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Aeberhard JL, Radan AP, Delgado-Gonzalo R, Strahm KM, Sigurthorsdottir HB, Schneider S, Surbek D. Artificial intelligence and machine learning in cardiotocography: A scoping review. Eur J Obstet Gynecol Reprod Biol 2023; 281:54-62. [PMID: 36535071 DOI: 10.1016/j.ejogrb.2022.12.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 10/19/2022] [Accepted: 12/05/2022] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Artificial intelligence (AI) is gaining more interest in the field of medicine due to its capacity to learn patterns directly from data. This becomes interesting for the field of cardiotocography (CTG) interpretation, since it promises to remove existing biases and improve the well-known issues of inter- and intra-observer variability. MATERIAL AND METHODS The objective of this study was to map current knowledge in AI-assisted interpretation of CTG tracings and thus, to present different approaches with their strengths, gaps, and limitations. The search was performed on Ovid Medline and PubMed databases. The Preferred Reporting Items for Systematic Reviews and meta-Analysis for Scoping Reviews (PRISMA-ScR) guidelines were followed. RESULTS We summarized 40 different studies investigating at least one algorithm or system to classify CTG tracings. In addition, the Oxford Sonicaid system is presented because of its wide use in clinical practice. CONCLUSIONS There are several promising approaches in this area, but none of them has gained big acceptance in clinical practice. Further investigation and refinement of the algorithms and features are needed to achieve a validated decision-support system. For this purpose, larger quantities of curated and labeled data may be necessary.
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Affiliation(s)
| | - Anda-Petronela Radan
- Department of Obstetrics and Feto-maternal Medicine, University Hospital of Bern, Switzerland
| | | | - Karin Maya Strahm
- Department of Obstetrics and Feto-maternal Medicine, University Hospital of Bern, Switzerland
| | | | - Sophie Schneider
- Department of Obstetrics and Feto-maternal Medicine, University Hospital of Bern, Switzerland
| | - Daniel Surbek
- Department of Obstetrics and Feto-maternal Medicine, University Hospital of Bern, Switzerland
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Amorim-Costa C, Gaio AR, Ayres-de-Campos D, Bernardes J. Longitudinal changes of cardiotocographic parameters throughout pregnancy: a prospective cohort study comparing small-for-gestational-age and normal fetuses from 24 to 40 weeks. J Perinat Med 2017; 45:493-501. [PMID: 27474837 DOI: 10.1515/jpm-2016-0065] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2016] [Accepted: 06/03/2016] [Indexed: 11/15/2022]
Abstract
OBJECTIVE To compare longitudinal trends of cardiotocographic (CTG) parameters between small-for-gestational-age (SGA) and normal fetuses, from 24 to 41 weeks of pregnancy. METHODS A prospective cohort study was carried out in singleton pregnancies without fetal malformations. At least one CTG was performed in each of the following intervals: 24-26 weeks+6 days, 27-29 weeks+6 days, 30-32 weeks+6 days, 33-35 weeks+6 days, 36-38 weeks+6 days and ≥39 weeks. Tracings were analyzed using the Omniview-SisPorto® 3.6 system. Cases with a normal pregnancy outcome, including a birthweight ≥10th percentile for gestational age, were compared with two groups of SGA fetuses: with birthweight <10th percentile (SGA<p10) and <3rd percentile (SGA<p3; a subgroup of the latter). Generalized linear mixed-effects models were used for analysis. RESULTS A total of 176 fetuses (31 SGA) and 1256 tracings (207 from SGA fetuses) were evaluated. All CTG parameters changed significantly throughout pregnancy in the three groups, with a decreasing baseline and probability of decelerations, and an increasing average long-term variability (LTV), average short-term variability (STV) and accelerations. Baseline showed a more pronounced decrease (steeper slope) in SGA fetuses, being higher in these cases at earlier gestational ages and lower later in pregnancy. Average LTV was significantly lower in SGA<p3 fetuses, but a parallel increase occurred in all groups. There was a considerable inter-fetal variability within each group. CONCLUSION A unique characterization of CTG trends throughout gestation in SGA fetuses was provided. A steeper descent of the baseline was reported for the first time. The findings raise the possibility of clinical application of computerized CTG analysis in screening and management of fetal growth restriction.
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Amorim-Costa C, de Campos DA, Bernardes J. Cardiotocographic parameters in small-for-gestational-age fetuses: How do they vary from normal at different gestational ages? A study of 11687 fetuses from 25 to 40 weeks of pregnancy. J Obstet Gynaecol Res 2017; 43:476-485. [PMID: 28165176 DOI: 10.1111/jog.13235] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2016] [Revised: 09/16/2016] [Accepted: 10/07/2016] [Indexed: 11/26/2022]
Abstract
AIM The aim of this study was to assess how cardiotocographic (CTG) parameters differ between small-for-gestational-age (SGA) and normal fetuses at different gestational ages. METHODS This was a retrospective cross-sectional study using the first antepartum tracing of singleton pregnancies with no malformations. Fetuses with birthweight ≥10th percentile for gestational age and other normal pregnancy outcome criteria (term birth, normal umbilical artery pH and Apgar scores, no intensive care unit admission) were compared with fetuses with birthweight <10th and <3rd percentiles for gestational age (SGA < p10 and SGA < p3, a subgroup of the latter). Each CTG parameter was compared, by gestational age, using both statistical tests and percentile curves derived from normal outcome cases. Tracings were analyzed with the OmniviewSisPorto® 3.7 system. RESULTS A total of 11 687 tracings (from the same number of fetuses) were analyzed: 9701 normal, 1986 SGA < p10, and 543 SGA < p3. SGA fetuses had lower long- and short-term variability, and number of accelerations, with more pronounced differences between around 28 and 35 weeks. In contrast, baseline was lower in SGA fetuses from 34 weeks onwards. All differences were more pronounced for SGA < p3 fetuses. Similar trends throughout gestation occurred in all groups: decrease in baseline, and increase in long- and short-term variability, and accelerations. CONCLUSIONS This study represents an important step for accurate CTG interpretation in SGA fetuses and, consequently, management of fetal growth restriction (FGR), as it contributes to differentiate between maturational CTG changes that occur physiologically throughout pregnancy, and possible signs of fetal compromise in FGR.
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Affiliation(s)
- Célia Amorim-Costa
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Porto, Portugal.,Institute for Research and Innovation in Health (Instituto de Investigação e Inovação em Saúde - I3S) and Institute of Biomedical Engineering (Instituto de Engenharia Biomédica - INEB), University of Porto, Portugal.,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal
| | - Diogo Ayres de Campos
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Porto, Portugal.,Institute for Research and Innovation in Health (Instituto de Investigação e Inovação em Saúde - I3S) and Institute of Biomedical Engineering (Instituto de Engenharia Biomédica - INEB), University of Porto, Portugal.,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.,Department of Obstetrics and Gynecology, S. João Hospital, Porto, Portugal
| | - João Bernardes
- Department of Obstetrics and Gynecology, Medical School, University of Porto, Porto, Portugal.,Institute for Research and Innovation in Health (Instituto de Investigação e Inovação em Saúde - I3S) and Institute of Biomedical Engineering (Instituto de Engenharia Biomédica - INEB), University of Porto, Portugal.,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.,Department of Obstetrics and Gynecology, S. João Hospital, Porto, Portugal.,Department of Obstetrics and Gynecology, Hospital Pedro Hispano, Matosinhos, Portugal
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Amorim-Costa C, Costa-Santos C, Ayres-de-Campos D, Bernardes J. Longitudinal evaluation of computerized cardiotocographic parameters throughout pregnancy in normal fetuses: a prospective cohort study. Acta Obstet Gynecol Scand 2016; 95:1143-52. [PMID: 27238561 DOI: 10.1111/aogs.12932] [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] [Received: 02/01/2016] [Accepted: 05/26/2016] [Indexed: 12/01/2022]
Abstract
INTRODUCTION The longitudinal cardiotocographic (CTG) changes throughout pregnancy in normal fetuses have never been fully described. We aimed at characterizing the evolution of CTG parameters in healthy fetuses, from 24 to 41 weeks of gestation. MATERIAL AND METHODS A prospective cohort study was conducted in singleton fetuses without structural abnormalities on second-trimester ultrasound. At least one CTG was performed in each of the following intervals: 24-26 weeks(+6d) , 27-29 weeks(+6d) , 30-32 weeks(+6d) , 33-35 weeks(+6d) , 36-38 weeks(+6d) and ≥39 weeks; tracings were analyzed by the OMNIVIEW-SISPORTO 3.6 system. Cases of preterm delivery, fetal death, birthweight under the 10th percentile, low five-minute Apgar, umbilical artery acidemia or neonatal intensive care unit admission were subsequently excluded. RESULTS A total of 1049 eligible tracings were obtained from 145 fetuses. There was a significant increase over time in average long-term variability (LTV), average short-term variability (STV), number of accelerations and uterine contractions. Conversely, fetal heart rate (FHR) baseline and number of decelerations decreased. A high inter-fetal variability was observed, but there was considerable intra-fetal consistency. Fetuses showing a marked decrease in FHR baseline and those with a marked increase in average LTV had a significantly lower birthweight. Cesarean section rate was significantly higher in cases with a decrease in average STV throughout gestation. CONCLUSIONS This prospective longitudinal study shows an evolution in computerized CTG parameters during pregnancy, indicating the need to adapt interpretation criteria based on gestational age. The high inter-fetal variability and considerable intra-fetal consistency suggests the possible value of using each fetus as its own reference in serial assessments.
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Affiliation(s)
- Célia Amorim-Costa
- Department of Obstetrics and Gynecology, Porto Medical School, University of Porto, Porto, Portugal. .,Institute for Research and Innovation in Health (I3S) and Institute of Biomedical Engineering (INEB), University of Porto, Porto, Portugal. .,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.
| | - Cristina Costa-Santos
- Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.,Department of Health Information and Decision Sciences, Porto Medical School, University of Porto, Porto, Portugal
| | - Diogo Ayres-de-Campos
- Department of Obstetrics and Gynecology, Porto Medical School, University of Porto, Porto, Portugal.,Institute for Research and Innovation in Health (I3S) and Institute of Biomedical Engineering (INEB), University of Porto, Porto, Portugal.,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.,Department of Obstetrics and Gynecology, S. João Hospital, Porto, Portugal
| | - João Bernardes
- Department of Obstetrics and Gynecology, Porto Medical School, University of Porto, Porto, Portugal.,Institute for Research and Innovation in Health (I3S) and Institute of Biomedical Engineering (INEB), University of Porto, Porto, Portugal.,Center for Research in Health Technologies and Information Systems (CINTESIS), Porto Medical School, University of Porto, Porto, Portugal.,Department of Obstetrics and Gynecology, S. João Hospital, Porto, Portugal.,Department of Obstetrics and Gynecology, Hospital Pedro Hispano, Matosinhos, Portugal
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Amorim-Costa C, Cruz J, Ayres-de-Campos D, Bernardes J. Gender-specific reference charts for cardiotocographic parameters throughout normal pregnancy: a retrospective cross-sectional study of 9701 fetuses. Eur J Obstet Gynecol Reprod Biol 2016; 199:102-7. [DOI: 10.1016/j.ejogrb.2016.01.036] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2015] [Accepted: 01/29/2016] [Indexed: 11/15/2022]
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DiPietro JA, Costigan KA, Voegtline KM. STUDIES IN FETAL BEHAVIOR: REVISITED, RENEWED, AND REIMAGINED. Monogr Soc Res Child Dev 2015; 80:vii;1-94. [PMID: 26303396 DOI: 10.1111/mono.v80.3] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Among the earliest volumes of this monograph series was a report by Lester Sontag and colleagues, of the esteemed Fels Institute, on the heart rate of the human fetus as an expression of the developing nervous system. Here, some 75 years later, we commemorate this work and provide historical and contemporary context on knowledge regarding fetal development, as well as results from our own research. These are based on synchronized monitoring of maternal and fetal parameters assessed between 24 and 36 weeks gestation on 740 maternal-fetal pairs compiled from eight separate longitudinal studies, which commenced in the early 1990s. Data include maternal heart rate, respiratory sinus arrhythmia, and electrodrmal activity and fetal heartrate, motor activity, and their integration. Hierarchical linear modeling of developmental trajectories reveals that the fetus develops in predictable ways consistent with advancing parasympathetic regulation. Findings also include:within-fetus stability (i.e., preservation of rank ordering over time) for heart rate, motor, and coupling measures; a transitional period of decelerating development near 30 weeks gestation; sex differences in fetal heart rate measures but not in most fetal motor activity measures; modest correspondence in fetal neurodevelopment among siblings as compared to unrelated fetuses; and deviations from normative fetal development in fetuses affected by intrauterine growth restriction and other conditions. Maternal parameters also change during this period of gestation and there is evidence that fetal sex and individual variation in fetal neurobehavior influence maternal physio-logical processes and the local intrauterine context. Results are discussed within the framework of neuromaturation, the emergence of individual differences, and the bidirectional nature of the maternal-fetal relationship.We pose a number of open questions for future research. Although the human fetus remains just out of reach, new technologies portend an era of accelerated discovery of the earliest period of development
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REFERENCES. Monogr Soc Res Child Dev 2015. [DOI: 10.1111/mono.12184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Abstract
In current obstetric practice, there is frequently a need to assess fetal wellbeing. This is particularly so in those fetuses at risk, including the small-for-gestational-age fetus or the fetus of a mother who presents with reduced fetal movements or who has an obstetric complication such as pre-eclampsia. It is important that the clinician is able to assess fetal wellbeing in such cases, especially in preterm gestations, when inappropriate delivery could have serious adverse consequences. In this paper, we review the current evidence for the use and the limitations of widely used methods of antenatal monitoring including the use of cardiotocography, biophysical profile, and ultrasound-derived parameters including umbilical artery, middle cerebral artery, and ductus venosus Doppler flow.
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Affiliation(s)
- Thomas R Everett
- Department of Fetal Medicine, University College London Hospitals NHS Foundation Trust, London, UK
| | - Donald M Peebles
- Institute for Women's Health, University College London, London, UK.
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Hofmeyr F, Groenewald CA, Nel DG, Myers MM, Fifer WP, Signore C, Hankins GDV, Odendaal HJ. Fetal heart rate patterns at 20 to 24 weeks gestation as recorded by fetal electrocardiography. J Matern Fetal Neonatal Med 2013; 27:714-8. [PMID: 23991757 DOI: 10.3109/14767058.2013.836485] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
INTRODUCTION With advancing technology it has become possible to accurately record and assess fetal heart rate (FHR) patterns from gestations as early as 20 weeks. The aim of our study was to describe early patterns of FHR, as recorded by transabdominal fetal electrocardiogram according to the Dawes-Redman criteria. Accordingly, short-term variability, basal heart rate, accelerations and decelerations were quantified at 20-24 weeks gestation among women with uncomplicated pregnancies. METHODS This study was conducted in a subset of participants enrolled in a large prospective pregnancy cohort study. Our final data set consisted of 281 recordings of women with good perinatal outcomes who had undergone fetal electrocardiographic assessment as part of the Safe Passage Study. RESULTS The success rate of the recordings was 95.4%. The mean frequency of small and large accelerations was 0.5 and 0.1 per 10 min, respectively and that of small and large decelerations 0.3 and 0.008 per 10 min, respectively. The mean and basal heart rates were both equal to 148.0 bpm at a median gestation of 161 days. The mean short term variation was 6.2 (SD 1.4) ms and mean minute range 35.1 (SD 7.1) ms. CONCLUSION The 20-24-week fetus demonstrates FHR patterns with more accelerations and decelerations, as well as higher baseline variability than was anticipated. Information from this study provides an important foundation for further, more detailed, studies of early FHR patterns.
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Affiliation(s)
- F Hofmeyr
- Department of Obstetrics and Gynaecology
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Serra V, Bellver J, Moulden M, Redman CWG. Computerized analysis of normal fetal heart rate pattern throughout gestation. ULTRASOUND IN OBSTETRICS & GYNECOLOGY : THE OFFICIAL JOURNAL OF THE INTERNATIONAL SOCIETY OF ULTRASOUND IN OBSTETRICS AND GYNECOLOGY 2009; 34:74-79. [PMID: 19489020 DOI: 10.1002/uog.6365] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
OBJECTIVE To analyze the evolution of computerized cardiotocography (cCTG) parameters throughout gestation in a large archive of traces from healthy fetuses. METHODS This was a cross-sectional study of the first cCTG record from 4412 singleton fetuses with good pregnancy outcome. Normal ranges of cCTG parameters for 25 to 42 weeks were derived from analysis of only one cCTG record per fetus, and the relationship between the parameters and gestational age was investigated. RESULTS Fetal heart rate (FHR) accelerations, short- and long-term variation overall, duration of episodes of high and low variation and variation in high episodes increased with advancing gestation. In contrast, maternal perception of fetal movements, basal FHR, variation in low episodes and the time until criteria for normality were met decreased with advancing gestation. Gestational age-related changes in FHR variation were less evident at the lowest percentiles. Episodes of high FHR variation were detected in most fetuses, even at 25 weeks. Opposite trends of basal FHR and variation were observed at 42 weeks. Large decelerations and the frequency and duration of low episodes were also higher at 42 weeks. CONCLUSIONS The characteristics of the normal FHR pattern are quite defined from early on in gestation, follow a continuous trend with advancing gestation and change abruptly at 42 weeks. Gestational age-related changes are less obvious at the lowest percentiles.
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Affiliation(s)
- V Serra
- Unidad de Medicina Materno-Fetal, Instituto Valenciano de Infertilidad, Universidad de Valencia, Valencia, Spain.
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Serra V, Moulden M, Bellver J, Redman CWG. The value of the short-term fetal heart rate variation for timing the delivery of growth-retarded fetuses. BJOG 2008; 115:1101-7. [DOI: 10.1111/j.1471-0528.2008.01774.x] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Lee A, Ulbricht C, Dorffner G. Application of artificial neural networks for detection of abnormal fetal heart rate pattern: a comparison with conventional algorithms. J OBSTET GYNAECOL 2005; 19:482-5. [PMID: 15512370 DOI: 10.1080/01443619964256] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
Abstract
Cardiotocography signals were sampled during labour in 53 patients. A recurrent artificial neural network with hidden layer feedback was trained and performance was compared with that of several conventional systems. Correct and false positive rates of all systems tested were calculated. To ensure that the performance of neural networks was not just caused by using different cut-off levels, the threshold used for conventional methods were also adapted and optimised. The correct positives rate of neural networks was between 0.72 and 0.9, and the false positive rate between 0.2 and 0.4. Before optimising, conventional algorithms produced a very low correct positive (0.02-0.5) and a low false positive rate (0.0-0.08). After adjusting the parameters, the tested neural networks still performed better than optimised conventional systems.
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Affiliation(s)
- A Lee
- Department of Prenatal Diagnosis and Therapy, University of Vienna, Austria.
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Abstract
The complexities of neurobehavioral assessment of the fetus, which can be neither directly viewed nor manipulated, cannot be understated. Impetus to develop methods for measuring fetal neurobehavioral development has been provided by the recognition that individual differences in neurobehavioral functioning do not originate with birth and acceptance of the key contribution of the antenatal period to postnatal life. Research has centered around four aspects of fetal functioning: heart rate, motor activity, behavioral state, and responsivity to stimulation. Longitudinal studies have revealed that the developmental trajectories of these characteristics parallel the developing nervous system, detected a transitional period between 28 and 32 weeks gestation, and established within-fetal stability during the second half of gestation. Despite the promise of fetal stimulation and habituation paradigms as measures of neural functioning, significant safety and ethical concerns exist. Construction of a unified fetal neurobehavioral scale is premature until a sufficient degree of normative data is available and the predictive validity of specific aspects of fetal neurobehavior to child developmental outcomes is better established.
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Affiliation(s)
- Janet A DiPietro
- Department of Population and Family Health Sciences, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA.
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Bartnicki J, Ratanasiri T, Meyenburg M, Saling E. Postterm pregnancy: computer analysis of the antepartum fetal heart rate patterns. Int J Gynaecol Obstet 2004; 37:243-6. [PMID: 1350538 DOI: 10.1016/0020-7292(92)90323-b] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The purpose of this study was to establish reference ranges for numerical fetal heart rate (FHR) data in postterm pregnancy and to compare them with the patterns of fetuses under undisturbed condition at term. FHR was analysed on-line by Sonicaid Computer System 8000. A statistically significant decrease in the number of accelerations and decrease of variation in postterm pregnancy was observed. The duration of high variation (high episodes) in the 42nd week of gestation was statistically lower than in the pregnancy at term. These observations should be taken into account by clinicians in the interpretation of FHR records in postterm pregnancy.
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Affiliation(s)
- J Bartnicki
- Institute of Perinatal Medicine, Berlin, Germany
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DiPietro JA, Caulfield L, Costigan KA, Merialdi M, Nguyen RHN, Zavaleta N, Gurewitsch ED. Fetal Neurobehavioral Development: A Tale of Two Cities. Dev Psychol 2004; 40:445-56. [PMID: 15122969 DOI: 10.1037/0012-1649.40.3.445] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Longitudinal neurobehavioral development was examined in 237 fetuses of low-risk pregnancies from 2 distinct populations--Baltimore, Maryland, and Lima. Peru--at 20, 24, 28, 32, 36, and 38 weeks gestation. Data were based on digitized Doppler-based fetal heart rate (FHR) and fetal movement (FM). In both groups. FHR declined while variability, episodic accelerations, and FM-FHR coupling increased, with discontinuities evident between 28 and 32 weeks gestation. Fetuses in Lima had higher FHR and lower variability, accelerations, and FM-FHR coupling. Declines in trajectories were typically observed 1 month sooner in Lima, which magnified these disparities. Motor activity differences were less consistent. No sex differences in fetal neurobehaviors were detected. It is concluded that population factors can influence the developmental niche of the fetus.
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Affiliation(s)
- Janet A DiPietro
- Department of Population and Family Health Sciences, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA.
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Abstract
Fetal behavior reflects the activity of the fetal central nervous system (CNS). Insight in fetal behavior is crucial for the understanding of normal fetal well-being and in the evaluation of the possibly compromised fetus. In order to recognize 'behavioral' patterns, linkage of variables (absence of movements, absence of eye movements, heart rate patterns) is obligatory. No single test can predict with certainty if the fetus is compromised and/or what the optimal timing is for the delivery. That is why the study of fetal behavior is very time-consuming. Development of more appropriate methods to analyze fetal behavior should have high priority in clinical perinatology.
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Affiliation(s)
- Jan G Nijhuis
- Department of Obstetrics and Gynecology, Academic Hospital Maastricht, P.O. Box 5800, 6202 AZ Maastricht, The Netherlands.
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Pardey J, Moulden M, Redman CWG. A computer system for the numerical analysis of nonstress tests. Am J Obstet Gynecol 2002; 186:1095-103. [PMID: 12015543 DOI: 10.1067/mob.2002.122447] [Citation(s) in RCA: 120] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The development and clinical validation of a computer system for the numerical analysis of nonstress tests is reviewed, and recent improvements are reported. The analysis was developed by using a database of 73,802 nonstress test readings to provide a numerical definition of reactivity that is tailored to the gestational age of the fetus and independent of the presence of accelerations. When used at the bedside, the analysis minimizes monitoring time by alerting the operator when monitoring can be safely stopped because the fetal heart rate is normal. It also detects potentially sinister sinusoidal patterns and improves the quality of nonstress test readings by quantifying signal loss and, if significant, alerting the operator.
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Affiliation(s)
- James Pardey
- Technology Development Group, Oxford Instruments Medical Ltd, Surrey, United Kingdom
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Roberts D, Kumar B, Tincello DG, Walkinshaw SA. Computerised antenatal fetal heart rate recordings between 24 and 28 weeks of gestation. BJOG 2001; 108:858-62. [PMID: 11510713 DOI: 10.1111/j.1471-0528.2001.00203.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
OBJECTIVE To assess computerised fetal heart rate recordings between 24 and 28 weeks of gestation for gestation related differences. DESIGN Prospective, cross sectional observational study. SETTING Liverpool Women's Hospital. POPULATION 112 women: 28 at 27 weeks, 30 at 26 weeks, 27 at 25 weeks and 27 at 24 weeks of gestation, respectively. METHODS Fetal heart recordings of 60 minutes duration were performed once in each pregnancy using the System 8000 fetal heart rate programme (System 8000, Oxford Sonicaid Ltd, Chichester, UK). For each gestational age, records were analysed for short term variation, basal heart rate, accelerations and time spent in high episodes. RESULTS The mean short term variation increased with gestation (P = 0.05). No record had a short term variation <4 msecs. There was no relationship between heart rate and increasing gestation. The mean number of accelerations per record increased with increasing gestation (P < 0.01). 20% of recordings showed no accelerations > 15 bpm. The mean duration spent in episodes of high variation increased with gestation (P = 0.05). 13% of recordings showed no time spent in high episodes. All fetuses had normal outcomes at delivery. CONCLUSIONS Absence of episodes of high variation or absence of accelerations is not an abnormal finding at lower gestations. The standard threshold of 4 msecs for short term variation appears to remain valid at lower gestations. These differences should be considered when using computerised CTG analysis at early gestations.
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Affiliation(s)
- D Roberts
- Department of Obstetrics and Gynaecology, Liverpool Women's Hospital, UK
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Ribeiro TF, Azevedo GD, Crescêncio JC, Marães VR, Papa V, Catai AM, Verzola RM, Oliveira L, Silva de Sá MF, Gallo Júnior L, Silva E. Heart rate variability under resting conditions in postmenopausal and young women. Braz J Med Biol Res 2001; 34:871-7. [PMID: 11449305 DOI: 10.1590/s0100-879x2001000700006] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The aim of the present study was to compare the modulation of heart rate in a group of postmenopausal women to that of a group of young women under resting conditions on the basis of R-R interval variability. Ten healthy postmenopausal women (mean +/- SD, 58.3 +/- 6.8 years) and 10 healthy young women (mean +/- SD, 21.6 +/- 0.82 years) were submitted to a control resting electrocardiogram (ECG) in the supine and sitting positions over a period of 6 min. The ECG was obtained from a one-channel heart monitor at the CM5 lead and processed and stored using an analog to digital converter connected to a microcomputer. R-R intervals were calculated on a beat-to-beat basis from the ECG recording in real time using a signal-processing software. Heart rate variability (HRV) was expressed as standard deviation (RMSM) and mean square root (RMSSD). In the supine position, the postmenopausal group showed significantly lower (P<0.05) median values of RMSM (34.9) and RMSSD (22.32) than the young group (RMSM: 62.11 and RMSSD: 49.1). The same occurred in the sitting position (RMSM: 33.0 and RMSSD: 18.9 compared to RMSM: 57.6 and RMSSD: 42.8 for the young group). These results indicate a decrease in parasympathetic modulation in postmenopausal women compared to young women which was possibly due both to the influence of age and hormonal factors. Thus, time domain HRV proved to be a noninvasive and sensitive method for the identification of changes in autonomic modulation of the sinus node in postmenopausal women.
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Affiliation(s)
- T F Ribeiro
- Laboratório de Fisioterapia Cardiovascular, Departamento de Fisioterapia, Universidade Federal de São Carlos, São Carlos, SP, Brasil
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20
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Nijhuis IJ, ten Hof J. Development of fetal heart rate and behavior: indirect measures to assess the fetal nervous system. Eur J Obstet Gynecol Reprod Biol 1999; 87:1-2. [PMID: 10579609 DOI: 10.1016/s0301-2115(99)00143-8] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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21
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Monincx WM, Zondervan HA, Birnie E, Ris M, Bossuyt PM. High risk pregnancy monitored antenatally at home. Eur J Obstet Gynecol Reprod Biol 1997; 75:147-53. [PMID: 9447367 DOI: 10.1016/s0301-2115(97)00122-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
OBJECTIVE Is domiciliary antenatal fetal surveillance for selected high risk pregnancies, a feasible alternative for hospital admission? DESIGN A randomized controlled trial conducted at the Academical Medical Centre, Amsterdam, The Netherlands. SUBJECTS Between September 1992 and June 1994, 76 women were at random allocated to domiciliary care and 74 women to hospital care. Criteria for inclusion were hypertension (26%), fetal growth retardation (24%), post term pregnancy (23%), diabetes (24%), preterm rupture of membranes (2%) and previous recurrent antenatal death (1%). MAIN OUTCOME MEASURES Primary outcome measure was perinatal morbidity, measured by Prechtl's neonatal neurological optimality score. Secondary outcome variables were the occurrence of complications, obstetric interventions at labour, birthweight, gestational age at delivery and maternal and neonatal admission rates. RESULTS In both groups there was one case of perinatal mortality. In both treatment groups the median of the neurological optimality score was found at 59. Also secondary outcome variables did not show significant differences. CONCLUSION Domiciliary antenatal care for selected women with high risk pregnancy is feasible considering obstetric outcome.
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Affiliation(s)
- W M Monincx
- Department of Obstetrics and Gynecology, Academic Medical Centre, Amsterdam, Netherlands
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22
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Mantel R, Van Geijn HP, Ververs IA, Colenbrander GJ, Kostense PJ. Automated analysis of antepartum fetal heart rate in relation to fetal rest-activity states: a longitudinal study of uncomplicated pregnancies using the Sonicaid System 8000. Eur J Obstet Gynecol Reprod Biol 1997; 71:41-51. [PMID: 9031959 DOI: 10.1016/s0301-2115(96)02615-2] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVES To learn which fetal heart rate (FHR) parameters change with gestational age and to demonstrate the relation with fetal rest-activity states. STUDY DESIGN FHR and fetal movements were recorded in 12 uncomplicated pregnancies from 26 weeks gestational age onwards. Seventy-two FHR recordings of 60 min duration were analysed by a computer (Sonicaid System 8000). Statistical analysis of complete 60 min recordings and selective periods of rest and activity comprised Spearman's rank correlation test, regression analysis and Wilcoxon's signed-rank test. RESULTS The time needed to meet the system's criteria of normality decreased with gestational age. The incidence of accelerations (ACC), overall FHR variation (VAR) and variation during 'episodes of high variation' (VEHV) increased with gestational age in the total population, but statistical significance of these relations could only be demonstrated in a minority of individual fetuses. Most FHR parameters differed significantly for periods of fetal rest and activity. No FHR parameters showed a relation with gestational age during periods of rest. CONCLUSIONS The increase of ACC, VAR and VEHV with gestational age is primarily due to an increase during fetal activity. The considerable variation within and between fetuses, however, can only be partly explained by fetal rest-activity states.
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Affiliation(s)
- R Mantel
- Department of Obstetrics and Gynaecology, Academisch Ziekenhuis Vrije Universiteit, Amsterdam, Netherlands
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23
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Derks JB, Mulder EJ, Visser GH. The effects of maternal betamethasone administration on the fetus. BRITISH JOURNAL OF OBSTETRICS AND GYNAECOLOGY 1995; 102:40-6. [PMID: 7833309 DOI: 10.1111/j.1471-0528.1995.tb09024.x] [Citation(s) in RCA: 107] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
OBJECTIVE To examine prospectively the effects of maternal betamethasone administration on fetal heart rate variation, body, breathing and eye movements and the rest-activity cycle. DESIGN Thirty-one women on 38 occasions were at risk of premature delivery and received two doses of betamethasone 24 h apart. Gestational age ranged between 26 and 32 weeks. Fetal heart rate was monitored on each of five successive days (0-4) and fetal body, breathing and eye movements were recorded on days 0, 2 and 4. RESULTS Compared with the control day before steroid administration (day 0), both long term and short term fetal heart rate variation were reduced on days 2 and 3 (P < 0.01). In one-third of the cases, fetal heart rate variation fell transiently below the lower normal range for gestational age. Body movements were reduced on day 2 by 50% (P < 0.01) due to prolonged periods of inactivity (P < 0.01). Breathing movements were largely absent on day 2 (P < 0.01), but the occurrence of eye movements remained unchanged after betamethasone administration. All values returned to baseline on day 4, indicating that no fetal deterioration had occurred during the course of the study period. Similar responses to betamethasone were observed in five fetuses when studied at re-presentation two weeks later. CONCLUSIONS Maternal betamethasone administration causes a considerable but transient reduction in fetal body movements and activity periods, breathing and heart rate variation, without affecting fetal eye movements. Knowledge of this phenomenon is important when assessing the fetal condition. The effect may be due to a glucocorticoid receptor mediated process in the fetal brain.
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Affiliation(s)
- J B Derks
- Department of Obstetrics and Gynaecology, University Hospital Utrecht, The Netherlands
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Van Ravenswaaij-Arts C, Hopman J, Kollée L, Stoelinga G, Van Geijn H. Spectral analysis of heart rate variability in spontaneously breathing very preterm infants. Acta Paediatr 1994; 83:473-80. [PMID: 8086722 DOI: 10.1111/j.1651-2227.1994.tb13062.x] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
The influence of maturation, sleep state and respiration on heart rate variability was studied in 16 spontaneously breathing preterm infants (< 33 weeks). ECG, respiratory impedance curve and movements were recorded four times a day, during the first three days of life. The power content of selected frequency bands of the R-R interval power spectrum, as well as respiratory frequency and breath amplitude oscillation frequency, were calculated for 3-min periods. An increase in low-frequency heart rate variability with gestational age was found. High-frequency variability increased during early postnatal life. Sleep state influenced very low-frequency heart rate variability. The amount of respiratory sinus arrhythmia and breath amplitude sinus arrhythmia was determined mainly by respiratory rate and breath amplitude oscillation frequency, respectively. The influences of gestational and postnatal age on heart rate variability might be due to an increase in sympathetic tone before birth and a change in parasympathetic-sympathetic balance after birth. Respiration has an important influence on heart rate variability, even in very preterm infants.
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Mulder EJ, Derks JB, Zonneveld MF, Bruinse HW, Visser GH. Transient reduction in fetal activity and heart rate variation after maternal betamethasone administration. Early Hum Dev 1994; 36:49-60. [PMID: 8026364 DOI: 10.1016/0378-3782(94)90032-9] [Citation(s) in RCA: 45] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
We studied the short-term effects of maternal betamethasone administration on fetal well-being by recording of fetal movement and heart rate patterns. In 13 women at high risk of preterm delivery (26-32 weeks), eighty 1-h recordings were made of fetal body and breathing movements and fetal heart rate (FHR) and its variation during 5 consecutive days. Betamethasone was administered in two doses 24 h apart after a control recording had been made. After two doses of betamethasone, fetal body and breathing movements and FHR variation were considerably reduced (P < 0.01), but returned to normal after treatment was discontinued. FHR variation was transiently below the lower normal range in 46% of the cases. We conclude that maternal betamethasone administration results in a considerable reduction in fetal movements and FHR variation which may erroneously be interpreted as deterioration of the fetal condition. Knowledge of these transient changes is of significant clinical importance as it may prevent iatrogenic delivery because of suspected fetal distress. The observed effects are possibly mediated by centrally located glucocorticoid receptors.
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Affiliation(s)
- E J Mulder
- Department of Obstetrics and Gynaecology, University Hospital, Utrecht, Netherlands
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Abstract
Antepartum Cardiotocography (CTG) is one of the few techniques available today to assess fetal conditions in high risk pregnancies. Visual interpretation of CTG traces has been shown to be unreliable. In order to eliminate observer variability and to increase the accuracy of CTG, numerical on-line analysis of fetal heart rate (FHR) patterns was introduced. The experience with computerized systems has shown that the best indicator of fetal conditions is variation, long- or short-term. Mean range (Long-term variation) values of less than 20 msec are associated with an increased rate of fetal acidaemia and perinatal mortality. The availability of numerical measurements enables the detection of small changes in FHR occurring in time, so when initial deterioration signs arise, the single fetus can be followed up longitudinally. Moreover, a more accurate correlation with other biophysical and biochemical parameters of the fetus can be done, as well as with perinatal outcome. In conclusion, computerized CTG improves accuracy and allows to distinguish fetuses that are truly jeopardized because of hypoxemia, from those who are not.
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Affiliation(s)
- G Dawes
- Nuffield Department of Obstetrics and Gynecology, Oxford, U.K
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Economides DL, Selinger M, Ferguson J, Bowell PJ, Dawes GS, Mackenzie IZ. Computerized measurement of heart rate variation in fetal anemia caused by rhesus alloimmunization. Am J Obstet Gynecol 1992; 167:689-93. [PMID: 1530024 DOI: 10.1016/s0002-9378(11)91572-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
OBJECTIVE The purpose of this study was to examine the relationship between fetal heart rate variation and fetal hematocrit. STUDY DESIGN In 36 red-cell alloimmunized pregnancies (mean gestational age 30, range 25 to 36 weeks) 65 computerized fetal heart rate recordings were obtained before ultrasonographically guided fetal blood sampling for the measurement of fetal hematocrit. The recordings were captured and analyzed by a microcomputer on-line. Fetal heart rate variation in anemic fetuses was accurately measured. RESULTS Significant positive correlations between short-term or long-term heart rate variation and fetal hematocrit have been demonstrated even after adjusting for the effect of gestation (r = 0.60, n = 65, p less than 0.01, y = 19.264 + 0.913x - 0.003x2; r = 0.52, n = 65, p less than 0.01, y = 21.13 + 0.858x - 0.003x2, respectively). The relationship was best described by a quadratic model. When short-term variation was less than 5 milliseconds or long-term variation was less than 30 milliseconds, the positive predictive values for fetal hematocrit of less than 30 were 85% and 90%, and the negative predictive values 56% and 57%, respectively. CONCLUSION Computerized recording and analysis of fetal heart rate variation may prove to be a useful noninvasive tool for assessing fetal anemia in red-cell alloimmunization.
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Affiliation(s)
- D L Economides
- Nuffield Department of Obstetrics and Gynaecology, University of Oxford, John Radcliffe Hospital, England
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