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Monari F, Menichini D, Salerno C, Gei V, Facchinetti F, Neri I. Women's perception of fetal movements and perinatal outcomes: results of a prospective cohort study. J Matern Fetal Neonatal Med 2023; 36:2193664. [PMID: 37040928 DOI: 10.1080/14767058.2023.2193664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2023]
Abstract
BACKGROUND Active fetal movements (AFMs) are a sign of the well-being of the baby during pregnancy and suggests the integrity of the cardiovascular, musculoskeletal, and nervous systems of the fetus. The abnormal perception of AFMs is associated with an increased risk of adverse perinatal outcomes such as stillbirth (SB) and brain damage. Several definitions of " decreased fetal movements" have been proposed, but none of them has been universally accepted. The aim of the study is to investigate the perinatal outcomes in relation to AFMs frequency and perception in term pregnancy with an ad hoc questionnaire administered to the women before delivery. STUDY DESIGN This was a prospective case-control study on pregnant women at term referring to the Obstetric Unit of the University Hospital of Modena, Italy, between January 2020 and March 2020. A validated questionnaire was administered to women who agreed to participate in the study. Therefore, women were subdivided into the case and control groups: cases included women who experienced adverse perinatal outcomes (APO) such as perinatal mortality (SB and early neonatal mortality), operative delivery (cesarean section or vacuum) due to fetal distress, Apgar 5' < 7, neonatal resuscitation at birth and NICU Admission, while controls were women who experienced delivery and birth without APO in the same period. RESULTS Seventy-seven cases and 178 controls that compiled the questionnaire were included in the analysis. Characteristics significantly associated with APO were low education (OR 1.57, CI 95% 1.11-2.22), nulliparity (OR 1.76, CI 95% 1.20-2.58), obesity (OR 1.55, CI 95% 1.10-2.17), neonatal male gender (OR 1.92 CI95% 1.33-2.78) and centile at birth (< 10° and >90°) (OR 2.77, 95%CI 2.17, 3.55). There was no association between any answer about strengths, frequency and vigor of perceived fetal movements and APO. Even any maternal perception of fetal hiccups or uterine contractions wasn't associated with APO. On the other hand, women who referred to frequent change positions during sleep (OR 1.55 CI95% 1.05-2.30) and women who snore (OR 1.43 CI95% 1.01-2.05) showed a statistically significant increase of APO. CONCLUSIONS Our data confirm the significant association between modifiable risk factors (such as obesity and low education) and APO. Thus, healthcare providers should be aware of the importance of intervention in reducing obesity, therefore snoring and related sleep apnea syndrome. Finally, changing position during sleep while not the perception of modified/reduced fetal movements significantly could induce the worst obstetric outcomes.
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Affiliation(s)
- Francesca Monari
- Obstetrics Unit, Mother Infant Department, University Hospital Policlinico of Modena, Modena, Italy
| | - Daniela Menichini
- International Doctorate School in Clinical and Experimental Medicine, Department of Biomedical, Metabolic and Neural Sciences, University of Modena, and Reggio Emilia, Modena, Italy
| | - Cristina Salerno
- Obstetrics Unit, Mother Infant Department, University Hospital Policlinico of Modena, Modena, Italy
| | - Valentina Gei
- Obstetrics Unit, Mother Infant Department, University Hospital Policlinico of Modena, Modena, Italy
| | - Fabio Facchinetti
- Obstetrics Unit, Mother Infant Department, University Hospital Policlinico of Modena, Modena, Italy
| | - Isabella Neri
- Obstetrics Unit, Mother Infant Department, University Hospital Policlinico of Modena, Modena, Italy
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Passive Fetal Movement Recognition Approaches Using Hyperparameter Tuned LightGBM Model and Bayesian Optimization. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2021; 2021:6252362. [PMID: 34925493 PMCID: PMC8677371 DOI: 10.1155/2021/6252362] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 11/22/2021] [Indexed: 11/17/2022]
Abstract
Fetal movement is an important clinical indicator to assess fetus growth and development status in the uterus. In recent years, a noninvasive intelligent sensing fetal movement detection system that can monitor high-risk pregnancies at home has received a lot of attention in the field of wearable health monitoring. However, recovering fetal movement signals from a continuous low-amplitude background that is heavily contaminated with noise and recognizing real fetal movements is a challenging task. In this paper, fetal movement can be efficiently recognized by combining the strength of Kalman filtering, time and frequency domain and wavelet domain feature extraction, and hyperparameter tuned Light Gradient Boosting Machine (LightGBM) model. Firstly, the Kalman filtering (KF) algorithm is used to recover the fetal movement signal in a continuous low-amplitude background contaminated by noise. Secondly, the time domain, frequency domain, and wavelet domain (TFWD) features of the preprocessed fetal movement signal are extracted. Finally, the Bayesian Optimization algorithm (BOA) is used to optimize the LightGBM model to obtain the optimal hyperparameters. Through this, the accurate prediction and recognition of fetal movement are successfully achieved. In the performance analysis of the Zenodo fetal movement dataset, the proposed KF + TFWD + BOA-LGBM approach's recognition accuracy and F1-Score reached 94.06% and 96.85%, respectively. Compared with 8 existing advanced methods for fetal movement signal recognition, the proposed method has better accuracy and robustness, indicating its potential medical application in wearable smart sensing systems for fetal prenatal health monitoring.
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Smith V, Muldoon K, Brady V, Delaney H. Assessing fetal movements in pregnancy: A qualitative evidence synthesis of women's views, perspectives and experiences. BMC Pregnancy Childbirth 2021; 21:197. [PMID: 33691666 PMCID: PMC7944914 DOI: 10.1186/s12884-021-03667-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Accepted: 02/23/2021] [Indexed: 11/16/2022] Open
Abstract
Background Raising awareness of the importance of fetal movements (FMs) and advising women on the appropriate action to take if they experience reduced FMs, is important for minimising or avoiding adverse perinatal outcomes. To gain insight and understanding of women’s perspectives of assessing FMs in pregnancy, we conducted a qualitative evidence synthesis. Methods A qualitative evidence synthesis using thematic synthesis was conducted. Studies were eligible if they included pregnant women who were at least 20 weeks gestation and reported qualitative data from women on assessing FMs in pregnancy. MEDLINE, CINAHL, EMBASE, PsycINFO and Social Science Citation Index, from inception to July 2020, were searched. The methodological quality of included studies was assessed by at least two reviewers using an Evidence for Policy and Practice Information (EPPI)-Centre quality assessment tool. Data synthesis, using the Thomas and Harden framework, involved line by line coding of extracted data, establishing descriptive themes, and determining analytical themes. Confidence in the findings was assessed using GRADE CER-Qual. Results Nine studies, involving 2193 women, were included in the review. The methodological quality of the studies was overall generally high. The synthesis revealed three dominant themes, and seven sub-themes that reflected women’s perspectives of assessing FMs in pregnancy. These were; 1) How women engage with FMs, with subthemes of informal engagement, formal engagement, and strategies to stimulate FMs; 2) ‘ … like a feather inside my belly’ - articulating and describing FMs, with sub-themes of sensations associated with FMs and timing and frequency of FMs; and 3) FMs and help/health seeking, with sub-themes of information sources and interacting with healthcare professionals. Confidence in the findings was either high or moderate, although two findings were rated low confidence and one very low. Conclusion This qualitative evidence synthesis reveals that women informally engage with FMs during pregnancy. Women commonly adopt strategies to stimulate FMs when concerned. The use of the internet was a common source of obtaining information regarding FMs. Women require better support when contacting healthcare professionals about FMs. As only three of the nine included studies were exclusively qualitative in design, further qualitative studies exploring women’s perspective of assessing FMs in pregnancy are required. Supplementary Information The online version contains supplementary material available at 10.1186/s12884-021-03667-y.
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Affiliation(s)
- Valerie Smith
- School of Nursing and Midwifery, University of Dublin Trinity College Dublin, Dublin, Ireland.
| | - Kathryn Muldoon
- School of Nursing and Midwifery, University of Dublin Trinity College Dublin, Dublin, Ireland
| | - Vivienne Brady
- School of Nursing and Midwifery, University of Dublin Trinity College Dublin, Dublin, Ireland
| | - Hannah Delaney
- School of Nursing and Midwifery, University of Dublin Trinity College Dublin, Dublin, Ireland.,School of Nursing and Midwifery, National University of Ireland Galway, Galway, Ireland.,Health Research Board-Trials Methodology Research Network (HRB-TMRN), National University of Ireland Galway, Galway, Ireland
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Goolaub DS, Xu J, Schrauben E, Sun L, Roy CW, Marini D, Seed M, Macgowan CK. Fetal Flow Quantification in Great Vessels Using Motion-Corrected Radial Phase Contrast MRI: Comparison With Cartesian. J Magn Reson Imaging 2020; 53:540-551. [PMID: 32815242 DOI: 10.1002/jmri.27334] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 07/31/2020] [Accepted: 08/03/2020] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Phase contrast MRI in the great vessels is a potential clinical tool for managing fetal pathologies. One challenge is the uncontrollable fetal motion, potentially corrupting flow quantifications. PURPOSE To demonstrate improvements in fetal blood flow quantification in great vessels using retrospectively motion-corrected golden-angle radial phase contrast MRI relative to Cartesian phase contrast MRI. STUDY TYPE Method comparison. PHANTOM/SUBJECTS Computer simulation. Seventeen pregnant volunteers. FIELD STRENGTH/SEQUENCE 1.5T and 3T. Cartesian and golden-angle radial phase contrast MRI. ASSESSMENT Through computer simulations, radial (with and without retrospective motion correction) and Cartesian phase contrast MRI were compared using flow deviations. in vivo Cartesian and radial phase contrast MRI measurements and reconstruction qualities were compared in pregnancies. Cartesian data were reconstructed into gated reconstructions (CINEs) after cardiac gating with metric optimized gating (MOG). For radial data, real-time reconstructions were performed for motion correction and MOG followed by CINE reconstructions. STATISTICAL TESTS Wilcoxon signed-rank test. Linear regression. Bland-Altman plots. Student's t-test. RESULTS Simulations showed significant improvements (P < 0.05) in flow accuracy and reconstruction quality with motion correction ([mean/peak] flow errors with ±5 mm motion corruption: Cartesian [35 ± 1/115 ± 7] mL/s, motion uncorrected radial [25 ± 1/75 ± 2] mL/s and motion-corrected radial [1.0 ± 0.5/-5 ± 1] mL/s). in vivo Cartesian reconstructions without motion correction had lower quality than the motion-corrected radial reconstructions (P < 0.05). Across all fetal mean flow measurements, the bias [limits of agreement] between the two measurements were -0.2 [-76, 75] mL/min/kg, while the linear regression coefficients were (Mradial = 0.81 × MCartesian + 29.8 [mL/min/kg], r2 = 0.67). The corresponding measures for the peak fetal flows were -23 [-214, 167] mL/min/kg and (Pradial = 0.95 × PCartesian -1.2 [mL/min/kg], r2 = 0.80). Cartesian reconstructions of low quality showed significantly higher estimated mean and peak (P < 0.05) flows than the corresponding radial reconstructions. DATA CONCLUSION Simulations showed that radial phase contrast MRI with motion compensation improved flow accuracy. For fetal measurements, motion-corrected radial reconstructions showed better image quality than, and different flow values from, Cartesian reconstructions. Level of Evidence 1. Technical Efficacy Stage 1. J. MAGN. RESON. IMAGING 2021;53:540-551.
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Affiliation(s)
- Datta Singh Goolaub
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Division of Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jiawei Xu
- Labatt Family Heart Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Eric Schrauben
- Division of Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Liqun Sun
- Labatt Family Heart Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Christopher W Roy
- Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Davide Marini
- Labatt Family Heart Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Mike Seed
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada.,Division of Pediatric Cardiology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Christopher K Macgowan
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Division of Translational Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
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Kantrowitz-Gordon I, Cunningham E, Reynolds N. Measurement of Maternal Mindful Awareness of Fetal Movement. J Midwifery Womens Health 2019; 64:604-612. [PMID: 31237110 DOI: 10.1111/jmwh.12981] [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] [Received: 10/19/2018] [Revised: 03/11/2019] [Accepted: 03/14/2019] [Indexed: 01/21/2023]
Abstract
INTRODUCTION Decreased fetal movement is a common concern late in pregnancy that may be associated with increased fetal morbidity and mortality. Limited research suggests a relationship between maternal psychological factors and perception of fetal movement. The goal of this study was to test the reliability and external validity of a novel self-report instrument for maternal mindful awareness of fetal movement. METHODS Pregnant women who were at 20 weeks' gestation or later and feeling regular fetal movement (N = 497) were recruited online through a commercial pregnancy website to complete an internet survey from April to May 2016. The online survey included demographic and pregnancy characteristics, psychological and mindfulness measures, and investigator-developed items on mindful awareness of fetal movement. Reliability and validity of the instrument were tested with exploratory factor analysis, correlations with psychological variables, and hierarchical linear regression. RESULTS Exploratory factor analysis of mindful awareness of fetal movement items using principal components analysis showed a 2-factor structure, noticing and distracted, with internal consistency of α equal to .69 and .57, respectively. Hierarchical multiple regression analysis showed that noticing was associated with increased gestational age, mindfulness (observing facet), and maternal-fetal attachment. Distracted was associated with increased education level and prenatal anxiety and with decreased mindfulness (nonjudging facet). DISCUSSION There was moderate internal consistency in the items measuring mindful awareness of fetal movement. Findings suggest relationships between mindful awareness of fetal movement and state mindfulness, maternal-fetal attachment, and prenatal anxiety. More research is needed to further develop items for a mindful awareness of fetal movement scale suitable for research and clinical practice.
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Affiliation(s)
- Ira Kantrowitz-Gordon
- School of Nursing, University of Washington, Seattle, Washington.,Providence Medical Group, Everett, Washington
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Deferred and referred deliveries contribute to stillbirths in the Indian state of Bihar: results from a population-based survey of all births. BMC Med 2019; 17:28. [PMID: 30728016 PMCID: PMC6366028 DOI: 10.1186/s12916-019-1265-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2018] [Accepted: 01/21/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND The India Newborn Action Plan (INAP) aims for < 10 stillbirths per 1000 births by 2030. A population-based understanding of risk factors for stillbirths compared with live births that could assist with reduction of stillbirths is not readily available for the Indian population. METHODS Detailed interviews were conducted in a representative sample of all births between January and December 2016 from 182,486 households (96.2% participation) in 1657 clusters in the Indian state of Bihar. A stillbirth was defined as foetal death with gestation period of ≥ 7 months wherein the foetus did not show any sign of life. The association of stillbirth was investigated with a variety of risk factors among all births using a hierarchical logistic regression model approach. RESULTS A total of 23,940 births including 338 stillbirths were identified giving the state stillbirth rate (SBR) of 15.4 (95% CI 13.2-17.9) per 1000 births, with no difference in SBR by sex. Antepartum and intrapartum SBR was 5.6 (95% CI 4.3-7.2) and 4.5 (95% CI 3.3-6.1) per 1000 births, respectively. Detailed interview was available for 20,152 (84.2% participation) births including 275 stillbirths (81.4% participation). In the final regression model, significantly higher odds of stillbirth were documented for deliveries with gestation period of ≤ 8 months (OR 11.36, 95% CI 8.13-15.88), for first born (OR 5.79, 95% CI 4.06-8.26), deferred deliveries wherein a woman was sent back home and asked to come later for delivery by a health provider (OR 5.51, 95% CI 2.81-10.78), and in those with forceful push/pull during the delivery by the health provider (OR 4.85, 95% CI 3.39-6.95). The other significant risk factors were maternal age ≥ 30 years (OR 3.20, 95% CI 1.52-6.74), pregnancies with multiple foetuses (OR 2.82, 95% CI 1.49-5.33), breech presentation of the baby (OR 2.70, 95% CI 1.75-4.18), and births in private facilities (OR 1.75, 95% CI 1.19-2.56) and home (OR 2.60, 95% CI 1.87-3.62). Varied risk factors were associated with antepartum and intrapartum stillbirths. Birth weight was available only for 40 (14.5%) stillborns. Among the facility deliveries, the women who were referred from one facility to another for delivery had significantly high odds of stillbirth (OR 3.32, 95% CI 2.03-5.43). CONCLUSIONS We found an increased risk of stillbirths in deferred and referred deliveries in addition to demographic and clinical risk factors for antepartum and intrapartum stillbirths, highlighting aspects of health care that need attention in addition to improving skills of health providers to reduce stillbirths. The INAP could utilise these findings to further strengthen its approach to meet the stillbirth reduction target by 2030.
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