major factor contributing to global rates of neonatal death and to longer-term health problems for surviving infants. Both the World Health Organization and the United Nations consider prevention of PTB as central to improving health care for pregnant women and newborn babies. Current preventative clinical strategies show varied efficacy in different populations of pregnant women, frustrating women and health providers alike, while researchers call for better understanding of the underlying mechanisms that lead to PTB. OBJECTIVES We aimed to summarise all evidence for interventions relevant to the prevention of PTB as reported in Cochrane systematic reviews (SRs). We intended to highlight promising interventions and to identify SRs in need of an update. METHODS We searched the Cochrane Database of Systematic Reviews (2 November 2017) with key words to capture any Cochrane SR that prespecified or reported a PTB outcome. Inclusion criteria focused on pregnant women without signs of preterm labour or ruptured amniotic membranes. We included reviews of interventions for pregnant women irrespective of their risk status. We followed standard Cochrane methods.We applied GRADE criteria to evaluate the quality of SR evidence. We assigned graphic icons to classify the effectiveness of interventions as: clear evidence of benefit; clear evidence of harm; clear evidence of no effect or equivalence; possible benefit; possible harm; or unknown benefit or harm. We defined clear evidence of benefit and clear evidence of harm to be GRADE moderate- or high-quality evidence with a confidence interval (CI) that does not cross the line of no effect. Clear evidence of no effect or equivalence is GRADE moderate- or high-quality evidence with a narrow CI crossing the line of no effect. Possible benefit and possible harm refer to GRADE low-quality evidence with a clear effect (CI does not cross the line of no effect) or GRADE moderate- or high-quality evidence with a wide CI. Unknown harm or benefit refers to GRADE low- or very low-quality evidence with a wide CI. MAIN RESULTS We included 83 SRs; 70 had outcome data. Below we highlight key results from a subset of 36 SRs of interventions intended to prevent PTB. OUTCOME preterm birthClear evidence of benefitFour SRs reported clear evidence of benefit to prevent specific populations of pregnant women from giving birth early, including midwife-led continuity models of care versus other models of care for all women; screening for lower genital tract infections for pregnant women less than 37 weeks' gestation and without signs of labour, bleeding or infection; and zinc supplementation for pregnant women without systemic illness. Cervical cerclage showed clear benefit for women with singleton pregnancy and high risk of PTB only.Clear evidence of harmNo included SR reported clear evidence of harm.No effect or equivalenceFor pregnant women at high risk of PTB, bedrest for women with singleton pregnancy and antibiotic prophylaxis during the second and third trimester were of no effect or equivalent to a comparator.Possible benefitFour SRs found possible benefit in: group antenatal care for all pregnant women; antibiotics for pregnant women with asymptomatic bacteriuria; pharmacological interventions for smoking cessation for pregnant women who smoke; and vitamin D supplements alone for women without pre-existing conditions such as diabetes.Possible harmOne SR reported possible harm (increased risk of PTB) with intramuscular progesterone, but this finding is only relevant to women with multiple pregnancy and high risk of PTB. Another review found possible harm with vitamin D, calcium and other minerals for pregnant women without pre-existing conditions. OUTCOME perinatal deathClear evidence of benefitTwo SRs reported clear evidence of benefit to reduce pregnant women's risk of perinatal death: midwife-led continuity models of care for all pregnant women; and fetal and umbilical Doppler for high-risk pregnant women.Clear evidence of harmNo included SR reported clear evidence of harm.No effect or equivalenceFor pregnant women at high risk of PTB, antibiotic prophylaxis during the second and third trimester was of no effect or equivalent to a comparator.Possible benefitOne SR reported possible benefit with cervical cerclage for women with singleton pregnancy and high risk of PTB.Possible harmOne SR reported possible harm associated with a reduced schedule of antenatal visits for pregnant women at low risk of pregnancy complications; importantly, these women already received antenatal care in settings with limited resources. OUTCOMES preterm birth and perinatal deathUnknown benefit or harmFor pregnant women at high risk of PTB for any reason including multiple pregnancy, home uterine monitoring was of unknown benefit or harm. For pregnant women at high risk due to multiple pregnancy: bedrest, prophylactic oral betamimetics, vaginal progesterone and cervical cerclage were all of unknown benefit or harm. AUTHORS' CONCLUSIONS Implications for practiceThe overview serves as a map and guide to all current evidence relevant to PTB prevention published in the Cochrane Library. Of 70 SRs with outcome data, we identified 36 reviews of interventions with the aim of preventing PTB. Just four of these SRs had evidence of clear benefit to women, with an additional four SRs reporting possible benefit. No SR reported clear harm, which is an important finding for women and health providers alike.The overview summarises no evidence for the clinically important interventions of cervical pessary, cervical length assessment and vaginal progesterone because these Cochrane Reviews were not current. These are active areas for PTB research.The graphic icons we assigned to SR effect estimates do not constitute clinical guidance or an endorsement of specific interventions for pregnant women. It remains critical for pregnant women and their healthcare providers to carefully consider whether specific strategies to prevent PTB will be of benefit for individual women, or for specific populations of women.Implications for researchFormal consensus work is needed to establish standard language for overviews of reviews and to define the limits of their interpretation.Clinicians, researchers and funders must address the lack of evidence for interventions relevant to women at high risk of PTB due to multiple pregnancy.
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Affiliation(s)
- Nancy Medley
- The University of LiverpoolCochrane Pregnancy and Childbirth Group, Department of Women's and Children's HealthFirst Floor, Liverpool Women's NHS Foundation TrustCrown StreetLiverpoolUKL8 7SS
| | - Joshua P Vogel
- Burnet InstituteMaternal and Child Health85 Commercial RoadMelbourneAustralia
| | - Angharad Care
- The University of LiverpoolDepartment of Women's and Children's HealthFirst Floor, Liverpool Women's NHS Foundation TrustCrown StreetLiverpoolUKL8 7SS
| | - Zarko Alfirevic
- The University of LiverpoolDepartment of Women's and Children's HealthFirst Floor, Liverpool Women's NHS Foundation TrustCrown StreetLiverpoolUKL8 7SS
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Emeruwa UN, Zera C. Optimal Obstetric Management for Women with Diabetes: the Benefits and Costs of Fetal Surveillance. Curr Diab Rep 2018; 18:96. [PMID: 30194499 DOI: 10.1007/s11892-018-1058-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
PURPOSE OF REVIEW To elaborate on the risks and benefits associated with antenatal fetal surveillance for stillbirth prevention in women with diabetes. RECENT FINDINGS Women with pregestational diabetes have a 3- to 5-fold increased odds of stillbirth compared to women without diabetes. The stillbirth risk in women with gestational diabetes (GDM) is more controversial; while recent data suggest the odds for stillbirth are approximately 50% higher in women with GDM at term (37 weeks and beyond) than in those without GDM, it is unclear if this risk is seen in women with optimal glycemic control. Current professional society guidelines are broad with respect to fetal testing strategies and delivery timing in women with diabetes. The data supporting strategies to reduce the risk of stillbirth in women with diabetes are limited. Antepartum fetal surveillance should be performed to reduce stillbirth rates; however, the optimal test, frequency of testing, and delivery timing are not yet clear. Future studies of obstetric management for women with diabetes should consider not just individual but also system level costs and benefits associated with antenatal surveillance.
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Affiliation(s)
- Ukachi N Emeruwa
- Department of Obstetrics and Gynecology, Brigham and Women's Hospital, 75 Francis Street, ASB 1-3, Boston, MA, 02115, USA.
| | - Chloe Zera
- Division of Maternal Fetal Medicine, Department of Obstetrics and Gynecology, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA, 02215, USA
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Bills CB, Newberry JA, Darmstadt G, Pirrotta EA, Rao GVR, Mahadevan SV, Strehlow MC. Reducing early infant mortality in India: results of a prospective cohort of pregnant women using emergency medical services. BMJ Open 2018; 8:e019937. [PMID: 29654018 PMCID: PMC5905760 DOI: 10.1136/bmjopen-2017-019937] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVES To describe the demographic characteristics and clinical outcomes of neonates born within 7 days of public ambulance transport to hospitals across five states in India. DESIGN Prospective observational study. SETTING Five Indian states using a centralised emergency medical services (EMS) agency that transported 3.1 million pregnant women in 2014. PARTICIPANTS Over 6 weeks in 2014, this study followed a convenience sample of 1431 neonates born to women using a public-private ambulance service for a 'pregnancy-related' problem. Initial calls were deemed 'pregnancy related' if categorised by EMS dispatchers as 'pregnancy', 'childbirth', 'miscarriage' or 'labour pains'. Interfacility transfers, patients absent on ambulance arrival, refusal of care and neonates born to women beyond 7 days of using the service were excluded. MAIN OUTCOME MEASURES death at 2, 7 and 42 days after delivery. RESULTS Among 1684 women, 1411 gave birth to 1431 newborns within 7 days of initial ambulance transport. Median maternal age at delivery was 23 years (IQR 21-25). Most mothers were from rural/tribal areas (92.5%) and lower social (79.9%) and economic status (69.9%). Follow-up rates at 2, 7 and 42 days were 99.8%, 99.3% and 94.1%, respectively. Cumulative mortality rates at 2, 7 and 42 days follow-up were 43, 53 and 62 per 1000 births, respectively. The perinatal mortality rate (PMR) was 53 per 1000. Preterm birth (OR 2.89, 95% CI 1.67 to 5.00), twin deliveries (OR 2.80, 95% CI 1.10 to 7.15) and caesarean section (OR 2.21, 95% CI 1.15 to 4.23) were the strongest predictors of mortality. CONCLUSIONS The perinatal mortality rate associated with this cohort of patients with high-acuity conditions of pregnancy was nearly two times the most recent rate for India as a whole (28 per 1000 births). EMS data have the potential to provide more robust estimates of PMR, reduce inequities in timely access to healthcare and increase facility-based care through service of marginalised populations.
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Affiliation(s)
- Corey B Bills
- Department of Emergency Medicine, University of California, San Francisco, California, USA
| | - Jennifer A Newberry
- Department of Emergency Medicine, Stanford University, Stanford, California, USA
| | - Gary Darmstadt
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - Elizabeth A Pirrotta
- Department of Emergency Medicine, Stanford University, Stanford, California, USA
| | - G V Ramana Rao
- GVK Emergency Management and Research Institute, Secunderabad, Telangana, India
| | - S V Mahadevan
- Department of Emergency Medicine, Stanford University, Stanford, California, USA
| | - Matthew C Strehlow
- Department of Emergency Medicine, Stanford University, Stanford, California, USA
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50
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Vicente Bertagnolli T, Souza Rangel Machado MD, Ferreira CJH, Machado JDSR, Duarte G, Cavalli RC. Safety of a physical therapy protocol for women with preeclampsia: a randomized controlled feasibility trial. Hypertens Pregnancy 2018; 37:59-67. [PMID: 29495906 DOI: 10.1080/10641955.2018.1439059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
OBJECTIVE To assess the feasibility and safety of a physiotherapy protocol applied to pregnant women with preeclampsia. METHODS Randomized, controlled, single-blind feasibility study, with 24 hospitalized pregnant women with preeclampsia. The intervention group received one session of the physiotherapy. The control group remained under the routine care of the hospital. The primary outcomes were Doppler velocimetry, cardiotocography, and maternal-fetal hemodynamics. Secondary outcomes were pain and anxiety assessed before and after the interventions. A mixed effects linear regression model was used, and the data were compared with the level of significance at 5%. RESULTS The baseline characteristics of the participants were homogeneous between groups. Resistance index of the Middle Cerebral Artery (MAC) and Umbilical Artery (UA) and cardiotocography did not change significantly. The systolic blood pressure (SBP) increased 4.90 mmHg in the control group and 0.22 mmHg in the intervention group. The diastolic blood pressure (DBP) increased 1.34 mmHg in the control group and decreased 0.40 mmHg in the intervention group. The middle bood pressure (MBP) increased 4.66 mmHg in the control group while there was a decrease of 0.09 mmHg in the intervention group, without statistical difference. Heart rate (HR) decreased 0.94 bpm in the control group; whereas, in the intervention group, there was an increase of 6.30 bpm. The pain reduced clinically 2 points after the intervention. The anxiety reduced clinically in both the groups (-1.26 in the intervention group and -2.17 in the control group). CONCLUSION The protocol applied in the intervention group is feasible and safe for both mother and fetus. Both groups showed clinical reduction in the levels of anxiety; whereas, pain was clinically reduced in the intervention group.
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Affiliation(s)
- Tawana Vicente Bertagnolli
- a Biology of Reproduction, Department of Gynecology and Obstretrics, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
| | - Michelle de Souza Rangel Machado
- a Biology of Reproduction, Department of Gynecology and Obstretrics, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
| | - Cristine Jorge Homsi Ferreira
- b Department of Biomechanics, Medicine and Rehabilitation of the Locmotor Apparatus, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
| | - Jackeline de Souza Rangel Machado
- a Biology of Reproduction, Department of Gynecology and Obstretrics, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
| | - Geraldo Duarte
- c Department of Gynecology and Obstretrics, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
| | - Ricardo Carvalho Cavalli
- c Department of Gynecology and Obstretrics, Ribeirão Preto Medical School , University of São Paulo , Ribeirão Preto , Brazil
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