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van Amerom JFP, Lloyd DFA, Price AN, Kuklisova Murgasova M, Aljabar P, Malik SJ, Lohezic M, Rutherford MA, Pushparajah K, Razavi R, Hajnal JV. Fetal cardiac cine imaging using highly accelerated dynamic MRI with retrospective motion correction and outlier rejection. Magn Reson Med 2017; 79:327-338. [PMID: 28370252 PMCID: PMC5763466 DOI: 10.1002/mrm.26686] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 03/01/2017] [Accepted: 03/03/2017] [Indexed: 02/02/2023]
Abstract
PURPOSE Development of a MRI acquisition and reconstruction strategy to depict fetal cardiac anatomy in the presence of maternal and fetal motion. METHODS The proposed strategy involves i) acquisition and reconstruction of highly accelerated dynamic MRI, followed by image-based ii) cardiac synchronization, iii) motion correction, iv) outlier rejection, and finally v) cardiac cine reconstruction. Postprocessing entirely was automated, aside from a user-defined region of interest delineating the fetal heart. The method was evaluated in 30 mid- to late gestational age singleton pregnancies scanned without maternal breath-hold. RESULTS The combination of complementary acquisition/reconstruction and correction/rejection steps in the pipeline served to improve the quality of the reconstructed 2D cine images, resulting in increased visibility of small, dynamic anatomical features. Artifact-free cine images successfully were produced in 36 of 39 acquired data sets; prolonged general fetal movements precluded processing of the remaining three data sets. CONCLUSIONS The proposed method shows promise as a motion-tolerant framework to enable further detail in MRI studies of the fetal heart and great vessels. Processing data in image-space allowed for spatial and temporal operations to be applied to the fetal heart in isolation, separate from extraneous changes elsewhere in the field of view. Magn Reson Med 79:327-338, 2018. © 2017 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
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Affiliation(s)
- Joshua F P van Amerom
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
| | - David F A Lloyd
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom.,Department of Congenital Heart Disease, Evelina Children's Hospital, London, United Kingdom
| | - Anthony N Price
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
| | - Maria Kuklisova Murgasova
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
| | - Paul Aljabar
- Centre for the Developing Brain, King's College London, London, United Kingdom
| | - Shaihan J Malik
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
| | - Maelene Lohezic
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
| | - Mary A Rutherford
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom.,Centre for the Developing Brain, King's College London, London, United Kingdom
| | - Kuberan Pushparajah
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom.,Department of Congenital Heart Disease, Evelina Children's Hospital, London, United Kingdom
| | - Reza Razavi
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom.,Department of Congenital Heart Disease, Evelina Children's Hospital, London, United Kingdom
| | - Joseph V Hajnal
- Division of Imaging Sciences and Biomedical Engineering, King's College London, London, United Kingdom
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Ortiz MR, Echeverría JC, Alvarez-Ramírez J, Martínez A, Peña MA, García MT, Vargas-García C, González-Camarena R. Effects of fetal respiratory movements on the short-term fractal properties of heart rate variability. Med Biol Eng Comput 2012; 51:441-8. [PMID: 23242783 DOI: 10.1007/s11517-012-1012-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2012] [Accepted: 12/01/2012] [Indexed: 11/25/2022]
Abstract
We evaluated the effect of fetal respiratory movements (RM) on the heart rate (HR) fractal dynamics.Abdominal ECG recordings were collected from low-middle-risk pregnant woman at rest. Mean gestational age was 34.8 ± 3.7 weeks. Ultrasound images were simultaneously acquired determining if RM were exhibited by fetuses. 13 pairs of HR series were compared. Each pair included 5 min of data from the same fetus either during the manifestation of RM or when there was no persistent indication of them. Detrended fluctuation analysis was applied to these series for obtaining the scaling exponent α1. HR series were also assessed using the conventional parameters RMSSD and HF power.The main findings of this contribution were the lack of significant changes in the scaling exponent α1 of fetal HR fluctuations as a result of RM. By contrast, HF power and RMSSD did show significant changes associated with the manifestation of fetal RM (p < 0.001 and p < 0.05, respectively). Yet the scaling exponent was the only parameter showing a significant relationship with the particular frequency of fetal RM (r s = 0.6, p < 0.03). Given the invariability of α1 regarding the manifestation of fetal RM, we consider that the HR short-term fractal properties are convenient for assessing the cardiovascular prenatal regulation.
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Affiliation(s)
- M R Ortiz
- Basic Science and Engineering Division, Universidad Autónoma Metropolitana-Izt., Mexico City, Mexico
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Jansz MS, Seed M, van Amerom JFP, Wong D, Grosse-Wortmann L, Yoo SJ, Macgowan CK. Metric optimized gating for fetal cardiac MRI. Magn Reson Med 2010; 64:1304-14. [DOI: 10.1002/mrm.22542] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Peña MA, Echeverría JC, García MT, Ortiz MR, Martínez A, Vargas-Garcia C, González-Camarena R. Short-term heart rate dynamics of pregnant women. Auton Neurosci 2010; 159:117-22. [PMID: 20933481 DOI: 10.1016/j.autneu.2010.09.006] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2010] [Revised: 06/08/2010] [Accepted: 09/13/2010] [Indexed: 10/19/2022]
Abstract
Aiming to detect the stage of gestation where dynamical changes of the RR fluctuations may occur, we assessed short-term fluctuations of low risk pregnant women. Ninety six, 10min ECG recordings were collected along gestation (7 to 39 weeks). Corresponding RR fluctuations series were analysed to obtain the RMSSD, α(1), α(1(mag)) and α(1(sign)) parameters. Four groups covering first, second and last trimesters of gestation were conformed. No significant changes in α(1), which was close to unit, and α(1(sign)) among gestational groups were identified. But, in accordance with previous findings, we did find a significant reduction of RMSSD along gestation, and significant short-term changes that indicate a higher degree of nonlinearity after about 26 weeks of gestation (α(1(mag))>0.5)). These results suggest that the short-term heart rate dynamics of low risk pregnant women do not become compromised during gestation, despite the increased haemodynamic demands and other ongoing adaptations. Yet the complexity of the mechanisms involved in the cardiac regulation of pregnant women does seem to increase from mid-pregnancy, possibly owing to new short-term control influences or to modifications regardless the strength of the regulatory interactions.
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Affiliation(s)
- M A Peña
- Electrical Engineering Department, Universidad Autónoma Metropolitana-Izt., Mexico City, Mexico.
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Echeverría JC, Solís LI, Pérez JE, Gaitán MJ, Rivera IR, Mandujano M, Sánchez MC, González-Camarena R. Repeatability of heart rate variability in congenital hypothyroidism as analysed by detrended fluctuation analysis. Physiol Meas 2009; 30:1017-25. [DOI: 10.1088/0967-3334/30/10/003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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