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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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Giordano N, Sbrollini A, Morettini M, Rosati S, Balestra G, Gambi E, Knaflitz M, Burattini L. Acquisition Devices for Fetal Phonocardiography: A Scoping Review. Bioengineering (Basel) 2024; 11:367. [PMID: 38671788 PMCID: PMC11048557 DOI: 10.3390/bioengineering11040367] [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: 02/23/2024] [Revised: 03/29/2024] [Accepted: 04/09/2024] [Indexed: 04/28/2024] Open
Abstract
Timely and reliable fetal monitoring is crucial to prevent adverse events during pregnancy and delivery. Fetal phonocardiography, i.e., the recording of fetal heart sounds, is emerging as a novel possibility to monitor fetal health status. Indeed, due to its passive nature and its noninvasiveness, the technique is suitable for long-term monitoring and for telemonitoring applications. Despite the high share of literature focusing on signal processing, no previous work has reviewed the technological hardware solutions devoted to the recording of fetal heart sounds. Thus, the aim of this scoping review is to collect information regarding the acquisition devices for fetal phonocardiography (FPCG), focusing on technical specifications and clinical use. Overall, PRISMA-guidelines-based analysis selected 57 studies that described 26 research prototypes and eight commercial devices for FPCG acquisition. Results of our review study reveal that no commercial devices were designed for fetal-specific purposes, that the latest advances involve the use of multiple microphones and sensors, and that no quantitative validation was usually performed. By highlighting the past and future trends and the most relevant innovations from both a technical and clinical perspective, this review will represent a useful reference for the evaluation of different acquisition devices and for the development of new FPCG-based systems for fetal monitoring.
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Affiliation(s)
- Noemi Giordano
- Department of Electronics and Telecommunications and PoliToBIOMedLab, Politecnico di Torino, 10129 Torino, Italy; (N.G.); (S.R.); (G.B.); (M.K.)
| | - Agnese Sbrollini
- Department of Information Engineering, Engineering Faculty, Università Politecnica delle Marche, 60131 Ancona, Italy; (A.S.); (M.M.); (E.G.)
| | - Micaela Morettini
- Department of Information Engineering, Engineering Faculty, Università Politecnica delle Marche, 60131 Ancona, Italy; (A.S.); (M.M.); (E.G.)
| | - Samanta Rosati
- Department of Electronics and Telecommunications and PoliToBIOMedLab, Politecnico di Torino, 10129 Torino, Italy; (N.G.); (S.R.); (G.B.); (M.K.)
| | - Gabriella Balestra
- Department of Electronics and Telecommunications and PoliToBIOMedLab, Politecnico di Torino, 10129 Torino, Italy; (N.G.); (S.R.); (G.B.); (M.K.)
| | - Ennio Gambi
- Department of Information Engineering, Engineering Faculty, Università Politecnica delle Marche, 60131 Ancona, Italy; (A.S.); (M.M.); (E.G.)
| | - Marco Knaflitz
- Department of Electronics and Telecommunications and PoliToBIOMedLab, Politecnico di Torino, 10129 Torino, Italy; (N.G.); (S.R.); (G.B.); (M.K.)
| | - Laura Burattini
- Department of Information Engineering, Engineering Faculty, Università Politecnica delle Marche, 60131 Ancona, Italy; (A.S.); (M.M.); (E.G.)
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Ben M'Barek I, Ben M'Barek B, Jauvion G, Holmström E, Agman A, Merrer J, Ceccaldi PF. Large-scale analysis of interobserver agreement and reliability in cardiotocography interpretation during labor using an online tool. BMC Pregnancy Childbirth 2024; 24:136. [PMID: 38355457 PMCID: PMC10865637 DOI: 10.1186/s12884-024-06322-4] [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: 09/27/2023] [Accepted: 02/05/2024] [Indexed: 02/16/2024] Open
Abstract
BACKGROUND While the effectiveness of cardiotocography in reducing neonatal morbidity is still debated, it remains the primary method for assessing fetal well-being during labor. Evaluating how accurately professionals interpret cardiotocography signals is essential for its effective use. The objective was to evaluate the accuracy of fetal hypoxia prediction by practitioners through the interpretation of cardiotocography signals and clinical variables during labor. MATERIAL AND METHODS We conducted a cross-sectional online survey, involving 120 obstetric healthcare providers from several countries. One hundred cases, including fifty cases of fetal hypoxia, were randomly assigned to participants who were invited to predict the fetal outcome (binary criterion of pH with a threshold of 7.15) based on the cardiotocography signals and clinical variables. After describing the participants, we calculated (with a 95% confidence interval) the success rate, sensitivity and specificity to predict the fetal outcome for the whole population and according to pH ranges, professional groups and number of years of experience. Interobserver agreement and reliability were evaluated using the proportion of agreement and Cohen's kappa respectively. RESULTS The overall ability to predict a pH level below 7.15 yielded a success rate of 0.58 (95% CI 0.56-0.60), a sensitivity of 0.58 (95% CI 0.56-0.60) and a specificity of 0.63 (95% CI 0.61-0.65). No significant difference in the success rates was observed with respect to profession and number of years of experience. The success rate was higher for the cases with a pH level below 7.05 (0.69) and above 7.20 (0.66) compared to those falling between 7.05 and 7.20 (0.48). The proportion of agreement between participants was good (0.82), with an overall kappa coefficient indicating substantial reliability (0.63). CONCLUSIONS The use of an online tool enabled us to collect a large amount of data to analyze how practitioners interpret cardiotocography data during labor. Despite a good level of agreement and reliability among practitioners, the overall accuracy is poor, particularly for cases with a neonatal pH between 7.05 and 7.20. Factors such as profession and experience level do not present notable impact on the accuracy of the annotations. The implementation and use of a computerized cardiotocography analysis software has the potential to enhance the accuracy to detect fetal hypoxia, especially for ambiguous cardiotocography tracings.
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Affiliation(s)
- Imane Ben M'Barek
- Service de Gynécologie Obstétrique, Assistance Publique Hôpitaux de Paris - Hôpital Beaujon, 100 boulevard du Général Leclerc, Clichy La Garenne, France.
- Université Paris Cité, 75006, Paris, France.
- Health Simulation Department, iLumens, Université Paris Cité, Paris, France.
| | | | | | - Emilia Holmström
- Service de Gynécologie Obstétrique, Assistance Publique Hôpitaux de Paris - Hôpital Beaujon, 100 boulevard du Général Leclerc, Clichy La Garenne, France
- Université Paris Cité, 75006, Paris, France
| | - Antoine Agman
- Service de Gynécologie Obstétrique, Assistance Publique Hôpitaux de Paris - Hôpital Beaujon, 100 boulevard du Général Leclerc, Clichy La Garenne, France
| | - Jade Merrer
- AP-HP.Nord-Université Paris Cité, Hôpital Universitaire Robert Debré, Unité d'épidémiologie clinique, 1426, InsermParis, CIC, France
| | - Pierre-François Ceccaldi
- Service de Gynécologie-Obstétrique et Médecine de la reproduction, Hôpital Foch, 40 Rue Worth, 92150, Suresnes, France
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Pereira S, Bakker P, Zaima A, Ghi T, Kessler J, Timonen S, Vayssière C, Löser K, Holmberg K, Jacquemyn Y, Chandraharan E, Wertheim D, Olofsson P. Is the fetus fit for labor? Introducing fast-and-frugal trees (FFTrees) to simplify triage of women for STAN monitoring: An interobserver agreement comparison with traditional classification. Acta Obstet Gynecol Scand 2024; 103:68-76. [PMID: 37890863 PMCID: PMC10755137 DOI: 10.1111/aogs.14680] [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: 02/17/2023] [Revised: 08/20/2023] [Accepted: 09/03/2023] [Indexed: 10/29/2023]
Abstract
INTRODUCTION It is a shortcoming of traditional cardiotocography (CTG) classification table formats that CTG traces are frequently classified differently by different users, resulting in poor interobserver agreements. A fast-and-frugal tree (FFTree) flow chart may help provide better concordance because it is straightforward and has clearly structured binary questions with understandable "yes" or "no" responses. The initial triage to determine whether a fetus is suitable for labor when utilizing fetal ECG ST analysis (STAN) is very important, since a fetus with restricted capacity to respond to hypoxic stress may not generate STAN events and therefore may become falsely negative. This study aimed to compare physiology-focused FFTree CTG interpretation with FIGO classification for assessing the suitability for STAN monitoring. MATERIAL AND METHODS A retrospective study of 36 CTG traces with a high proportion of adverse outcomes (17/36) selected from a European multicenter study database. Eight experienced European obstetricians evaluated the initial 40 minutes of the CTG recordings and judged whether STAN was a suitable fetal surveillance method and whether intervention was indicated. The experts rated the CTGs using the FFTree and FIGO classifications at least 6 weeks apart. Interobserver agreements were calculated using proportions of agreement and Fleiss' kappa (κ). RESULTS The proportions of agreement for "not suitable for STAN" were for FIGO 47% (95% confidence interval [CI] 42%-52%) and for FFTree 60% (95% CI 56-64), ie a significant difference; the corresponding figures for "yes, suitable" were 74% (95% CI 71-77) and 70% (95% CI 67-74). For "intervention needed" the figures were 52% (95% CI 47-56) vs 58% (95% CI 54-62) and for "expectant management" 74% (95% CI 71-77) vs 72% (95% CI 69-75). Fleiss' κ agreement on "suitability for STAN" was 0.50 (95% CI 0.44-0.56) for the FIGO classification and 0.57 (95% CI 0.51-0.63) for the FFTree classification; the corresponding figures for "intervention or expectancy" were 0.53 (95% CI 0.47-0.59) and 0.57 (95% CI 0.51-0.63). CONCLUSIONS The proportion of agreement among expert obstetricians using the FFTree physiological approach was significantly higher compared with the traditional FIGO classification system in rejecting cases not suitable for STAN monitoring. That might be of importance to avoid false negative STAN recordings. Other agreement figures were similar. It remains to be shown whether the FFTree simplicity will benefit less experienced users and how it will work in real-world clinical scenarios.
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Affiliation(s)
- Susana Pereira
- Fetal Medicine Unit, The Royal London Hospital, Barts Health NHS TrustLondonUK
| | - Petra Bakker
- Department of Obstetrics and GynecologyAmsterdam UMCAmsterdamThe Netherlands
| | - Ahmed Zaima
- Department of Obstetrics and GynaecologyKingston Hospital NHS Foundation TrustLondonUK
| | - Tullio Ghi
- Department of Medicine and SurgeryUniversity of ParmaParmaItaly
| | - Jörg Kessler
- Department of Obstetrics and Gynecology, Haukeland University Hospital, Bergen, and Department of Clinical ScienceUniversity of BergenBergenNorway
| | - Susanna Timonen
- Department of Obstetrics and GynecologyTurku University HospitalTurkuFinland
| | - Christoph Vayssière
- Department of Obstetrics and Gynecology, Paule de Viguier HospitalToulouse III UniversityToulouseFrance
| | - Katrin Löser
- Department of Obstetrics and GynecologySouth Jutland Hospital Aabenraa CampusAabenraaDenmark
| | - Kaisa Holmberg
- Department of Obstetrics and GynecologyTurku University HospitalTurkuFinland
| | - Yves Jacquemyn
- Department of Obstetrics and GynecologyAntwerp University Hospital, Edegem, and Global Health Institute, Antwerp UniversityAntwerpBelgium
| | | | - David Wertheim
- School of Computing and Information Systems, Faculty of Science, Engineering and Computing, Kingston UniversityLondonUK
| | - Per Olofsson
- Institution of Clinical Sciences Malmö, Lund UniversityMalmöSweden
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Dankó I, Kelemen E, Tankó A, Cserni G. Placental Pathology and Its Associations With Clinical Signs in Different Subtypes of Fetal Growth Restriction. Pediatr Dev Pathol 2023; 26:437-446. [PMID: 37334814 DOI: 10.1177/10935266231179587] [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: 06/21/2023]
Abstract
OBJECTIVE We evaluated placental alterations in different subtypes of fetal growth restriction (FGR) to determine any clinical associations. METHODS FGR placentas classified according to the Amsterdam criteria were correlated with clinical findings. Percentage of intact terminal villi and villous capillarization ratio were calculated in each specimen. Correlations of placental histopathology and perinatal outcomes were studied. 61 FGR cases were studied. RESULTS Early-onset-FGR was more often associated with preeclampsia and recurrence than late-onset-FGR; placentas from early-onset-FGR often had diffuse maternal (or fetal) vascular malperfusion and villitis of unknown etiology. Decreased percentage of intact terminal villi was associated with pathologic CTG. Decreased villous capillarization was associated with early-onset-FGR and birth weight below the second percentile. Avascular villi and infarction were more common when femoral length/abdominal circumference ratio was >0.26, and perinatal outcome was poor in this group. CONCLUSION In early-onset-FGR and preeclamptic FGR, altered vascularization of villi may have a key role in pathogenesis, and recurrent FGR is associated with villitis of unknown etiology. There is an association between femoral length/abdominal circumference ratio >0.26 and histopathological alterations of placenta in FGR pregnancies. There are no significant differences in the percentage of intact terminal villi between different FGR subtypes by onset or recurrency.
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Affiliation(s)
- István Dankó
- Department of Obstetrics and Gynecology, Bács-Kiskun County Teaching Hospital, Kecskemét, Hungary
| | - Edit Kelemen
- Perinatal Intensive Centre, Bács-Kiskun County Teaching Hospital, Kecskemét, Hungary
| | - András Tankó
- Department of Obstetrics and Gynecology, Bács-Kiskun County Teaching Hospital, Kecskemét, Hungary
| | - Gábor Cserni
- Department of Pathology, Bács-Kiskun County Teaching Hospital, Kecskemét, Hungary
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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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Ben M’Barek I, Jauvion G, Vitrou J, Holmström E, Koskas M, Ceccaldi PF. DeepCTG® 1.0: an interpretable model to detect fetal hypoxia from cardiotocography data during labor and delivery. Front Pediatr 2023; 11:1190441. [PMID: 37397139 PMCID: PMC10311205 DOI: 10.3389/fped.2023.1190441] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 05/30/2023] [Indexed: 07/04/2023] Open
Abstract
Introduction Cardiotocography, which consists in monitoring the fetal heart rate as well as uterine activity, is widely used in clinical practice to assess fetal wellbeing during labor and delivery in order to detect fetal hypoxia and intervene before permanent damage to the fetus. We present DeepCTG® 1.0, a model able to predict fetal acidosis from the cardiotocography signals. Materials and methods DeepCTG® 1.0 is based on a logistic regression model fed with four features extracted from the last available 30 min segment of cardiotocography signals: the minimum and maximum values of the fetal heart rate baseline, and the area covered by accelerations and decelerations. Those four features have been selected among a larger set of 25 features. The model has been trained and evaluated on three datasets: the open CTU-UHB dataset, the SPaM dataset and a dataset built in hospital Beaujon (Clichy, France). Its performance has been compared with other published models and with nine obstetricians who have annotated the CTU-UHB cases. We have also evaluated the impact of two key factors on the performance of the model: the inclusion of cesareans in the datasets and the length of the cardiotocography segment used to compute the features fed to the model. Results The AUC of the model is 0.74 on the CTU-UHB and Beaujon datasets, and between 0.77 and 0.87 on the SPaM dataset. It achieves a much lower false positive rate (12% vs. 25%) than the most frequent annotation among the nine obstetricians for the same sensitivity (45%). The performance of the model is slightly lower on the cesarean cases only (AUC = 0.74 vs. 0.76) and feeding the model with shorter CTG segments leads to a significant decrease in its performance (AUC = 0.68 with 10 min segments). Discussion Although being relatively simple, DeepCTG® 1.0 reaches a good performance: it compares very favorably to clinical practice and performs slightly better than other published models based on similar approaches. It has the important characteristic of being interpretable, as the four features it is based on are known and understood by practitioners. The model could be improved further by integrating maternofetal clinical factors, using more advanced machine learning or deep learning approaches and having a more robust evaluation of the model based on a larger dataset with more pathological cases and covering more maternity centers.
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Affiliation(s)
- Imane Ben M’Barek
- Department of Gynecology Obstetrics, Assistance Publique des Hôpitaux de Paris -Beaujon, Clichy, France
- Health Simulation Department, iLumens, Université Paris Cité, Paris, France
| | | | - Juliette Vitrou
- Department of Gynecology Obstetrics, Assistance Publique des Hôpitaux de Paris -Beaujon, Clichy, France
| | - Emilia Holmström
- Department of Gynecology Obstetrics, Assistance Publique des Hôpitaux de Paris -Beaujon, Clichy, France
| | - Martin Koskas
- Department of Gynecology-Obstetrics and Reproduction, Assistance Publique des Hôpitaux de Paris -Bichat, Paris, France
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Ben M'Barek I, Jauvion G, Ceccaldi P. Computerized cardiotocography analysis during labor - A state-of-the-art review. Acta Obstet Gynecol Scand 2023; 102:130-137. [PMID: 36541016 PMCID: PMC9889319 DOI: 10.1111/aogs.14498] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 12/01/2022] [Accepted: 12/02/2022] [Indexed: 12/24/2022]
Abstract
Cardiotocography is defined as the recording of fetal heart rate and uterine contractions and is widely used during labor as a screening tool to determine fetal wellbeing. The visual interpretation of the cardiotocography signals by the practitioners, following common guidelines, is subject to a high interobserver variability, and the efficiency of cardiotocography monitoring is still debated. Since the 1990s, researchers and practitioners work on designing reliable computer-aided systems to assist practitioners in cardiotocography interpretation during labor. Several systems are integrated in the monitoring devices, mostly based on the guidelines, but they have not clearly demonstrated yet their usefulness. In the last decade, the availability of large clinical databases as well as the emergence of machine learning and deep learning methods in healthcare has led to a surge of studies applying those methods to cardiotocography signals analysis. The state-of-the-art systems perform well to detect fetal hypoxia when evaluated on retrospective cohorts, but several challenges remain to be tackled before they can be used in clinical practice. First, the development and sharing of large, open and anonymized multicentric databases of perinatal and cardiotocography data during labor is required to build more accurate systems. Also, the systems must produce interpretable indicators along with the prediction of the risk of fetal hypoxia in order to be appropriated and trusted by practitioners. Finally, common standards should be built and agreed on to evaluate and compare those systems on retrospective cohorts and to validate their use in clinical practice.
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Affiliation(s)
- Imane Ben M'Barek
- Department of Obstetrics and GynecologyAssistance Publique Hôpitaux de Paris – Hôpital BeaujonClichy La GarenneFrance
- Université Paris CitéParisFrance
- Health Simulation Department, iLumensUniversité Paris CitéParisFrance
| | | | - Pierre‐François Ceccaldi
- Université Paris CitéParisFrance
- Health Simulation Department, iLumensUniversité Paris CitéParisFrance
- Department of Gynecology‐Obstetrics and Reproductive MedicineHôpital FochSuresnesFrance
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9
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Spairani E, Daniele B, Signorini MG, Magenes G. A deep learning mixed-data type approach for the classification of FHR signals. Front Bioeng Biotechnol 2022; 10:887549. [PMID: 36003538 PMCID: PMC9393210 DOI: 10.3389/fbioe.2022.887549] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 07/01/2022] [Indexed: 11/21/2022] Open
Abstract
The Cardiotocography (CTG) is a widely diffused monitoring practice, used in Ob-Gyn Clinic to assess the fetal well-being through the analysis of the Fetal Heart Rate (FHR) and the Uterine contraction signals. Due to the complex dynamics regulating the Fetal Heart Rate, a reliable visual interpretation of the signal is almost impossible and results in significant subjective inter and intra-observer variability. Also, the introduction of few parameters obtained from computer analysis did not solve the problem of a robust antenatal diagnosis. Hence, during the last decade, computer aided diagnosis systems, based on artificial intelligence (AI) machine learning techniques have been developed to assist medical decisions. The present work proposes a hybrid approach based on a neural architecture that receives heterogeneous data in input (a set of quantitative parameters and images) for classifying healthy and pathological fetuses. The quantitative regressors, which are known to represent different aspects of the correct development of the fetus, and thus are related to the fetal healthy status, are combined with features implicitly extracted from various representations of the FHR signal (images), in order to improve the classification performance. This is achieved by setting a neural model with two connected branches, consisting respectively of a Multi-Layer Perceptron (MLP) and a Convolutional Neural Network (CNN). The neural architecture was trained on a huge and balanced set of clinical data (14.000 CTG tracings, 7000 healthy and 7000 pathological) recorded during ambulatory non stress tests at the University Hospital Federico II, Napoli, Italy. After hyperparameters tuning and training, the neural network proposed has reached an overall accuracy of 80.1%, which is a promising result, as it has been obtained on a huge dataset.
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Affiliation(s)
- Edoardo Spairani
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
| | - Beniamino Daniele
- Department of Electronics, Information and Bioengineering (DEIB), Politecnico Milano, Milano, Italy
| | | | - Giovanni Magenes
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, Pavia, Italy
- *Correspondence: Giovanni Magenes,
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10
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Spairani E, Daniele B, Magenes G, Signorini MG. A Novel Large Structured Cardiotocographic Database. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022; 2022:1375-1378. [PMID: 36086045 DOI: 10.1109/embc48229.2022.9871340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
In this work we present the creation of a large, structured database of CardioTocoGraphic (CTG) recordings, starting from a raw dataset containing tracings collected between 2013 and 2021 by the medical team of the University Hospital Federico II of Naples. The aim of the work is to provide a big, structured database of real clinical cardiotocographic data, useful for subsequent processing and analysis through state-of-the-art methods, in particular Deep Learning Methods. This organized dataset could lead to an increase of the diagnostic accuracy of CTG analysis in the discrimination of healthy and unhealthy fetuses.
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11
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Olofsson P, Ekengård F, Herbst A. Time to reconsider: Have the 2015 FIGO and 2017 Swedish intrapartum cardiotocogram classifications led us from Charybdis to Scylla? Acta Obstet Gynecol Scand 2021; 100:1549-1556. [PMID: 34060661 DOI: 10.1111/aogs.14201] [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: 03/07/2021] [Revised: 05/11/2021] [Accepted: 05/25/2021] [Indexed: 11/28/2022]
Abstract
In 2015, FIGO revised the 1987 intrapartum cardiotocography (CTG) classification (FIGO1987). A less radical FIGO2015 version was introduced in Sweden 2017 (SWE2017). Now, post hoc simulation studies show that FIGO2015 and SWE2017 are less reliable than (a modified) FIGO1987. FIGO2015 shows significantly better interobserver agreement for normal CTG traces than FIGO1987, but significantly worse for pathological traces. Agreements between templates are moderate to good, but different classifications of mainly variable decelerations and tachycardia cause significant heterogeneities. FIGO2015 shows insufficient sensitivity to identify fetal acidemia compared with FIGO1987. In connection with fetal electrocardiogram ST analysis, one study showed no template was superior in identifying fetal acidemia, but in a series of only academia, FIGO1987 had significantly higher sensitivity than FIGO2015 (73% vs. 43%) and set of an alarm for fetal acidemia considerably earlier. With SWE2017, operative interventions declined significantly in Sweden but several adverse neonatal outcomes increased significantly. It remains to investigate the development with FIGO2015.
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Affiliation(s)
- Per Olofsson
- Department of Clinical Sciences Malmö, Lund University, Malmö, Sweden.,Cura Mödravård, Malmö, Sweden
| | - Frida Ekengård
- Institution of Clinical Sciences Lund, Lund University, Lund, Sweden.,Department of Obstetrics and Gynecology, Skåne University Hospital, Lund, Malmö, Sweden
| | - Andreas Herbst
- Institution of Clinical Sciences Lund, Lund University, Lund, Sweden.,Department of Obstetrics and Gynecology, Skåne University Hospital, Lund, Malmö, Sweden
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12
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Low sensitivity of the new FIGO classification system for electronic fetal monitoring to identify fetal acidosis in the second stage of labor. Eur J Obstet Gynecol Reprod Biol X 2020; 9:100120. [PMID: 33319210 PMCID: PMC7724159 DOI: 10.1016/j.eurox.2020.100120] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Revised: 11/20/2020] [Accepted: 11/24/2020] [Indexed: 11/23/2022] Open
Abstract
Cardiotocography interpretation guidelines evaluated during second stage of labor. Case-control study including neonates with cord artery acidosis at vaginal delivery. Low sensitivity of FIGO intrapartum monitoring guidelines to detect acidosis. The Swedish 2009 template had a high sensitivity. The Swedish 2017 template had a high sensitivity with cut-off set at suspicious.
Objective In 2015, new FIGO guidelines for CTG interpretation were presented (FIGO-15). In 2017, the previous Swedish guidelines (SWE-09) were replaced with guidelines adapted to FIGOs (SWE-17). The performance of these three templates had not been scientifically evaluated before its clinical implementation. The objective of this study was to compare the sensitivity and specificity to detect fetal acidosis at birth using these three templates during the second stage of labor. Study design This case-control study included 295 neonates with cord blood pH < 7.05 and 591 controls with pH ≥ 7.15, born 2012−2017. Tracings from the last 30−80 min of labor were classified independently by three assessors (midwives, residents and obstetricians), blinded to group and outcome. Results The classification pathological using FIGO-15 had a sensitivity of 50 % and specificity of 88 % in detecting fetuses with acidosis. For SWE-17, the sensitivity was 62 % and the specificity 85 %. For SWE-09 the sensitivity was 87 % and the specificity 56 %. By combining suspicious and pathological patterns the sensitivity for FIGO-15 increased to 97 %, and for SWE-17 to 83 %, whereas the specificity decreased to 23 % and 68 % respectively. Conclusions The FIGO classification seemed to be insufficiently discriminative in the second stage of labor; most patterns in acidotic cases were classified as merely suspicious with this template, and the sensitivity of pathological patterns was low at 50 %. Combined pathological and suspicious patterns detected fetal acidosis at a specificity that was too low to be useful (23 %). SWE-09 showed the best ability to detect acidosis with pathological patterns (sensitivity 87 %). SWE-17 reached almost the same sensitivity (83 %) with the combination of suspicious and pathological patterns, and at a higher specificity (68 %).
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13
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Chiera M, Cerritelli F, Casini A, Barsotti N, Boschiero D, Cavigioli F, Corti CG, Manzotti A. Heart Rate Variability in the Perinatal Period: A Critical and Conceptual Review. Front Neurosci 2020; 14:561186. [PMID: 33071738 PMCID: PMC7544983 DOI: 10.3389/fnins.2020.561186] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Accepted: 08/28/2020] [Indexed: 12/18/2022] Open
Abstract
Neonatal intensive care units (NICUs) greatly expand the use of technology. There is a need to accurately diagnose discomfort, pain, and complications, such as sepsis, mainly before they occur. While specific treatments are possible, they are often time-consuming, invasive, or painful, with detrimental effects for the development of the infant. In the last 40 years, heart rate variability (HRV) has emerged as a non-invasive measurement to monitor newborns and infants, but it still is underused. Hence, the present paper aims to review the utility of HRV in neonatology and the instruments available to assess it, showing how HRV could be an innovative tool in the years to come. When continuously monitored, HRV could help assess the baby’s overall wellbeing and neurological development to detect stress-/pain-related behaviors or pathological conditions, such as respiratory distress syndrome and hyperbilirubinemia, to address when to perform procedures to reduce the baby’s stress/pain and interventions, such as therapeutic hypothermia, and to avoid severe complications, such as sepsis and necrotizing enterocolitis, thus reducing mortality. Based on literature and previous experiences, the first step to efficiently introduce HRV in the NICUs could consist in a monitoring system that uses photoplethysmography, which is low-cost and non-invasive, and displays one or a few metrics with good clinical utility. However, to fully harness HRV clinical potential and to greatly improve neonatal care, the monitoring systems will have to rely on modern bioinformatics (machine learning and artificial intelligence algorithms), which could easily integrate infant’s HRV metrics, vital signs, and especially past history, thus elaborating models capable to efficiently monitor and predict the infant’s clinical conditions. For this reason, hospitals and institutions will have to establish tight collaborations between the obstetric, neonatal, and pediatric departments: this way, healthcare would truly improve in every stage of the perinatal period (from conception to the first years of life), since information about patients’ health would flow freely among different professionals, and high-quality research could be performed integrating the data recorded in those departments.
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Affiliation(s)
- Marco Chiera
- Research and Assistance for Infants to Support Experience Lab, Foundation Center for Osteopathic Medicine Collaboration, Pescara, Italy.,Research Commission on Manual Therapies and Mind-Body Disciplines, Societ Italiana di Psico Neuro Endocrino Immunologia, Rome, Italy
| | - Francesco Cerritelli
- Research and Assistance for Infants to Support Experience Lab, Foundation Center for Osteopathic Medicine Collaboration, Pescara, Italy
| | - Alessandro Casini
- Research and Assistance for Infants to Support Experience Lab, Foundation Center for Osteopathic Medicine Collaboration, Pescara, Italy
| | - Nicola Barsotti
- Research and Assistance for Infants to Support Experience Lab, Foundation Center for Osteopathic Medicine Collaboration, Pescara, Italy.,Research Commission on Manual Therapies and Mind-Body Disciplines, Societ Italiana di Psico Neuro Endocrino Immunologia, Rome, Italy
| | | | - Francesco Cavigioli
- Neonatal Intensive Care Unit, "V. Buzzi" Children's Hospital, Azienda Socio Sanitaria Territoriale Fatebenefratelli-Sacco, Milan, Italy
| | - Carla G Corti
- Pediatric Cardiology Unit-Pediatric Department, Azienda Socio Sanitaria Territoriale Fatebenefratelli-Sacco, Milan, Italy
| | - Andrea Manzotti
- Research and Assistance for Infants to Support Experience Lab, Foundation Center for Osteopathic Medicine Collaboration, Pescara, Italy.,Neonatal Intensive Care Unit, "V. Buzzi" Children's Hospital, Azienda Socio Sanitaria Territoriale Fatebenefratelli-Sacco, Milan, Italy.,Research Department, SOMA, Istituto Osteopatia Milano, Milan, Italy
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14
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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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15
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Vettore M, Straface G, Tortora D, Parotto M, Greco P, Ugwumadu A, Zanardo V. Fetal ST baseline T/QRS rise in normal CTG does not predict neonatal acidemia. J Matern Fetal Neonatal Med 2019; 34:2666-2671. [PMID: 31575300 DOI: 10.1080/14767058.2019.1670802] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
PURPOSE Analysis of the ST segment of the fetal electrocardiogram (ECG) waveform is a relatively new adjunct to support the cardiotocograph in assessing the risk of significant intrapartum fetal acidosis. The use of ST analysis (STAN) combined with cardiotocography (CTG) was reported to significantly lower the incidence of metabolic acidosis. We aimed to assess the role of "baseline T/QRS rise" associated with a normal CTG on the risk of neonatal acidemia. STUDY DESIGN This is a prospective cohort study performed at the Division of Perinatal Medicine of Policlinico Abano Terme, Italy. Women in labor with a singleton fetus in cephalic position beyond 36 weeks of gestation were monitored with STAN and CTG. PATIENTS AND METHODS The relationship between "baseline T/QRS rise" and neonatal cord arterial acidemia and hypoxic distress were assessed using a linear mixed-model analysis. Magnitude of "baseline T/QRS rise", neonatal cord blood acidemia, electrolytes, lactacidemia, and glycemia levels were measured. RESULTS "Baseline T/QRS rise" was not associated with neonatal acidemia in the presence of normal CTG, regardless of the magnitude of the T/QRS rise. However, in a linear mixed-model analysis, cord blood sodium levels were negatively (p = .033) associated with T/QRS ratio magnitude. CONCLUSIONS In the presence of a normal CTG, "baseline T/QRS rise" does not predict neonatal acidemia or biochemical derangement. Greater knowledge of fetal ECG parameters including "baseline T/QRS rise" and their associations with normal, intermediary, and abnormal CTG tracing, is required in assessing the performance of the STAN.
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Affiliation(s)
- Michela Vettore
- Division of Perinatal Medicine, Policlinico Abano Terme, Abano Terme, Italy
| | - Gianluca Straface
- Division of Perinatal Medicine, Policlinico Abano Terme, Abano Terme, Italy
| | - Domenico Tortora
- Neuroradiology Unit, IRCCS Istituto Giannina Gaslini, Genova, Italy
| | - Matteo Parotto
- Department of Anesthesia, University of Toronto, Toronto, Canada
| | - Pantaleo Greco
- Department of Obstetrics and Gynecology, Ferrara University, Ferrara, Italy
| | - Austin Ugwumadu
- Department of Obstetrics and Gynecology, St. George's University of London, London, UK
| | - Vincenzo Zanardo
- Division of Perinatal Medicine, Policlinico Abano Terme, Abano Terme, Italy
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16
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Influence of maternal physical exercise on fetal and maternal heart rate responses. GERMAN JOURNAL OF EXERCISE AND SPORT RESEARCH 2019. [DOI: 10.1007/s12662-019-00582-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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17
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Hamelmann P, Mischi M, Kolen AF, van Laar JOEH, Vullings R, Bergmans JWM. Fetal Heart Rate Monitoring Implemented by Dynamic Adaptation of Transmission Power of a Flexible Ultrasound Transducer Array. SENSORS (BASEL, SWITZERLAND) 2019; 19:E1195. [PMID: 30857218 PMCID: PMC6427711 DOI: 10.3390/s19051195] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 02/28/2019] [Accepted: 03/04/2019] [Indexed: 11/16/2022]
Abstract
Fetal heart rate (fHR) monitoring using Doppler Ultrasound (US) is a standard method to assess fetal health before and during labor. Typically, an US transducer is positioned on the maternal abdomen and directed towards the fetal heart. Due to fetal movement or displacement of the transducer, the relative fetal heart location (fHL) with respect to the US transducer can change, leading to frequent periods of signal loss. Consequently, frequent repositioning of the US transducer is required, which is a cumbersome task affecting clinical workflow. In this research, a new flexible US transducer array is proposed which allows for measuring the fHR independently of the fHL. In addition, a method for dynamic adaptation of the transmission power of this array is introduced with the aim of reducing the total acoustic dose transmitted to the fetus and the associated power consumption, which is an important requirement for application in an ambulatory setting. The method is evaluated using an in-vitro setup of a beating chicken heart. We demonstrate that the signal quality of the Doppler signal acquired with the proposed method is comparable to that of a standard, clinical US transducer. At the same time, our transducer array is able to measure the fHR for varying fHL while only using 50% of the total transmission power of standard, clinical US transducers.
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Affiliation(s)
- Paul Hamelmann
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AP Eindhoven, The Netherlands.
| | - Massimo Mischi
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AP Eindhoven, The Netherlands.
| | | | | | - Rik Vullings
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AP Eindhoven, The Netherlands.
| | - Jan W M Bergmans
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AP Eindhoven, The Netherlands.
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18
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Vonkova B, Blahakova I, Hruban L, Janku P, Pospisilova S. MicroRNA-210 expression during childbirth and postpartum as a potential biomarker of acute fetal hypoxia. Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub 2018; 163:259-264. [PMID: 30565568 DOI: 10.5507/bp.2018.075] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2018] [Accepted: 12/04/2018] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVE To explore whether miR-210 expression can be used as a diagnostic and prognostic marker in acute fetal hypoxia. METHODS Whole blood samples of 29 women and their fetuses without hypoxia and 24 women and their fetuses with hypoxia were analysed in this study. Reverse transcription and quantitative real-time PCR were used to measure the expression of miR-210. Expression level differences between the control and hypoxic group in labour time and postpartum change fold were analyzed by standard statistical tests. RESULTS We confirmed that miR-210 is significantly more upregulated in fetal blood with acute hypoxia when compared to maternal blood (P Conclusions: Our study confirmed miR-210 upregulation in the blood of pregnant women with acute fetal hypoxia at the time of labour compared to pregnant women without acute fetal hypoxia. Additional investigation should be done to determine miR-210 clearance and the possibility of using miR-210 as a diagnostic and prognostic marker.
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Affiliation(s)
- Barbara Vonkova
- Center of Molecular Medicine, CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic.,Center of Molecular Biology and Gene Therapy, Department of Internal Medicine - Hematology and Oncology, University Hospital Brno, Czech Republic.,Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Ivona Blahakova
- Center of Molecular Medicine, CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic.,Center of Molecular Biology and Gene Therapy, Department of Internal Medicine - Hematology and Oncology, University Hospital Brno, Czech Republic
| | - Lukas Hruban
- Department of Gynaecology and Obstetrics, The University Hospital Brno, Czech Republic
| | - Petr Janku
- Department of Gynaecology and Obstetrics, The University Hospital Brno, Czech Republic
| | - Sarka Pospisilova
- Center of Molecular Medicine, CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czech Republic.,Center of Molecular Biology and Gene Therapy, Department of Internal Medicine - Hematology and Oncology, University Hospital Brno, Czech Republic
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19
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Hamelmann P, Vullings R, Schmitt L, Kolen AF, Mischi M, van Laar JOEH, Bergmans JWM. Improved ultrasound transducer positioning by fetal heart location estimation during Doppler based heart rate measurements. Physiol Meas 2017; 38:1821-1836. [PMID: 28869420 DOI: 10.1088/1361-6579/aa8a1a] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
OBJECTIVE Doppler ultrasound (US) is the most commonly applied method to measure the fetal heart rate (fHR). When the fetal heart is not properly located within the ultrasonic beam, fHR measurements often fail. As a consequence, clinical staff need to reposition the US transducer on the maternal abdomen, which can be a time consuming and tedious task. APPROACH In this article, a method is presented to aid clinicians with the positioning of the US transducer to produce robust fHR measurements. A maximum likelihood estimation (MLE) algorithm is developed, which provides information on fetal heart location using the power of the Doppler signals received in the individual elements of a standard US transducer for fHR recordings. The performance of the algorithm is evaluated with simulations and in vitro experiments performed on a beating-heart setup. MAIN RESULTS Both the experiments and the simulations show that the heart location can be accurately determined with an error of less than 7 mm within the measurement volume of the employed US transducer. SIGNIFICANCE The results show that the developed algorithm can be used to provide accurate feedback on fetal heart location for improved positioning of the US transducer, which may lead to improved measurements of the fHR.
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Affiliation(s)
- Paul Hamelmann
- Department of Electrical Engineering, Eindhoven University of Technology, 5612 AP Eindhoven, Netherlands
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20
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Valderrama CE, Marzbanrad F, Stroux L, Clifford GD. Template-based Quality Assessment of the Doppler Ultrasound Signal for Fetal Monitoring. Front Physiol 2017; 8:511. [PMID: 28769822 PMCID: PMC5513953 DOI: 10.3389/fphys.2017.00511] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 07/04/2017] [Indexed: 11/29/2022] Open
Abstract
One dimensional Doppler Ultrasound (DUS) is a low cost method for fetal auscultation. However, accuracy of any metrics derived from the DUS signals depends on their quality, which relies heavily on operator skills. In low resource settings, where skill levels are sparse, it is important for the device to provide real time signal quality feedback to allow the re-recording of data. Retrospectively, signal quality assessment can help remove low quality recordings when processing large amounts of data. To this end, we proposed a novel template-based method, to assess DUS signal quality. Data used in this study were collected from 17 pregnant women using a low-cost transducer connected to a smart phone. Recordings were split into 1990 segments of 3.75 s duration, and hand labeled for quality by three independent annotators. The proposed template-based method uses Empirical Mode Decomposition (EMD) to allow detection of the fetal heart beats and segmentation into short, time-aligned temporal windows. Templates were derived for each 15 s window of the recordings. The DUS signal quality index (SQI) was calculated by correlating the segments in each window with the corresponding running template using four different pre-processing steps: (i) no additional preprocessing, (ii) linear resampling of each beat, (iii) dynamic time warping (DTW) of each beat and (iv) weighted DTW of each beat. The template-based SQIs were combined with additional features based on sample entropy and power spectral density. To assess the performance of the method, the dataset was split into training and test subsets. The training set was used to obtain the best combination of features for predicting the DUS quality using cross validation, and the test set was used to estimate the classification accuracy using bootstrap resampling. A median out of sample classification accuracy on the test set of 85.8% was found using three features; template-based SQI, sample entropy and the relative power in the 160 to 660 Hz range. The results suggest that the new automated method can reliably assess the DUS quality, thereby helping users to consistently record DUS signals with acceptable quality for fetal monitoring.
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Affiliation(s)
- Camilo E Valderrama
- Department of Mathematics and Computer Science, Emory UniversityAtlanta, GA, United States
| | - Faezeh Marzbanrad
- Department of Electrical and Computer Systems Engineering, Monash UniversityMelbourne, VIC, Australia
| | - Lisa Stroux
- Department of Engineering Science, Institute of Biomedical Engineering, University of OxfordOxford, United Kingdom
| | - Gari D Clifford
- Department of Biomedical Informatics, Emory UniversityAtlanta, GA, United States.,Department of Biomedical Engineering, Georgia Institute of TechnologyAtlanta, GA, United States
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21
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Hamelmann P, Kolen A, Schmitt L, Vullings R, van Assen H, Mischi M, Demi L, van Laar J, Bergmans J. Ultrasound transducer positioning aid for fetal heart rate monitoring. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2017; 2016:4105-4108. [PMID: 28269185 DOI: 10.1109/embc.2016.7591629] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Fetal heart rate (fHR) monitoring is usually performed by Doppler ultrasound (US) techniques. For reliable fHR measurements it is required that the fetal heart is located within the US beam. In clinical practice, clinicians palpate the maternal abdomen to identify the fetal presentation and then the US transducer is fixated on the maternal abdomen where the best fHR signal can be obtained. Finding the optimal transducer position is done by listening to the strength of the Doppler audio output and relying on a signal quality indicator of the cardiotocographic (CTG) measurement system. Due to displacement of the US transducer or displacement of the fetal heart out of the US beam, the fHR signal may be lost. Therefore, it is often necessary that the obstetrician repeats the tedious procedure of US transducer positioning to avoid long periods of fHR signal loss. An intuitive US transducer positioning aid would be highly desirable to increase the work flow for the clinical staff. In this paper, the possibility to determine the fetal heart location with respect to the transducer by exploiting the received signal power in the transducer elements is shown. A commercially available US transducer used for fHR monitoring is connected to an US open platform, which allows individual driving of the elements and raw US data acquisition. Based on the power of the received Doppler signals in the transducer elements, the fetal heart location can be estimated. A beating fetal heart setup was designed and realized for validation. The experimental results show the feasibility of estimating the fetal heart location with the proposed method. This can be used to support clinicians in finding the optimal transducer position for fHR monitoring more easily.
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22
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Gyllencreutz E, Hulthén Varli I, Lindqvist PG, Holzmann M. Reliability in cardiotocography interpretation - impact of extended on-site education in addition to web-based learning: an observational study. Acta Obstet Gynecol Scand 2017; 96:496-502. [PMID: 28052320 DOI: 10.1111/aogs.13090] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2016] [Accepted: 01/01/2017] [Indexed: 11/27/2022]
Abstract
INTRODUCTION Previous studies have shown poor reproducibility in cardiotocography (CTG) interpretation. Studies evaluating the Swedish web-based CTG-education program have not proven to increase accurate CTG assessments. The aim of this study was to evaluate whether an extended education can improve inter- and intra-observer reliability in CTG interpretation. MATERIAL AND METHODS Six obstetricians from two different departments interpreted 106 CTG tracings on two occasions. Both departments used a Swedish national web-based CTG education and test for training. One department had, in addition, an extended education program consisting of on-site lectures and oral examinations. Inter- and intra-observer agreements were calculated by simple or weighted kappa (κ) values for the five parameters assessed on CTG. RESULTS In both departments inter-observer and intra-observer κ showed moderate to excellent agreement (ranges for κ 0.41-0.76 and 0.65-0.93, respectively). Obstetricians at the department with extended CTG education had better inter-observer reliability for variability and accelerations. This was also the case for intra-observer reliability with the addition of baseline frequency. Both inter- and intra-observer agreement increased from moderate to substantial in both departments when decelerations were dichotomized into harmless (including early and simple variable decelerations) or hypoxic (including late, severe variable, prolonged and combined decelerations) (κ 0.63-0.78) compared with the current sub-classification of decelerations (κ 0.42-0.65). CONCLUSIONS Agreement in CTG interpretation was better than expected in both departments, especially when divided into harmless/hypoxic changes. Combination of different learning methods (web-based, on-site lectures and case discussion) might result in a better CTG interpretation agreement compared with web-based learning solely.
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Affiliation(s)
- Erika Gyllencreutz
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Obstetrics and Gynecology, Östersund Hospital, Östersund, Sweden
| | - Ingela Hulthén Varli
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Obstetrics and Gynecology, Karolinska University Hospital, Solna, Stockholm, Sweden
| | - Pelle G Lindqvist
- Clintec, Karolinska Institutet, Karolinska University Hospital, Huddinge, Stockholm, Sweden
| | - Malin Holzmann
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden.,Department of Obstetrics and Gynecology, Karolinska University Hospital, Solna, Stockholm, Sweden
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23
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Chetlur Adithya P, Sankar R, Moreno WA, Hart S. Trends in fetal monitoring through phonocardiography: Challenges and future directions. Biomed Signal Process Control 2017. [DOI: 10.1016/j.bspc.2016.11.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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24
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Kim SH, Yang HJ, Lee SW. FitMine: automatic mining for time-evolving signals of cardiotocography monitoring. Data Min Knowl Discov 2017. [DOI: 10.1007/s10618-017-0493-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Heinis A, van Dillen J, Oosting J, Rhöse S, Vandenbussche F, Van Drongelen J. Clinical evaluation of Statstrip®Lactate for use in fetal scalp blood sampling. Acta Obstet Gynecol Scand 2017; 96:334-341. [DOI: 10.1111/aogs.13078] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 11/30/2016] [Indexed: 11/29/2022]
Affiliation(s)
- Ayesha Heinis
- Department of Obstetrics and Gynecology; Radboud University Medical Center; Nijmegen the Netherlands
| | - Jeroen van Dillen
- Department of Obstetrics and Gynecology; Radboud University Medical Center; Nijmegen the Netherlands
| | - Janine Oosting
- Department of Laboratory Medicine; Radboud University Medical Center; Nijmegen the Netherlands
| | - Sarah Rhöse
- Department of Obstetrics and Gynecology; Radboud University Medical Center; Nijmegen the Netherlands
| | - Frank Vandenbussche
- Department of Obstetrics and Gynecology; Radboud University Medical Center; Nijmegen the Netherlands
| | - Joris Van Drongelen
- Department of Obstetrics and Gynecology; Radboud University Medical Center; Nijmegen the Netherlands
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Santo S, Ayres-de-Campos D, Costa-Santos C, Schnettler W, Ugwumadu A, Da Graça LM. Agreement and accuracy using the FIGO, ACOG and NICE cardiotocography interpretation guidelines. Acta Obstet Gynecol Scand 2017; 96:166-175. [PMID: 27869985 DOI: 10.1111/aogs.13064] [Citation(s) in RCA: 46] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2016] [Accepted: 11/16/2016] [Indexed: 11/29/2022]
Abstract
INTRODUCTION One of the limitations reported with cardiotocography is the modest interobserver agreement observed in tracing interpretation. This study compared agreement, reliability and accuracy of cardiotocography interpretation using the International Federation of Gynecology and Obstetrics, American College of Obstetrics and Gynecology and National Institute for Health and Care Excellence guidelines. MATERIAL AND METHODS A total of 151 tracings were evaluated by 27 clinicians from three centers where International Federation of Gynecology and Obstetrics, American College of Obstetrics and Gynecology and National Institute for Health and Care Excellence guidelines were routinely used. Interobserver agreement was evaluated using the proportions of agreement and reliability with the κ statistic. The accuracy of tracings classified as "pathological/category III" was assessed for prediction of newborn acidemia. For all measures, 95% confidence interval were calculated. RESULTS Cardiotocography classifications were more distributed with International Federation of Gynecology and Obstetrics (9, 52, 39%) and National Institute for Health and Care Excellence (30, 33, 37%) than with American College of Obstetrics and Gynecology (13, 81, 6%). The category with the highest agreement was American College of Obstetrics and Gynecology category II (proportions of agreement = 0.73, 95% confidence interval 0.70-76), and the ones with the lowest agreement were American College of Obstetrics and Gynecology categories I and III. Reliability was significantly higher with International Federation of Gynecology and Obstetrics (κ = 0.37, 95% confidence interval 0.31-0.43), and National Institute for Health and Care Excellence (κ = 0.33, 95% confidence interval 0.28-0.39) than with American College of Obstetrics and Gynecology (κ = 0.15, 95% confidence interval 0.10-0.21); however, all represent only slight/fair reliability. International Federation of Gynecology and Obstetrics and National Institute for Health and Care Excellence showed a trend towards higher sensitivities in prediction of newborn acidemia (89 and 97%, respectively) than American College of Obstetrics and Gynecology (32%), but the latter achieved a significantly higher specificity (95%). CONCLUSIONS With American College of Obstetrics and Gynecology guidelines there is high agreement in category II, low reliability, low sensitivity and high specificity in prediction of acidemia. With International Federation of Gynecology and Obstetrics and National Institute for Health and Care Excellence guidelines there is higher reliability, a trend towards higher sensitivity, and lower specificity in prediction of acidemia.
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Affiliation(s)
- Susana Santo
- Department of Obstetrics and Gynecology, Santa Maria Hospital, Faculty of Medicine of Lisbon University, Lisbon, Portugal
| | - Diogo Ayres-de-Campos
- Department of Obstetrics and Gynecology, Medical School, University of Porto, S. João Hospital, Institute of Biomedical Engineering, Porto, Portugal
| | - Cristina Costa-Santos
- Department of Medical Informatics, Medical School, University of Porto, Porto, Portugal
| | - William Schnettler
- Center for Maternal Cardiac Care, TriHealth, Good Samaritan Hospital, Cincinnati, OH, USA
| | - Austin Ugwumadu
- Department of Obstetrics & Gynecology, St George's Hospital, University of London, London, UK
| | - Luís M Da Graça
- Department of Obstetrics and Gynecology, Santa Maria Hospital, Faculty of Medicine of Lisbon University, Lisbon, Portugal
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Stroux L, Martinez B, Coyote Ixen E, King N, Hall-Clifford R, Rohloff P, Clifford GD. An mHealth monitoring system for traditional birth attendant-led antenatal risk assessment in rural Guatemala. J Med Eng Technol 2016; 40:356-371. [PMID: 27696915 DOI: 10.1080/03091902.2016.1223196] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Limited funding for medical technology, low levels of education and poor infrastructure for delivering and maintaining technology severely limit medical decision support in low- and middle-income countries. Perinatal and maternal mortality is of particular concern with millions dying every year from potentially treatable conditions. Guatemala has one of the worst maternal mortality ratios, the highest incidence of intra-uterine growth restriction (IUGR), and one of the lowest gross national incomes per capita within Latin America. To address the lack of decision support in rural Guatemala, a smartphone-based system is proposed including peripheral sensors, such as a handheld Doppler for the identification of foetal compromise. Designed for use by illiterate birth attendants, the system uses pictograms, audio guidance, local and cloud processing, SMS alerts and voice calling. The initial prototype was evaluated on 22 women in highland Guatemala. Results were fed back into the refinement of the system, currently undergoing RCT evaluation.
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Affiliation(s)
- Lisa Stroux
- a Centre for Doctoral Training in Healthcare Innovation, Institute of Biomedical Engineering, Department of Engineering Science , University of Oxford , Oxford , UK
| | - Boris Martinez
- b Wuqu' Kawoq Maya Health Alliance, Santiago Sacatepéquez , Guatemala
| | - Enma Coyote Ixen
- b Wuqu' Kawoq Maya Health Alliance, Santiago Sacatepéquez , Guatemala
| | - Nora King
- b Wuqu' Kawoq Maya Health Alliance, Santiago Sacatepéquez , Guatemala
| | - Rachel Hall-Clifford
- c Departments of Anthropology and Public Health , Agnes Scott College , Atlanta , GA , USA
| | - Peter Rohloff
- b Wuqu' Kawoq Maya Health Alliance, Santiago Sacatepéquez , Guatemala
| | - Gari D Clifford
- d Departments of Biomedical Informatics and Biomedical Engineering , Emory University and Georgia Institute of Technology , Atlanta , GA , USA
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Lemoine H, Ehlinger V, Groussolles M, Arnaud C, Vayssière C. [Does the paper speed in fetal heart monitoring during labour influence the variability in the interpretation by professionals?]. J Gynecol Obstet Hum Reprod 2016; 45:827-834. [PMID: 27496571 DOI: 10.1016/j.jgyn.2016.06.009] [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: 02/15/2016] [Revised: 06/15/2016] [Accepted: 06/16/2016] [Indexed: 06/06/2023]
Abstract
OBJECTIVE Assessing inter- and intra- observer agreement in the reading of fetal heart rate (FHR) between two different paper speeds (1 and 2cm/min) using FIGO classification. MATERIAL AND METHODS Single-centre experimental study consisting in reading 60minutes FHR tracings by six readers (3 midwives and 3 obstetricians) during 1cm and 2cm/min sessions within a period of three weeks. The reading guideline was based on FIGO classification. Inter- and intra-observer agreement was assessed thanks to Kappa coefficient (K) and percentage of agreement (PA) using the classification of FHR tracings drawn up by readers. RESULTS Intra-observer agreement reached 60% between the two paper speeds, and PA ranged from 48 to 67%. Inter-observer agreement was poor to moderate (K=0.42 for 1cm/min sessions and K=0.38 for 2cm/min sessions). Inter-observer agreement was significantly higher for normal tracings (PA ranged from 55.2% for 2cm/min sessions to 57.4% for 1cm/min sessions). The preterminal category had the lowest concordance rates (PA=19% for 1cm/min sessions and 20, 7% for 2cm/min sessions). CONCLUSION This study did not highlight significant differences in intra- and inter-observer variability between the two FHR paper speeds. The 1cm/min paper speed, which is commonly used in France, is more economical and gives a better bedside overview of FHR. Therefore, it should be recommended.
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Affiliation(s)
- H Lemoine
- École de SF de Nancy, 10, rue du Dr-Heydenreich, CS 74213, 54042 Nancy cedex, France.
| | - V Ehlinger
- Inserm, unité UMR 1027, faculté de médecine, université Toulouse III, 37, allées J.-Guesde, 31062 Toulouse cedex 9, France
| | - M Groussolles
- Service de gynécologie obstétrique, hôpital Paule-de-Viguier, CHU de Toulouse, 330, avenue Grande-Bretagne, 31059 Toulouse cedex 9, France; Inserm, unité UMR 1027, faculté de médecine de Purpan, université Paul-Sabatier Toulouse III, 37, allées Jules-Guesde, 31073 Toulouse cedex, France
| | - C Arnaud
- Inserm, unité UMR 1027, faculté de médecine de Purpan, université Paul-Sabatier Toulouse III, 37, allées Jules-Guesde, 31073 Toulouse cedex, France; Unité de soutien méthodologique à la recherche, CHU de Toulouse, 31059 Toulouse, France
| | - C Vayssière
- Service de gynécologie obstétrique, hôpital Paule-de-Viguier, CHU de Toulouse, 330, avenue Grande-Bretagne, 31059 Toulouse cedex 9, France; Inserm, unité UMR 1027, faculté de médecine de Purpan, université Paul-Sabatier Toulouse III, 37, allées Jules-Guesde, 31073 Toulouse cedex, France
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Barrois M, Chartier M, Lecarpentier E, Goffinet F, Tsatsaris V. [Per partum acidosis: Interest and feasibility of cerebral Doppler during labor]. GYNECOLOGIE, OBSTETRIQUE & FERTILITE 2016; 44:475-479. [PMID: 27568410 DOI: 10.1016/j.gyobfe.2016.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2016] [Accepted: 07/04/2016] [Indexed: 06/06/2023]
Abstract
OBJECTIVES To evaluate feasibility and interest of fetal cerebral Doppler during labor and the link with fetal pH to predict perinatal fetal asphyxia. METHODS Our prospective study in a university perinatal center, included patients during labor. There were no risk factors during pregnancy and patients were included after 37 weeks of pregnancy. For each patient an ultrasound with cerebral Doppler was done concomitant to a fetal scalp blood sample. We collected maternal and fetal characteristics as well as cervix dilatation, fetal heart rate analysis and fetal presentation. RESULTS Among 49 patients included over a period of 4 months, cerebral Doppler failed in 7 cases (11%). Majority of failure occurred at 10cm of dilatation (P=0.007, OR=14.1 [1.483; 709.1275]). Others factors like: maternal age, body mass index, parity, history of C-Section were not associated with higher rate of failure. We did not found either significant correlation between cerebral fetal Doppler and pH on fetal scalp blood sample (r=0.15) nor pH at cord blood sample (r=0.13). No threshold of cerebral Doppler is significant for fetal asphyxia prediction. CONCLUSION Fetal cerebral Doppler is feasible during labor with a low rate of failure but not a good exam to predict fetal acidosis and asphyxia.
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Affiliation(s)
- M Barrois
- Maternité Port-Royal, groupe hospitalier Broca-Cochin-Hôtel Dieu, 53, avenue de l'Observatoire, 75014 Paris, France.
| | - M Chartier
- Maternité Port-Royal, groupe hospitalier Broca-Cochin-Hôtel Dieu, 53, avenue de l'Observatoire, 75014 Paris, France
| | - E Lecarpentier
- Maternité Port-Royal, groupe hospitalier Broca-Cochin-Hôtel Dieu, 53, avenue de l'Observatoire, 75014 Paris, France; PRES Sorbonne Paris Cité, Université Paris Descartes, 75013 Paris, France; DHU risques et grossesse, 75014 Paris, France; PremUP foundation, 75014 Paris, France; Inserm, UMR-S 1139, physiopathologie et pharmacotoxicologie placentaire humaine, 75006 Paris, France
| | - F Goffinet
- Maternité Port-Royal, groupe hospitalier Broca-Cochin-Hôtel Dieu, 53, avenue de l'Observatoire, 75014 Paris, France; DHU risques et grossesse, 75014 Paris, France; Inserm, U-1153, 75004 Paris, France
| | - V Tsatsaris
- Maternité Port-Royal, groupe hospitalier Broca-Cochin-Hôtel Dieu, 53, avenue de l'Observatoire, 75014 Paris, France; PRES Sorbonne Paris Cité, Université Paris Descartes, 75013 Paris, France; DHU risques et grossesse, 75014 Paris, France; PremUP foundation, 75014 Paris, France; Inserm, UMR-S 1139, physiopathologie et pharmacotoxicologie placentaire humaine, 75006 Paris, France
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Rei M, Tavares S, Pinto P, Machado AP, Monteiro S, Costa A, Costa-Santos C, Bernardes J, Ayres-De-Campos D. Interobserver agreement in CTG interpretation using the 2015 FIGO guidelines for intrapartum fetal monitoring. Eur J Obstet Gynecol Reprod Biol 2016; 205:27-31. [PMID: 27566218 DOI: 10.1016/j.ejogrb.2016.08.017] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2016] [Revised: 07/06/2016] [Accepted: 08/01/2016] [Indexed: 10/21/2022]
Abstract
BACKGROUND Visual analysis of cardiotocographic (CTG) tracings has been shown to be prone to poor intra- and interobserver agreement when several interpretation guidelines are used, and this may have an important impact on the technology's performance. OBJECTIVES The aim of this study was to evaluate agreement in CTG interpretation using the new 2015 FIGO guidelines on intrapartum fetal monitoring. STUDY DESIGN A pre-existing database of intrapartum CTG tracings was used to sequentially select 151 cases acquired with a fetal electrode, with duration exceeding 60minutes, and signal loss less than 15%. These tracings were presented to six clinicians, three with more than 5 years' experience in the labor ward, and three with 5 or less years' experience. Observers were asked to evaluate tracings independently, to assess basic CTG features: baseline, variability, accelerations, decelerations, sinusoidal pattern, tachysystole, and to classify each tracing as normal, suspicious or pathologic, according to the 2015 FIGO guidelines on intrapartum fetal monitoring. Agreement between observers was evaluated using the proportions of agreement (Pa), with 95% confidence intervals (95%CI). RESULTS A good interobserver agreement was found in the evaluation of most CTG features, but not bradycardia, reduced variability, saltatory pattern, absence of accelerations and absence of decelerations. For baseline classification Pa was 0.85 [0.82-0.90], for variability 0.82 [0.78-0.85], for accelerations 0.72 [0.68-0.75], for tachysystole 0.77 [0.74-0.81], for decelerations 0.92 [0.90-0.95], for variable decelerations 0.62 [0.58-0.65], for late decelerations 0.63 [0.59-0.66], for repetitive decelerations 0.73 [0.69-0.78], and for prolonged decelerations 0.81 [0.77-0.85]. For overall CTG classification, Pa were 0.60 [0.56-0.64], for classification as normal 0.67 [0.61-0.72], for suspicious 0.54 [0.48-0.60] and for pathologic 0.59 [0.51-0.66]. No differences in agreement according to the level of expertise were observed, except in the identification of accelerations, where it was better in the more experienced group. CONCLUSIONS A good interobserver agreement was found in evaluation of most CTG features and in overall tracing classification. Results were better than those reported in previous studies evaluating agreement in overall tracing classification. Observer experience did not appear to play a role in agreement.
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Affiliation(s)
- Mariana Rei
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Portugal; S. Joao Hospital, Porto, Portugal; Institute of Biomedical Engineering (INEB), Porto, Portugal; Instituto de Investigação e Inovação em Saúde (i3s), Porto, Portugal.
| | - Sara Tavares
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Portugal; S. Joao Hospital, Porto, Portugal
| | | | | | | | - Antónia Costa
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Portugal; S. Joao Hospital, Porto, Portugal; Institute of Biomedical Engineering (INEB), Porto, Portugal; Instituto de Investigação e Inovação em Saúde (i3s), Porto, Portugal
| | - Cristina Costa-Santos
- Department of Health Informatics and Decision Sciences, Medical School, University of Porto, Portugal; Centre for Research in Health Information Systems and Technologies (CINTESIS), Portugal
| | - João Bernardes
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Portugal; S. Joao Hospital, Porto, Portugal; Institute of Biomedical Engineering (INEB), Porto, Portugal; Instituto de Investigação e Inovação em Saúde (i3s), Porto, Portugal; Centre for Research in Health Information Systems and Technologies (CINTESIS), Portugal; Hospital Pedro Hispano, Unidade Local de Saúde de Matosinhos, Portugal
| | - Diogo Ayres-De-Campos
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Portugal; S. Joao Hospital, Porto, Portugal; Institute of Biomedical Engineering (INEB), Porto, Portugal; Instituto de Investigação e Inovação em Saúde (i3s), Porto, Portugal; Centre for Research in Health Information Systems and Technologies (CINTESIS), Portugal
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Behar J, Andreotti F, Zaunseder S, Oster J, Clifford GD. A practical guide to non-invasive foetal electrocardiogram extraction and analysis. Physiol Meas 2016; 37:R1-R35. [DOI: 10.1088/0967-3334/37/5/r1] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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Reyna-Villasmil E, Mejia-Montilla J, Torres-Cepeda D, Suárez-Torres I, Santos-Bolívar J, Reyna-Villasmil N. Eritropoyetina en cordón umbilical y estado metabólico en recién nacidos con sufrimiento fetal intraparto. CLINICA E INVESTIGACION EN GINECOLOGIA Y OBSTETRICIA 2016. [DOI: 10.1016/j.gine.2014.11.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Ayres-de-Campos D, Rei M, Nunes I, Sousa P, Bernardes J. SisPorto 4.0 - computer analysis following the 2015 FIGO Guidelines for intrapartum fetal monitoring. J Matern Fetal Neonatal Med 2016; 30:62-67. [PMID: 26940372 DOI: 10.3109/14767058.2016.1161750] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
SisPorto 4.0 is the most recent version of a program for the computer analysis of cardiotocographic (CTG) signals and ST events, which has been adapted to the 2015 International Federation of Gynaecology and Obstetrics (FIGO) guidelines for intrapartum foetal monitoring. This paper provides a detailed description of the analysis performed by the system, including the signal-processing algorithms involved in identification of basic CTG features and the resulting real-time alerts.
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Affiliation(s)
- Diogo Ayres-de-Campos
- a Department of Obstetrics and Gynecology , Medical School, University of Porto , Porto , Portugal.,b S. Joao Hospital , Porto , Portugal.,c Institute of Biomedical Engineering (INEB), Instituto de Investigação e Inovação em Saúde (i3s) , Porto , Portugal , and.,d Centre for Research in Health Information Systems and Technologies (CINTESIS) , Porto , Portugal
| | - Mariana Rei
- a Department of Obstetrics and Gynecology , Medical School, University of Porto , Porto , Portugal.,b S. Joao Hospital , Porto , Portugal.,c Institute of Biomedical Engineering (INEB), Instituto de Investigação e Inovação em Saúde (i3s) , Porto , Portugal , and
| | - Inês Nunes
- a Department of Obstetrics and Gynecology , Medical School, University of Porto , Porto , Portugal.,b S. Joao Hospital , Porto , Portugal.,c Institute of Biomedical Engineering (INEB), Instituto de Investigação e Inovação em Saúde (i3s) , Porto , Portugal , and.,d Centre for Research in Health Information Systems and Technologies (CINTESIS) , Porto , Portugal
| | - Paulo Sousa
- c Institute of Biomedical Engineering (INEB), Instituto de Investigação e Inovação em Saúde (i3s) , Porto , Portugal , and
| | - João Bernardes
- a Department of Obstetrics and Gynecology , Medical School, University of Porto , Porto , Portugal.,b S. Joao Hospital , Porto , Portugal.,c Institute of Biomedical Engineering (INEB), Instituto de Investigação e Inovação em Saúde (i3s) , Porto , Portugal , and.,d Centre for Research in Health Information Systems and Technologies (CINTESIS) , Porto , Portugal
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Annunziata ML, Tagliaferri S, Esposito FG, Giuliano N, Mereghini F, Di Lieto A, Campanile M. Computerized analysis of fetal heart rate variability signal during the stages of labor. J Obstet Gynaecol Res 2016; 42:258-65. [PMID: 26787219 DOI: 10.1111/jog.12908] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2015] [Revised: 09/23/2015] [Accepted: 10/18/2015] [Indexed: 01/28/2023]
Abstract
AIM To analyze computerized cardiotocographic (cCTG) parameters (baseline fetal heart rate, baseline FHR; short term variability, STV; approximate entropy, ApEn; low frequency, LF; movement frequency, MF; high frequency, HF) in physiological pregnancy in order to correlate them with the stages of labor. This could provide more information for understanding the mechanisms of nervous system control of FHR during labor progression. METHODS A total of 534 pregnant women were monitored on cCTG from the 37th week before the onset of spontaneous labor and during the first and the second stage of labor. Statistical analysis was performed using Kruskal-Wallis test and Wilcoxon rank-sum test with the Bonferroni adjusted α (< 0.05). RESULTS Statistically significant differences were seen between baseline FHR, MF and HF (P < 0.001), in which the first two were reduced and the third was increased when compared between pre-labor, and the first and second stages of labor. Differences between some of the stages were found for ApEn, LF and for LF/(HF + MF), where the first and the third were reduced and the second was increased. CONCLUSIONS cCTG modifications during labor may reflect the physiologic increased activation of the autonomous nervous system. Using computerized fetal heart rate analysis during labor it may be possible to obtain more information from the fetal cardiac signal, in comparison with the traditional tracing.
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Affiliation(s)
- Maria Laura Annunziata
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Salvatore Tagliaferri
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Francesca Giovanna Esposito
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Natascia Giuliano
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Flavia Mereghini
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Andrea Di Lieto
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
| | - Marta Campanile
- Department of Obstetrical-Gynaecological and Urological Science and Reproductive Medicine of the Federico II University, Naples, Italy
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Improvements in fetal heart rate analysis by the removal of maternal-fetal heart rate ambiguities. BMC Pregnancy Childbirth 2015; 15:301. [PMID: 26585345 PMCID: PMC4653855 DOI: 10.1186/s12884-015-0739-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2014] [Accepted: 11/10/2015] [Indexed: 11/10/2022] Open
Abstract
Background Misinterpretation of the maternal heart rate (MHR) as fetal may lead to significant errors in fetal heart rate (FHR) interpretation. In this study we hypothesized that the removal of these MHR-FHR ambiguities would improve FHR analysis during the final hour of labor. Methods Sixty-one MHR and FHR recordings were simultaneously acquired in the final hour of labor. Removal of MHR-FHR ambiguities was performed by subtracting MHR signals from their FHR counterparts when the absolute difference between the two was less or equal to 5 beats per minute. Major MHR-FHR ambiguities were defined when they exceeded 1 % of the tracing. Maternal, fetal and neonatal characteristics were evaluated in cases where major MHR-FHR ambiguities occurred and computer analysis of FHR recordings was compared, before and after removal of the ambiguities. Results Seventy-two percent of tracings (44/61) exhibited episodes of major MHR-FHR ambiguities, which were not significantly associated with any maternal, fetal or neonatal characteristics, but were associated with MHR accelerations, FHR signal loss and decelerations. Removal of MHR-FHR ambiguities resulted in a significant decrease in FHR decelerations, and improvement in FHR tracing classification. Conclusions FHR interpretation during the final hour of labor can be significantly improved by the removal of MHR-FHR ambiguities.
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Ayres-de-Campos D, Arulkumaran S. FIGO consensus guidelines on intrapartum fetal monitoring: Introduction. Int J Gynaecol Obstet 2015; 131:3-4. [DOI: 10.1016/j.ijgo.2015.06.017] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Hruban L, Spilka J, Chudáček V, Janků P, Huptych M, Burša M, Hudec A, Kacerovský M, Koucký M, Procházka M, Korečko V, Seget'a J, Šimetka O, Měchurová A, Lhotská L. Agreement on intrapartum cardiotocogram recordings between expert obstetricians. J Eval Clin Pract 2015; 21:694-702. [PMID: 26011725 DOI: 10.1111/jep.12368] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/10/2015] [Indexed: 12/26/2022]
Abstract
RATIONALE, AIMS AND OBJECTIVES To evaluate obstetricians' inter- and intra-observer agreement on intrapartum cardiotocogram (CTG) recordings and to examine obstetricians' evaluations with respect to umbilical artery pH and base deficit. METHODS Nine experienced obstetricians annotated 634 intrapartum CTG recordings. The evaluation of each recording was divided into four steps: evaluation of two 30-minute windows in the first stage of labour, evaluation of one window in the second stage of labour and labour outcome prediction. The complete set of evaluations used for this experiment is available online. The inter- and intra-observer agreement was evaluated using proportion of agreement and kappa coefficient. Clinicians' sensitivity and specificity was computed with respect to umbilical artery pH, base deficit and to Apgar score at the fifth minute. RESULTS The overall proportion of agreement between clinicians reached 48% with 95% confidence intervals (CI) (CI: 47-50). Regarding the different classes, proportion of agreement ranged from 57% (CI: 54-60) for normal to 41% (CI: 36-46) for pathological class. The sensitivity of clinicians' majority vote to objective outcome was 39% (CI: 16-63) for the umbilical artery base deficit and 27% (CI: 16-42) for pH. The specificity was 89% (CI: 86-92) for both types of objective outcome. CONCLUSIONS The reported inter-/intra-observer variability is large and this holds irrespective of clinicians' experience or work place. The results support the need of modernized guidelines for CTG evaluation and/or objectivization and repeatability by introduction of a computerized approach that could standardize the process of CTG evaluation within the delivery ward.
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Affiliation(s)
- Lukáš Hruban
- Department of Gynecology and Obstetrics, Masaryk University Hospital, Brno, Czech Republic
| | - Jiří Spilka
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic.,Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic
| | - Václav Chudáček
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic.,Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague, Prague, Czech Republic
| | - Petr Janků
- Department of Gynecology and Obstetrics, Masaryk University Hospital, Brno, Czech Republic
| | - Michal Huptych
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Miroslav Burša
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Adam Hudec
- Department of Gynecology and Obstetrics, University Hospital in Plzeň, Plzeň, Czech Republic
| | - Marian Kacerovský
- Department of Gynecology and Obstetrics, University Hospital in Hradec Králové, Hradec Králové, Czech Republic
| | - Michal Koucký
- Department of Gynecology and Obstetrics, University Hospital in Prague, Prague, Czech Republic
| | - Martin Procházka
- Department of Gynecology and Obstetrics, University Hospital in Olomouc, Olomouc, Czech Republic
| | - Vladimír Korečko
- Department of Gynecology and Obstetrics, University Hospital in Plzeň, Plzeň, Czech Republic
| | - Jan Seget'a
- Department of Gynecology and Obstetrics, University Hospital Ostrava, Ostrava, Czech Republic
| | - Ondřej Šimetka
- Department of Gynecology and Obstetrics, University Hospital Ostrava, Ostrava, Czech Republic.,Department of Surgical Studies, Ostrava University, Ostrava, Czech Republic
| | - Alena Měchurová
- Department for Mother and Child Care, Prague Podolí, Prague, Czech Republic
| | - Lenka Lhotská
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
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38
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Eggermont M. The Belgian, French and Dutch midwife on trial: A critical case study. Midwifery 2015; 31:547-53. [PMID: 25769187 DOI: 10.1016/j.midw.2015.02.008] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2014] [Revised: 01/12/2015] [Accepted: 02/16/2015] [Indexed: 11/16/2022]
Abstract
OBJECTIVE to develop juridical recommendations in order to avoid midwifery medical liability when providing intrapartum care. DESIGN case law of the past 40 years concerning midwifery medical negligence when assisting labour/delivery in a hospital was analysed. Databases used were Jura and Judit (Belgium), Legifrance, Juricaf and Dalloz (France) and Recht, Rechtspraak (The Netherlands). A minority of cases were retrieved through contacts with insurance companies (only Belgium), lawyers and courts. SETTING law suits in Belgium, France and The Netherlands. FINDINGS the 100 analysed cases could be categorised into four types. The judicial assessment was focused on three domains of expertise of the midwife. Most cases involved interpreting fetal monitoring (47%), followed by recognising a specific pathology (32%) and responding to a complication (12%). A fourth type of case concerned exceeding the boundaries of the legal competencies of the midwife (9%). KEY CONCLUSIONS not identifying fetal distress through fetal monitoring was the most common cause of midwifery liability (15/47), followed by not recognising the symptoms of a pathology (10/32), particularly placental abruption and uterine rupture. Also an inaccurate response to complications (3/12) and evidently exceeding the professional competencies involved midwifery liability. IMPLICATIONS FOR PRACTICE achieving cardiotocograph interpretation skills is the first and most important recommendation. In pathologic cases, the midwife should immediately refer to an obstetrician, without any hesitation. The third recommendation is working in a team with the obstetrician. If the midwife has reasonable (evidence-based) doubts about the practice of the obstetrician, she should insist on re-assessment with respect to the boundaries of her competencies. The fourth recommendation concerns practising with knowledge of the client׳s/patient׳s medical record and updating the record with performances and observations. Consciously choosing the type of medical intervention in urgent cases of pathology is the final recommendation.
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Affiliation(s)
- Marlies Eggermont
- Ghent University, Artevelde University College of Ghent, Hevelweg 2, 9700 Melden, Belgium.
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39
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Herstad L, Klungsøyr K, Skjaerven R, Tanbo T, Forsén L, Åbyholm T, Vangen S. Maternal age and emergency operative deliveries at term: a population-based registry study among low-risk primiparous women. BJOG 2014; 122:1642-51. [PMID: 25100277 DOI: 10.1111/1471-0528.12962] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/28/2014] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To study the association between maternal age and emergency operative delivery. The roles of in-labour indications, and birthweight ≥ 4000 g, gestational age ≥ 42 weeks, induction of labour, and epidural use, according to maternal age were explored. DESIGN Population-based study. SETTING Medical Birth Registry of Norway and Statistics Norway. POPULATION We studied 169 583 low-risk primiparous mothers with singleton, cephalic labours, at ≥37 weeks of gestation, from 1999 to 2009. METHODS The associations between maternal age and mode of delivery were analysed using multinomial regression analyses, adjusting for sociodemographic factors. MAIN OUTCOME MEASURES Emergency caesarean section and operative vaginal delivery. RESULTS Of women aged ≥40 years, 22% had emergency caesarean sections and 24% had operative vaginal deliveries, giving adjusted relative risk ratios (RRRs) of 6.60 (95% confidence interval, 95% CI 5.53-7.87) and 3.30 (95% CI 2.79-3.90), respectively, when compared with women aged 20-24 years. Adjustments for sociodemographic factors only slightly changed the estimates. Dystocia was the main indication, followed by fetal distress. All of the listed factors increased the level of emergency operative deliveries, mainly because of an increase in dystocia. The increase in risk for emergency caesarean section by all factors, and for operative vaginal deliveries by epidural, were greater in older than in younger women, but were significant for epidural only. CONCLUSIONS We found a close association between maternal age and emergency operative delivery in low-risk primiparas. Contributory factors increased the risk for both emergency operative delivery and epidural more in older than in younger women.
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Affiliation(s)
- L Herstad
- Women and Children's Division, Norwegian Resource Centre for Women's Health, Oslo University Hospital, Rikshospitalet, Norway
| | - K Klungsøyr
- Medical Birth Registry of Norway, Norwegian Institute of Public Health, Bergen, Norway.,Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - R Skjaerven
- Medical Birth Registry of Norway, Norwegian Institute of Public Health, Bergen, Norway.,Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - T Tanbo
- University of Oslo, Oslo, Norway.,Department of Gynaecology, Oslo University Hospital Rikshospitalet, Oslo, Norway
| | - L Forsén
- Women and Children's Division, Norwegian Resource Centre for Women's Health, Oslo University Hospital, Rikshospitalet, Norway.,Division of Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
| | - T Åbyholm
- University of Oslo, Oslo, Norway.,Department of Obstetrics, Oslo University Hospital Rikshospitalet, Oslo, Norway
| | - S Vangen
- Women and Children's Division, Norwegian Resource Centre for Women's Health, Oslo University Hospital, Rikshospitalet, Norway.,Division of Epidemiology, Norwegian Institute of Public Health, Oslo, Norway
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40
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Pinto P, Bernardes J, Costa-Santos C, Amorim-Costa C, Silva M, Ayres-de-Campos D. Development and evaluation of an algorithm for computer analysis of maternal heart rate during labor. Comput Biol Med 2014; 49:30-5. [DOI: 10.1016/j.compbiomed.2014.03.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2013] [Revised: 03/04/2014] [Accepted: 03/09/2014] [Indexed: 11/15/2022]
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41
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Spilka J, Chudáček V, Janků P, Hruban L, Burša M, Huptych M, Zach L, Lhotská L. Analysis of obstetricians' decision making on CTG recordings. J Biomed Inform 2014; 51:72-9. [PMID: 24747355 DOI: 10.1016/j.jbi.2014.04.010] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2013] [Revised: 03/08/2014] [Accepted: 04/07/2014] [Indexed: 10/25/2022]
Abstract
Interpretation of cardiotocogram (CTG) is a difficult task since its evaluation is complicated by a great inter- and intra-individual variability. Previous studies have predominantly analyzed clinicians' agreement on CTG evaluation based on quantitative measures (e.g. kappa coefficient) that do not offer any insight into clinical decision making. In this paper we aim to examine the agreement on evaluation in detail and provide data-driven analysis of clinical evaluation. For this study, nine obstetricians provided clinical evaluation of 634 CTG recordings (each ca. 60min long). We studied the agreement on evaluation and its dependence on the increasing number of clinicians involved in the final decision. We showed that despite of large number of clinicians the agreement on CTG evaluations is difficult to reach. The main reason is inherent inter- and intra-observer variability of CTG evaluation. Latent class model provides better and more natural way to aggregate the CTG evaluation than the majority voting especially for larger number of clinicians. Significant improvement was reached in particular for the pathological evaluation - giving a new insight into the process of CTG evaluation. Further, the analysis of latent class model revealed that clinicians unconsciously use four classes when evaluating CTG recordings, despite the fact that the clinical evaluation was based on FIGO guidelines where three classes are defined.
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Affiliation(s)
- Jiří Spilka
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic.
| | - Václav Chudáček
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic
| | - Petr Janků
- Department of Gynecology and Obstetrics, Teaching Hospital of Masaryk University in Brno, Czech Republic
| | - Lukáš Hruban
- Department of Gynecology and Obstetrics, Teaching Hospital of Masaryk University in Brno, Czech Republic
| | - Miroslav Burša
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic
| | - Michal Huptych
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic
| | - Lukáš Zach
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic
| | - Lenka Lhotská
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Czech Republic
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42
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Rhöse S, Heinis AM, Vandenbussche F, van Drongelen J, van Dillen J. Inter- and intra-observer agreement of non-reassuring cardiotocography analysis and subsequent clinical management. Acta Obstet Gynecol Scand 2014; 93:596-602. [DOI: 10.1111/aogs.12371] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2013] [Accepted: 02/27/2014] [Indexed: 01/16/2023]
Affiliation(s)
- Sarah Rhöse
- Department of Obstetrics and Gynecology; Radboud University Nijmegen Medical Center; Nijmegen the Netherlands
| | - Ayesha M.F. Heinis
- Department of Obstetrics and Gynecology; Radboud University Nijmegen Medical Center; Nijmegen the Netherlands
| | - Frank Vandenbussche
- Department of Obstetrics and Gynecology; Radboud University Nijmegen Medical Center; Nijmegen the Netherlands
| | - Joris van Drongelen
- Department of Obstetrics and Gynecology; Radboud University Nijmegen Medical Center; Nijmegen the Netherlands
| | - Jeroen van Dillen
- Department of Obstetrics and Gynecology; Radboud University Nijmegen Medical Center; Nijmegen the Netherlands
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43
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Van Leeuwen P, Werner L, Hilal Z, Schiermeier S, Hatzmann W, Grönemeyer D. Fetal electrocardiographic measurements in the assessment of fetal heart rate variability in the antepartum period. Physiol Meas 2014; 35:441-54. [PMID: 24556971 DOI: 10.1088/0967-3334/35/3/441] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
This study examines signal availability in fetal electrocardiogram (FECG) beat-to-beat acquisition and the accuracy of fetal heart rate variability (HRV) analysis in the clinical setting using a commercially available FECG monitor. Signal availability was examined in 130 FECG recordings of 0.3-17.5 h duration collected in 63 fetuses (25th-42nd week of gestation) under uncontrolled conditions. Identification of R-peaks demonstrated a signal loss of 30% ± 24% with 3.6 ± 1.7 signal gaps per minute. Median duration of the gaps within a recording was 1.8 ± 0.2 s. Per hour of recording, 1.8 ± 2.1 episodes of 5 min of uninterrupted data were found. Signal availability improved with gestational age and was poorer in women with high body-mass index. Fetal HRV between weeks 36-42 was examined on the basis of 5 min RR-interval episodes obtained under controlled quiet conditions in 55 FECG compared to 46 high quality fetal magnetocardiograms. There were no differences in RR-interval duration, its standard deviation and low frequency power. However, various measures of short-term HRV were significantly higher in the FECG data: root mean square of successive differences (10.0 ± 1.8 versus 6.6 ± 3.0 ms, p < 0.001, high frequency spectral power (24 ± 12 versus 13 ± 13 ms(2), p < 0.001) and approximate entropy (0.86 ± 0.16 versus 0.73 ± 0.24, p = 0.007). We conclude that, in spite of considerable signal loss, FECG recordings can accurately estimate heart rate and its overall variance. However, measures that quantify short-term beat-to-beat HRV will be compromised due to possible recurring inappropriate detection of single R-peaks.
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Affiliation(s)
- Peter Van Leeuwen
- Department of Biomagnetism, Grönemeyer Institute for Microtherapy, University of Witten/Herdecke, Universitätsstr. 142, D-44799 Bochum, Germany
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44
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Clark SL, Nageotte MP, Garite TJ, Freeman RK, Miller DA, Simpson KR, Belfort MA, Dildy GA, Parer JT, Berkowitz RL, D'Alton M, Rouse DJ, Gilstrap LC, Vintzileos AM, van Dorsten JP, Boehm FH, Miller LA, Hankins GD. Intrapartum management of category II fetal heart rate tracings: towards standardization of care. Am J Obstet Gynecol 2013; 209:89-97. [PMID: 23628263 DOI: 10.1016/j.ajog.2013.04.030] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2013] [Revised: 03/27/2013] [Accepted: 04/24/2013] [Indexed: 12/29/2022]
Abstract
There is currently no standard national approach to the management of category II fetal heart rate (FHR) patterns, yet such patterns occur in the majority of fetuses in labor. Under such circumstances, it would be difficult to demonstrate the clinical efficacy of FHR monitoring even if this technique had immense intrinsic value, since there has never been a standard hypothesis to test dealing with interpretation and management of these abnormal patterns. We present an algorithm for the management of category II FHR patterns that reflects a synthesis of available evidence and current scientific thought. Use of this algorithm represents one way for the clinician to comply with the standard of care, and may enhance our overall ability to define the benefits of intrapartum FHR monitoring.
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45
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Kembo J. Risk factors associated with HIV infection among young persons aged 15-24 years: evidence from an in-depth analysis of the 2005-06 Zimbabwe Demographic and Health Survey. SAHARA J 2013; 9:54-63. [PMID: 23237040 DOI: 10.1080/17290376.2012.683579] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022] Open
Abstract
This study focuses on factors that predispose young persons aged 15-24 years in Zimbabwe to infection from HIV. Using the Mosley and Chen framework, multivariate modelling was used to assess the effect of demographic, socio-economic and behavioural factors on the risk of HIV infection among this target group. The study utilised data from the Zimbabwe Demographic and Health Survey (ZDHS) conducted in 2005-06. Only the variables that were significant in the bivariate analysis were included in the multivariate binary logistic regression. Young females aged 15-24 years are associated with a significant two-fold elevated risk of HIV infection relative to their male peers (p < 0.000). Young persons aged 15-24 years who were divorced, widowed or not living together have significantly elevated risk compared with their never-married counterparts, OR = 5.267 (p = 0.000); OR = 4.323 (p = 0.000) and OR = 3.272 (p = 0.000), respectively. Young persons whose age at first sexual intercourse was less than 14 years are significantly associated with 2.696 times more risk of HIV infection relative to their peers whose age at first sexual intercourse was 20-24 years (p = 0.000). Young persons aged 15-24 years with two or more sex partners in the past 12 months preceding the 2005-06 ZDHS survey had a significantly elevated risk of HIV infection of 1.568 times relative to their counterparts with no sex partners in the same period of time. Great challenges still exist for the control of HIV and AIDS among young persons in Zimbabwe. HIV prevention programmes targeted at young persons aged 15-24 years should provide invigorated focus on marital status, age at sexual debut, number of sexual partners, sexually transmitted infections and condom use so as to mitigate these predisposing factors for HIV infection.
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Affiliation(s)
- Joshua Kembo
- Bureau of Market Research (BMR), University of South Africa (Unisa).
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46
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Pildner von Steinburg S, Boulesteix AL, Lederer C, Grunow S, Schiermeier S, Hatzmann W, Schneider KTM, Daumer M. What is the "normal" fetal heart rate? PeerJ 2013; 1:e82. [PMID: 23761161 PMCID: PMC3678114 DOI: 10.7717/peerj.82] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2013] [Accepted: 05/14/2013] [Indexed: 11/27/2022] Open
Abstract
Aim. There is no consensus about the normal fetal heart rate. Current international guidelines recommend for the normal fetal heart rate (FHR) baseline different ranges of 110 to 150 beats per minute (bpm) or 110 to 160 bpm. We started with a precise definition of "normality" and performed a retrospective computerized analysis of electronically recorded FHR tracings. Methods. We analyzed all recorded cardiotocography tracings of singleton pregnancies in three German medical centers from 2000 to 2007 and identified 78,852 tracings of sufficient quality. For each tracing, the baseline FHR was extracted by eliminating accelerations/decelerations and averaging based on the "delayed moving windows" algorithm. After analyzing 40% of the dataset as "training set" from one hospital generating a hypothetical normal baseline range, evaluation of external validity on the other 60% of the data was performed using data from later years in the same hospital and externally using data from the two other hospitals. Results. Based on the training data set, the "best" FHR range was 115 or 120 to 160 bpm. Validation in all three data sets identified 120 to 160 bpm as the correct symmetric "normal range". FHR decreases slightly during gestation. Conclusions. Normal ranges for FHR are 120 to 160 bpm. Many international guidelines define ranges of 110 to 160 bpm which seem to be safe in daily practice. However, further studies should confirm that such asymmetric alarm limits are safe, with a particular focus on the lower bound, and should give insights about how to show and further improve the usefulness of the widely used practice of CTG monitoring.
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Affiliation(s)
| | - Anne-Laure Boulesteix
- Frauenklinik und Poliklinik der Technischen Universität München, Munich, Germany
- Sylvia Lawry Centre for Multiple Sclerosis Research e.V., Munich, Germany
- Ludwig Maximilians University Munich, Munich, Germany
| | - Christian Lederer
- Sylvia Lawry Centre for Multiple Sclerosis Research e.V., Munich, Germany
| | | | | | | | | | - Martin Daumer
- Sylvia Lawry Centre for Multiple Sclerosis Research e.V., Munich, Germany
- Trium Analysis Online GmbH, Munich, Germany
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47
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Wróbel J, Horoba K, Pander T, Jeżewski J, Czabański R. Improving fetal heart rate signal interpretation by application of myriad filtering. Biocybern Biomed Eng 2013. [DOI: 10.1016/j.bbe.2013.09.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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48
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Berlit S, Welzel G, Tuschy B, Nickol J, Hornemann A, Sütterlin M, Kehl S. Emergency caesarean section: risk factors for adverse neonatal outcome. Arch Gynecol Obstet 2012; 287:901-5. [DOI: 10.1007/s00404-012-2679-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2012] [Accepted: 12/05/2012] [Indexed: 11/29/2022]
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49
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Georgieva A, Payne SJ, Moulden M, Redman CWG. Computerized intrapartum electronic fetal monitoring: analysis of the decision to deliver for fetal distress. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2012; 2011:5888-91. [PMID: 22255679 DOI: 10.1109/iembs.2011.6091456] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
We applied computerized methods to assess the Electronic Fetal Monitoring (EFM) in labor. We analyzed retrospectively the last hour of EFM for 1,370 babies, delivered by emergency Cesarean sections before the onset of pushing (data collected at the John Radcliffe Hospital, Oxford, UK). There were two cohorts according to the reason for intervention: (a) fetal distress, n(1) = 524 and (b) failure to progress and/or malpresentation, n(2) = 846. The cohorts were compared in terms of classical EFM features (baseline, decelerations, variability and accelerations), computed by a dedicated Oxford system for automated analysis--OxSys. In addition, OxSys was employed to simulate current clinical guidelines for the classification of fetal monitoring, i.e. providing in real time a three-tier grading system of the EFM (normal, indeterminate, or abnormal). The computerized features and the simulated guidelines corresponded well to the clinical management and to the actual labor outcome (measured by umbilical arterial pH).
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Affiliation(s)
- Antoniya Georgieva
- Nuffield Department of Obstetrics and Gynaecology and with the Institute of Biomedical Engineering, University of Oxford.
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50
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Georgieva A, Payne SJ, Moulden M, Redman CWG. Relation of fetal heart rate signals with unassignable baseline to poor neonatal state at birth. Med Biol Eng Comput 2012; 50:717-25. [DOI: 10.1007/s11517-012-0923-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2011] [Accepted: 05/21/2012] [Indexed: 10/28/2022]
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