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Al Darwish FM, Coolen BF, van Kammen CM, Alles LK, de Vos J, Schiffelers RM, Lely TA, Strijkers GJ, Terstappen F. Assessment of feto-placental oxygenation and perfusion in a rat model of placental insufficiency using T2* mapping and 3D dynamic contrast-enhanced MRI. Placenta 2024; 151:19-25. [PMID: 38657321 DOI: 10.1016/j.placenta.2024.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 04/05/2024] [Accepted: 04/12/2024] [Indexed: 04/26/2024]
Abstract
INTRODUCTION Placental insufficiency may lead to preeclampsia and fetal growth restriction. There is no cure for placental insufficiency, emphasizing the need for monitoring fetal and placenta health. Current monitoring methods are limited, underscoring the necessity for imaging techniques to evaluate fetal-placental perfusion and oxygenation. This study aims to use MRI to evaluate placental oxygenation and perfusion in the reduced uterine perfusion pressure (RUPP) model of placental insufficiency. METHODS Pregnant rats were randomized to RUPP (n = 11) or sham surgery (n = 8) on gestational day 14. On gestational day 19, rats imaged using a 7T MRI scanner to assess oxygenation and perfusion using T2* mapping and 3D-DCE MRI sequences, respectively. The effect of the RUPP on the feto-placental units were analyzed from the MRI images. RESULTS RUPP surgery led to reduced oxygenation in the labyrinth (24.7 ± 1.8 ms vs. 28.0 ± 2.1 ms, P = 0.002) and junctional zone (7.0 ± 0.9 ms vs. 8.1 ± 1.1 ms, P = 0.04) of the placenta, as indicated by decreased T2* values. However, here were no significant differences in fetal organ oxygenation or placental perfusion between RUPP and sham animals. DISCUSSION The reduced placental oxygenation without a corresponding decrease in perfusion suggests an adaptive response to placental ischemia. While acute reduction in placental perfusion may cause placental hypoxia, persistence of this condition could indicate chronic placental insufficiency after ischemic reperfusion injury. Thus, placental oxygenation may be a more reliable biomarker for assessing fetal condition than perfusion in hypertensive disorders of pregnancies including preeclampsia and FGR.
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Affiliation(s)
- Fatimah M Al Darwish
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105, AZ, Amsterdam, Netherlands.
| | - Bram F Coolen
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105, AZ, Amsterdam, Netherlands.
| | - Caren M van Kammen
- Department of Obstetrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, 3584, EA, Utrecht, Netherlands; Department of CDL Research, University Medical Center Utrecht, Utrecht University, 3584, EA, Utrecht, Netherlands.
| | - Lindy K Alles
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105, AZ, Amsterdam, Netherlands.
| | - Judith de Vos
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105, AZ, Amsterdam, Netherlands.
| | - Raymond M Schiffelers
- Department of CDL Research, University Medical Center Utrecht, Utrecht University, 3584, EA, Utrecht, Netherlands.
| | - Titia A Lely
- Department of Obstetrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, 3584, EA, Utrecht, Netherlands.
| | - Gustav J Strijkers
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105, AZ, Amsterdam, Netherlands.
| | - Fieke Terstappen
- Department of Obstetrics, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, 3584, EA, Utrecht, Netherlands.
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Jacquier M, Chalouhi G, Marquant F, Bussieres L, Grevent D, Picone O, Mandelbrot L, Mahallati H, Briand N, Elie C, Siauve N, Salomon LJ. Placental T2* and BOLD effect in response to hyperoxia in normal and growth-restricted pregnancies: multicenter cohort study. ULTRASOUND IN OBSTETRICS & GYNECOLOGY : THE OFFICIAL JOURNAL OF THE INTERNATIONAL SOCIETY OF ULTRASOUND IN OBSTETRICS AND GYNECOLOGY 2024; 63:472-480. [PMID: 37743665 DOI: 10.1002/uog.27496] [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: 04/06/2023] [Revised: 09/14/2023] [Accepted: 09/15/2023] [Indexed: 09/26/2023]
Abstract
OBJECTIVES Blood-oxygen-level-dependent (BOLD) magnetic resonance imaging (MRI) facilitates the non-invasive in-vivo evaluation of placental oxygenation. The aims of this study were to identify and quantify a relative BOLD effect in response to hyperoxia in the human placenta and to compare it between pregnancies with and those without fetal growth restriction (FGR). METHODS This was a prospective multicenter study (NCT02238301) of 19 pregnancies with FGR (estimated fetal weight (EFW) on ultrasound < 5th centile) and 75 non-FGR pregnancies (controls) recruited at two centers in Paris, France. Using a 1.5-Tesla MRI system, the same multi-echo gradient-recalled echo (GRE) sequences were performed at both centers to obtain placental T2* values at baseline and in hyperoxic conditions. The relative BOLD effect was calculated according to the equation 100 × (hyperoxic T2* - baseline T2*)/baseline T2*. Baseline T2* values and relative BOLD effect were compared according to EFW (FGR vs non-FGR), presence/absence of Doppler anomalies and birth weight (small-for-gestational age (SGA) vs non-SGA). RESULTS We observed a relative BOLD effect in response to hyperoxia in the human placenta (median, 33.8% (interquartile range (IQR), 22.5-48.0%)). The relative BOLD effect did not differ significantly between pregnancies with and those without FGR (median, 34.4% (IQR, 24.1-48.5%) vs 33.7% (22.7-47.4%); P = 0.95). Baseline T2* Z-score adjusted for gestational age at MRI was significantly lower in FGR pregnancies compared with non-FGR pregnancies (median, -1.27 (IQR, -4.87 to -0.10) vs 0.33 (IQR, -0.81 to 1.02); P = 0.001). Baseline T2* Z-score was also significantly lower in those pregnancies that subsequently delivered a SGA neonate (n = 23) compared with those that delivered a non-SGA neonate (n = 62) (median, -0.75 (IQR, -3.48 to 0.29) vs 0.35 (IQR, -0.79 to 1.05); P = 0.01). CONCLUSIONS Our study confirms a BOLD effect in the human placenta and that baseline T2* values are significantly lower in pregnancies with FGR. Further studies are needed to evaluate whether such parameters may detect placental insufficiency before it has a clinical impact on fetal growth. © 2023 The Authors. Ultrasound in Obstetrics & Gynecology published by John Wiley & Sons Ltd on behalf of International Society of Ultrasound in Obstetrics and Gynecology.
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Affiliation(s)
- M Jacquier
- Obstetrics and Gynecology Department, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
- EA FETUS 7328 and LUMIERE Unit, Université de Paris-Cité, Paris, France
| | - G Chalouhi
- Obstetrics and Gynecology Department, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
- EA FETUS 7328 and LUMIERE Unit, Université de Paris-Cité, Paris, France
- Centre SFFERe (Spécialistes Fœtus, Femme Enceinte et Reproduction), Boulogne-Billancourt, France
| | - F Marquant
- Clinical Unit Research/Clinic Investigation Center, Paris Descartes University, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
| | - L Bussieres
- Obstetrics and Gynecology Department, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
- EA FETUS 7328 and LUMIERE Unit, Université de Paris-Cité, Paris, France
| | - D Grevent
- EA FETUS 7328 and LUMIERE Unit, Université de Paris-Cité, Paris, France
- Radiology Department, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
| | - O Picone
- Obstetrics and Gynecology Department, Hôpital Louis-Mourier, AP-HP, Colombes, France
- Inserm IAME-U1137, Paris, France
- FHU PREMA, Paris, France
| | - L Mandelbrot
- Obstetrics and Gynecology Department, Hôpital Louis-Mourier, AP-HP, Colombes, France
- Inserm IAME-U1137, Paris, France
- FHU PREMA, Paris, France
| | - H Mahallati
- Department of Radiology, University of Calgary, Calgary, AB, Canada
| | - N Briand
- Clinical Unit Research/Clinic Investigation Center, Paris Descartes University, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
| | - C Elie
- Clinical Unit Research/Clinic Investigation Center, Paris Descartes University, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
| | - N Siauve
- Radiology Department, Hôpital Louis-Mourier, AP-HP, Colombes, France
- INSERM-U970, Paris Cardiovascular Research Center (PARCC), Sorbonne Paris Cité, Paris, France
| | - L J Salomon
- Obstetrics and Gynecology Department, Hôpital Necker-Enfants Malades, AP-HP, Paris, France
- EA FETUS 7328 and LUMIERE Unit, Université de Paris-Cité, Paris, France
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Al Darwish FM, Meijerink L, Coolen BF, Strijkers GJ, Bekker M, Lely T, Terstappen F. From Molecules to Imaging: Assessment of Placental Hypoxia Biomarkers in Placental Insufficiency Syndromes. Cells 2023; 12:2080. [PMID: 37626890 PMCID: PMC10452979 DOI: 10.3390/cells12162080] [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: 07/14/2023] [Revised: 08/04/2023] [Accepted: 08/15/2023] [Indexed: 08/27/2023] Open
Abstract
Placental hypoxia poses significant risks to both the developing fetus and the mother during pregnancy, underscoring the importance of early detection and monitoring. Effectively identifying placental hypoxia and evaluating the deterioration in placental function requires reliable biomarkers. Molecular biomarkers in placental tissue can only be determined post-delivery and while maternal blood biomarkers can be measured over time, they can merely serve as proxies for placental function. Therefore, there is an increasing demand for non-invasive imaging techniques capable of directly assessing the placental condition over time. Recent advancements in imaging technologies, including photoacoustic and magnetic resonance imaging, offer promising tools for detecting and monitoring placental hypoxia. Integrating molecular and imaging biomarkers may revolutionize the detection and monitoring of placental hypoxia, improving pregnancy outcomes and reducing long-term health complications. This review describes current research on molecular and imaging biomarkers of placental hypoxia both in human and animal studies and aims to explore the benefits of an integrated approach throughout gestation.
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Affiliation(s)
- Fatimah M. Al Darwish
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (B.F.C.); (G.J.S.)
| | - Lotte Meijerink
- Department of Obstetrics, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht University, 3584 EA Utrecht, The Netherlands; (L.M.); (M.B.); (T.L.); (F.T.)
| | - Bram F. Coolen
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (B.F.C.); (G.J.S.)
| | - Gustav J. Strijkers
- Department of Biomedical Engineering and Physics, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands; (B.F.C.); (G.J.S.)
| | - Mireille Bekker
- Department of Obstetrics, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht University, 3584 EA Utrecht, The Netherlands; (L.M.); (M.B.); (T.L.); (F.T.)
| | - Titia Lely
- Department of Obstetrics, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht University, 3584 EA Utrecht, The Netherlands; (L.M.); (M.B.); (T.L.); (F.T.)
| | - Fieke Terstappen
- Department of Obstetrics, Wilhelmina Children’s Hospital, University Medical Center Utrecht, Utrecht University, 3584 EA Utrecht, The Netherlands; (L.M.); (M.B.); (T.L.); (F.T.)
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Clark A, Flouri D, Mufti N, James J, Clements E, Aughwane R, Aertsen M, David A, Melbourne A. Developments in functional imaging of the placenta. Br J Radiol 2023; 96:20211010. [PMID: 35234516 PMCID: PMC10321248 DOI: 10.1259/bjr.20211010] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 01/26/2022] [Accepted: 02/22/2022] [Indexed: 12/21/2022] Open
Abstract
The placenta is both the literal and metaphorical black box of pregnancy. Measurement of the function of the placenta has the potential to enhance our understanding of this enigmatic organ and serve to support obstetric decision making. Advanced imaging techniques are key to support these measurements. This review summarises emerging imaging technology being used to measure the function of the placenta and new developments in the computational analysis of these data. We address three important examples where functional imaging is supporting our understanding of these conditions: fetal growth restriction, placenta accreta, and twin-twin transfusion syndrome.
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Affiliation(s)
- Alys Clark
- Auckland Bioengineering Institute, University of Auckland, Auckland, New Zealand
| | | | | | - Joanna James
- Department of Obstetrics and Gynaecology, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Eleanor Clements
- School of Biomedical Engineering and Imaging Sciences, King’s College London, London, UK
| | - Rosalind Aughwane
- Elizabeth Garrett Anderson Institute for Women’s Health, University College London, London, UK
| | - Michael Aertsen
- Department of Radiology, University Hospitals KU Leuven, Leuven, Belgium
| | - Anna David
- Elizabeth Garrett Anderson Institute for Women’s Health, University College London, London, UK
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Bertholdt C, Dap M, Pillot R, Chavatte-Palmer P, Morel O, Beaumont M. Assessment of placental perfusion using contrast-enhanced ultrasound: A longitudinal study in pregnant rabbit. Theriogenology 2022; 187:135-140. [DOI: 10.1016/j.theriogenology.2022.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 05/05/2022] [Accepted: 05/05/2022] [Indexed: 11/15/2022]
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The application of in utero magnetic resonance imaging in the study of the metabolic and cardiovascular consequences of the developmental origins of health and disease. J Dev Orig Health Dis 2020; 12:193-202. [PMID: 33308364 PMCID: PMC8162788 DOI: 10.1017/s2040174420001154] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Observing fetal development in utero is vital to further the understanding of later-life diseases. Magnetic resonance imaging (MRI) offers a tool for obtaining a wealth of information about fetal growth, development, and programming not previously available using other methods. This review provides an overview of MRI techniques used to investigate the metabolic and cardiovascular consequences of the developmental origins of health and disease (DOHaD) hypothesis. These methods add to the understanding of the developing fetus by examining fetal growth and organ development, adipose tissue and body composition, fetal oximetry, placental microstructure, diffusion, perfusion, flow, and metabolism. MRI assessment of fetal growth, organ development, metabolism, and the amount of fetal adipose tissue could give early indicators of abnormal fetal development. Noninvasive fetal oximetry can accurately measure placental and fetal oxygenation, which improves current knowledge on placental function. Additionally, measuring deficiencies in the placenta’s transport of nutrients and oxygen is critical for optimizing treatment. Overall, the detailed structural and functional information provided by MRI is valuable in guiding future investigations of DOHaD.
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Ypsilantis P, Souftas V, Vyza V, Vraila M, Chatzaki M, Ypsilantou I, Pitiakoudis M. Magnetic resonance imaging for early pregnancy diagnosis in the laboratory rat. Lab Anim 2020; 55:262-269. [PMID: 33210577 DOI: 10.1177/0023677220972744] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Pregnancy diagnosis and embryo counting are important end points in reproductive, developmental biology and toxicology studies. The purpose of the present study was to assess the feasibility and efficacy of magnetic resonance imaging (MRI) for early pregnancy diagnosis and embryo counting in the laboratory rat. Female Wistar rats were subjected to whole-body MRI scanning using a 1.5T MRI scanner, employing a isotropic T2-weighted 3D short-tau inversion recovery sequence from day 8 to day 12 post coitum (pc) or without prior mating, under general anaesthesia for pregnancy diagnosis and embryo counting. MRI examination was followed by laparotomy and visual inspection of the uterus to verify MRI findings. By day 8 pc, uterine bulges, characteristic of pregnancy, were depicted as oval-shaped structures of high intensity signal. By day 10 pc, embryonic vesicles were detected at the medial side of the uterine bulges. Pregnancy was diagnosed with 0% false-negative diagnosis and 100% accuracy by day 11 pc, while embryos were counted with 100% accuracy by day 12 pc. In conclusion, MRI proved to be a feasible and reliable non-invasive imaging method of early pregnancy diagnosis and embryo counting in the laboratory rat.
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Affiliation(s)
- Petros Ypsilantis
- Laboratory of Experimental Surgery and Surgical Research, School of Medicine, Democritus University of Thrace, Greece
| | - Vasileios Souftas
- Laboratory of Diagnostic and Therapeutic Radiology, University General Hospital of Alexandroupolis, Greece
| | - Victoria Vyza
- Laboratory of Experimental Surgery and Surgical Research, School of Medicine, Democritus University of Thrace, Greece
| | - Marianthi Vraila
- Laboratory of Experimental Surgery and Surgical Research, School of Medicine, Democritus University of Thrace, Greece
| | - Marilena Chatzaki
- Laboratory of Diagnostic and Therapeutic Radiology, University General Hospital of Alexandroupolis, Greece
| | - Ifigenia Ypsilantou
- Laboratory of Experimental Surgery and Surgical Research, School of Medicine, Democritus University of Thrace, Greece
| | - Michael Pitiakoudis
- Laboratory of Experimental Surgery and Surgical Research, School of Medicine, Democritus University of Thrace, Greece
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Advances in imaging feto-placental vasculature: new tools to elucidate the early life origins of health and disease. J Dev Orig Health Dis 2020; 12:168-178. [PMID: 32746961 DOI: 10.1017/s2040174420000720] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Optimal placental function is critical for fetal development, and therefore a crucial consideration for understanding the developmental origins of health and disease (DOHaD). The structure of the fetal side of the placental vasculature is an important determinant of fetal growth and cardiovascular development. There are several imaging modalities for assessing feto-placental structure including stereology, electron microscopy, confocal microscopy, micro-computed tomography, light-sheet microscopy, ultrasonography and magnetic resonance imaging. In this review, we present current methodologies for imaging feto-placental vasculature morphology ex vivo and in vivo in human and experimental models, their advantages and limitations and how these provide insight into placental function and fetal outcomes. These imaging approaches add important perspective to our understanding of placental biology and have potential to be new tools to elucidate a deeper understanding of DOHaD.
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Abaci Turk E, Abulnaga SM, Luo J, Stout JN, Feldman HA, Turk A, Gagoski B, Wald LL, Adalsteinsson E, Roberts DJ, Bibbo C, Robinson JN, Golland P, Grant PE, Barth WH. Placental MRI: Effect of maternal position and uterine contractions on placental BOLD MRI measurements. Placenta 2020; 95:69-77. [PMID: 32452404 DOI: 10.1016/j.placenta.2020.04.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Revised: 04/16/2020] [Accepted: 04/17/2020] [Indexed: 12/24/2022]
Abstract
INTRODUCTION Before using blood-oxygen-level-dependent magnetic resonance imaging (BOLD MRI) during maternal hyperoxia as a method to detect individual placental dysfunction, it is necessary to understand spatiotemporal variations that represent normal placental function. We investigated the effect of maternal position and Braxton-Hicks contractions on estimates obtained from BOLD MRI of the placenta during maternal hyperoxia. METHODS For 24 uncomplicated singleton pregnancies (gestational age 27-36 weeks), two separate BOLD MRI datasets were acquired, one in the supine and one in the left lateral maternal position. The maternal oxygenation was adjusted as 5 min of room air (21% O2), followed by 5 min of 100% FiO2. After datasets were corrected for signal non-uniformities and motion, global and regional BOLD signal changes in R2* and voxel-wise Time-To-Plateau (TTP) in the placenta were measured. The overall placental and uterine volume changes were determined across time to detect contractions. RESULTS In mothers without contractions, increases in global placental R2* in the supine position were larger compared to the left lateral position with maternal hyperoxia. Maternal position did not alter global TTP but did result in regional changes in TTP. 57% of the subjects had Braxton-Hicks contractions and 58% of these had global placental R2* decreases during the contraction. CONCLUSION Both maternal position and Braxton-Hicks contractions significantly affect global and regional changes in placental R2* and regional TTP. This suggests that both factors must be taken into account in analyses when comparing placental BOLD signals over time within and between individuals.
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Affiliation(s)
- Esra Abaci Turk
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA.
| | - S Mazdak Abulnaga
- Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jie Luo
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA; School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Jeffrey N Stout
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Henry A Feldman
- Institutional Centers for Clinical and Translational Research, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Ata Turk
- Electrical Computer Engineering Department, Boston University, Boston, MA, USA
| | - Borjan Gagoski
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Lawrence L Wald
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Radiology, Harvard Medical School, Boston, MA, United States; Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, United States
| | - Elfar Adalsteinsson
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA; Harvard-MIT Health Sciences and Technology; Massachusetts Institute of Technology, Cambridge, MA, USA; Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Drucilla J Roberts
- Department of Pathology, Massachusetts General Hospital, Boston, MA, USA
| | - Carolina Bibbo
- Maternal Fetal Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Julian N Robinson
- Maternal Fetal Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Polina Golland
- Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology, Cambridge, MA, USA; Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - P Ellen Grant
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - William H Barth
- Maternal-Fetal Medicine, Obstetrics and Gynecology, Massachusetts General Hospital, Boston, MA, USA
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Aughwane R, Ingram E, Johnstone ED, Salomon LJ, David AL, Melbourne A. Placental MRI and its application to fetal intervention. Prenat Diagn 2020; 40:38-48. [PMID: 31306507 PMCID: PMC7027916 DOI: 10.1002/pd.5526] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 06/18/2019] [Accepted: 07/08/2019] [Indexed: 02/06/2023]
Abstract
OBJECTIVE Magnetic resonance imaging (MRI) of placental invasion has been part of clinical practice for many years. The possibility of being better able to assess placental vascularization and function using MRI has multiple potential applications. This review summarises up-to-date research on placental function using different MRI modalities. METHOD We discuss how combinations of these MRI techniques have much to contribute to fetal conditions amenable for therapy such as singletons at high risk for fetal growth restriction (FGR) and monochorionic twin pregnancies for planning surgery and counselling for selective growth restriction and transfusion conditions. RESULTS The whole placenta can easily be visualized on MRI, with a clear boundary against the amniotic fluid, and a less clear placental-uterine boundary. Contrasts such as diffusion weighted imaging, relaxometry, blood oxygenation level dependent MRI and flow and metabolite measurement by dynamic contrast enhanced MRI, arterial spin labeling, or spectroscopic techniques are contributing to our wider understanding of placental function. CONCLUSION The future of placental MRI is exciting, with the increasing availability of multiple contrasts and new models that will boost the capability of MRI to measure oxygen saturation and placental exchange, enabling examination of placental function in complicated pregnancies.
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Affiliation(s)
| | - Emma Ingram
- Division of Developmental Biology & MedicineUniversity of ManchesterManchesterUK
| | - Edward D. Johnstone
- Division of Developmental Biology & MedicineUniversity of ManchesterManchesterUK
| | - Laurent J. Salomon
- Hôpital Necker‐Enfants Malades, AP‐HP, EHU PACT and LUMIERE PlatformUniversité Paris DescartesParisFrance
| | - Anna L. David
- Institute for Women's HealthUniversity College LondonLondonUK
- National Institute for Health ResearchUniversity College London Hospitals Biomedical Research CentreLondonUK
| | - Andrew Melbourne
- School of Biomedical Engineering and Imaging SciencesKing's College LondonLondonUK
- Medical Physics and Biomedical EngineeringUniversity College LondonLondonUK
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Turk EA, Stout JN, Ha C, Luo J, Gagoski B, Yetisir F, Golland P, Wald LL, Adalsteinsson E, Robinson JN, Roberts DJ, Barth WH, Grant PE. Placental MRI: Developing Accurate Quantitative Measures of Oxygenation. Top Magn Reson Imaging 2019; 28:285-297. [PMID: 31592995 PMCID: PMC7323862 DOI: 10.1097/rmr.0000000000000221] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
The Human Placenta Project has focused attention on the need for noninvasive magnetic resonance imaging (MRI)-based techniques to diagnose and monitor placental function throughout pregnancy. The hope is that the management of placenta-related pathologies would be improved if physicians had more direct, real-time measures of placental health to guide clinical decision making. As oxygen alters signal intensity on MRI and oxygen transport is a key function of the placenta, many of the MRI methods under development are focused on quantifying oxygen transport or oxygen content of the placenta. For example, measurements from blood oxygen level-dependent imaging of the placenta during maternal hyperoxia correspond to outcomes in twin pregnancies, suggesting that some aspects of placental oxygen transport can be monitored by MRI. Additional methods are being developed to accurately quantify baseline placental oxygenation by MRI relaxometry. However, direct validation of placental MRI methods is challenging and therefore animal studies and ex vivo studies of human placentas are needed. Here we provide an overview of the current state of the art of oxygen transport and quantification with MRI. We suggest that as these techniques are being developed, increased focus be placed on ensuring they are robust and reliable across individuals and standardized to enable predictive diagnostic models to be generated from the data. The field is still several years away from establishing the clinical benefit of monitoring placental function in real time with MRI, but the promise of individual personalized diagnosis and monitoring of placental disease in real time continues to motivate this effort.
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Affiliation(s)
- Esra Abaci Turk
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
| | - Jeffrey N. Stout
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
| | - Christopher Ha
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
| | - Jie Luo
- School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Borjan Gagoski
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
| | - Filiz Yetisir
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
| | - Polina Golland
- Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Electrical Engineering and Computer Science Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Lawrence L. Wald
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA, USA
| | - Elfar Adalsteinsson
- Department of Electrical Engineering and Computer Science Massachusetts Institute of Technology, Cambridge, MA, United States
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Julian N. Robinson
- Department of Obstetrics and Gynecology, Brigham and Women’s Hospital, Boston, USA
| | | | - William H. Barth
- Maternal-Fetal Medicine, Obstetrics and Gynecology, Massachusetts General Hospital, Boston, MA, USA
| | - P. Ellen Grant
- Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital, MA, USA
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Vasung L, Abaci Turk E, Ferradal SL, Sutin J, Stout JN, Ahtam B, Lin PY, Grant PE. Exploring early human brain development with structural and physiological neuroimaging. Neuroimage 2019; 187:226-254. [PMID: 30041061 PMCID: PMC6537870 DOI: 10.1016/j.neuroimage.2018.07.041] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Revised: 07/16/2018] [Accepted: 07/16/2018] [Indexed: 12/11/2022] Open
Abstract
Early brain development, from the embryonic period to infancy, is characterized by rapid structural and functional changes. These changes can be studied using structural and physiological neuroimaging methods. In order to optimally acquire and accurately interpret this data, concepts from adult neuroimaging cannot be directly transferred. Instead, one must have a basic understanding of fetal and neonatal structural and physiological brain development, and the important modulators of this process. Here, we first review the major developmental milestones of transient cerebral structures and structural connectivity (axonal connectivity) followed by a summary of the contributions from ex vivo and in vivo MRI. Next, we discuss the basic biology of neuronal circuitry development (synaptic connectivity, i.e. ensemble of direct chemical and electrical connections between neurons), physiology of neurovascular coupling, baseline metabolic needs of the fetus and the infant, and functional connectivity (defined as statistical dependence of low-frequency spontaneous fluctuations seen with functional magnetic resonance imaging (fMRI)). The complementary roles of magnetic resonance imaging (MRI), electroencephalography (EEG), magnetoencephalography (MEG), and near-infrared spectroscopy (NIRS) are discussed. We include a section on modulators of brain development where we focus on the placenta and emerging placental MRI approaches. In each section we discuss key technical limitations of the imaging modalities and some of the limitations arising due to the biology of the system. Although neuroimaging approaches have contributed significantly to our understanding of early brain development, there is much yet to be done and a dire need for technical innovations and scientific discoveries to realize the future potential of early fetal and infant interventions to avert long term disease.
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Affiliation(s)
- Lana Vasung
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Esra Abaci Turk
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Silvina L Ferradal
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Jason Sutin
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Jeffrey N Stout
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Banu Ahtam
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - Pei-Yi Lin
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
| | - P Ellen Grant
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Harvard Medical School, 300 Longwood Avenue, Boston, MA 02115, USA.
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13
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Lawrence DJ, Escott ME, Myers L, Intapad S, Lindsey SH, Bayer CL. Spectral photoacoustic imaging to estimate in vivo placental oxygenation during preeclampsia. Sci Rep 2019; 9:558. [PMID: 30679723 PMCID: PMC6345947 DOI: 10.1038/s41598-018-37310-2] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Accepted: 12/05/2018] [Indexed: 11/09/2022] Open
Abstract
Preeclampsia is a pregnancy-related hypertensive disorder accounting for 14% of global maternal deaths annually. Preeclampsia - maternal hypertension and proteinuria - is promoted by placental ischemia resulting from reduced uteroplacental perfusion. Here, we assess longitudinal changes in placental oxygenation during preeclampsia using spectral photoacoustic imaging. Spectral photoacoustic images were acquired of the placenta of normal pregnant (NP) and preeclamptic reduced uterine perfusion pressure (RUPP) Sprague Dawley rats on gestational days (GD) 14, 16, and 18, corresponding to mid- to late gestation (n = 10 per cohort). Two days after implementation of the RUPP surgical model, placental oxygen saturation decreased 12% in comparison with NP. Proteinuria was determined from a 24-hour urine collection prior to imaging on GD18. Blood pressure measurements were obtained on GD18 after imaging. Placental hypoxia in the RUPP was confirmed with histological staining for hypoxia-inducible factor (HIF)-1α, a cellular transcription regulator which responds to local oxygen levels. Using in vivo, longitudinal imaging methods we determined that the placenta in the reduced uterine perfusion pressure rat model of preeclampsia is hypoxic, and that this hypoxia is maintained through late gestation. Future work will utilize these methods to assess the impact of novel therapeutics on placental ischemia and the progression of preeclampsia.
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Affiliation(s)
- Dylan J Lawrence
- Department of Biomedical Engineering, Tulane University, 500 Lindy Boggs Center, New Orleans, LA, 70118, USA
| | - Megan E Escott
- Department of Biomedical Engineering, Tulane University, 500 Lindy Boggs Center, New Orleans, LA, 70118, USA
| | - Leann Myers
- School of Public Health and Tropical Medicine, Tulane University, 1440 Canal St #2400, New Orleans, LA, 70112, USA
| | - Suttira Intapad
- School of Medicine, Tulane University, 1430 Tulane Ave, New Orleans, LA, 70112, USA
| | - Sarah H Lindsey
- School of Medicine, Tulane University, 1430 Tulane Ave, New Orleans, LA, 70112, USA
| | - Carolyn L Bayer
- Department of Biomedical Engineering, Tulane University, 500 Lindy Boggs Center, New Orleans, LA, 70118, USA.
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14
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Lémery Magnin M, Fitoussi V, Siauve N, Pidial L, Balvay D, Autret G, Cuenod CA, Clément O, Salomon LJ. Assessment of Placental Perfusion in the Preeclampsia L-NAME Rat Model with High-Field Dynamic Contrast-Enhanced MRI. Fetal Diagn Ther 2018; 44:277-284. [PMID: 29689556 DOI: 10.1159/000484314] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2017] [Accepted: 10/14/2017] [Indexed: 01/03/2023]
Abstract
PURPOSE To evaluate placental function and perfusion in a rat model of preeclampsia infused with L-nitro-arginine methyl ester (L-NAME) by dynamic contrast-enhanced (DCE) MRI using gadolinium chelates. METHODS Pregnant female Sprague-Dawley rats were fitted on embryonic day 16 (E16) with subcutaneous osmotic minipumps loaded to deliver, continuously, L-NAME (50 mg/day per rat; case group) or saline solution (control group). DCE MRI was performed on E19 using gadolinium chelates and a 4.7-T MRI apparatus for small animals. Quantitative analysis was performed using an image software program: placental blood flow (perfusion in mL/min/100 mL of placenta) and fractional volume of the maternal vascular placental compartment (ratio between the placental blood volume and the placental volume, Vb in %) were calculated by compartmental analysis. RESULTS A total of 176 placentas (27 rats) were analyzed by DCE MRI (97 cases and 79 controls). The model was effective, inducing intrauterine growth retardation, as there was a significant difference between the two groups for placental weight (p < 0.01), fetal weight (p = 0.019), and fetal length (p < 0.01). There was no significant difference in placental perfusion between the L-NAME and control groups (140.1 ± 74.1 vs. 148.9 ± 97.4, respectively; p = 0.496). There was a significant difference between the L-NAME and control groups for Vb (53 ± 12.9 vs. 46.7 ± 9%, respectively; p < 0.01). CONCLUSION In the L-NAME preeclampsia model, placental perfusion is normal and the fractional blood volume is increased, suggesting that preeclampsia is not always expressed as a result of decreased placental perfusion. This highlights the usefulness of MRI for investigating the physiopathology of preeclampsia.
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Affiliation(s)
| | | | | | | | - Daniel Balvay
- Small Animal Imaging Platform, Faculté de Médecine, Université Paris Descartes Sorbonne Paris Cité, Paris, France
| | - Gwennhael Autret
- Small Animal Imaging Platform, Faculté de Médecine, Université Paris Descartes Sorbonne Paris Cité, Paris, France
| | | | | | - Laurent Julien Salomon
- INSERM UMR 970, PARCC-HEGP, Paris, .,Gynécologie Obstétrique, Hôpital Necker Enfants Malades, AP-HP, Faculté de Médecine, Université Paris Descartes Sorbonne Paris Cité, Paris, .,EHU Fetus and Lumière Platform, Université Paris Descartes, Paris,
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15
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Placental physiology monitored by hyperpolarized dynamic 13C magnetic resonance. Proc Natl Acad Sci U S A 2018; 115:E2429-E2436. [PMID: 29444856 DOI: 10.1073/pnas.1715175115] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Placental functions, including transport and metabolism, play essential roles in pregnancy. This study assesses such processes in vivo, from a hyperpolarized MRI perspective. Hyperpolarized urea, bicarbonate, and pyruvate were administered to near-term pregnant rats, and all metabolites displayed distinctive behaviors. Little evidence of placental barrier crossing was observed for bicarbonate, at least within the timescales allowed by 13C relaxation. By contrast, urea was observed to cross the placental barrier, with signatures visible from certain fetal organs including the liver. This was further evidenced by the slower decay times observed for urea in placentas vis-à-vis other maternal compartments and validated by mass spectrometric analyses. A clear placental localization, as well as concurrent generation of hyperpolarized lactate, could also be detected for [1-13C]pyruvate. These metabolites also exhibited longer lifetimes in the placentas than in maternal arteries, consistent with a metabolic activity occurring past the trophoblastic interface. When extended to a model involving the administration of a preeclampsia-causing chemical, hyperpolarized MR revealed changes in urea's transport, as well as decreases in placental glycolysis vs. the naïve animals. These distinct behaviors highlight the potential of hyperpolarized MR for the early, minimally invasive detection of aberrant placental metabolism.
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16
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Placental baseline conditions modulate the hyperoxic BOLD-MRI response. Placenta 2018; 61:17-23. [DOI: 10.1016/j.placenta.2017.11.002] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Revised: 11/02/2017] [Accepted: 11/04/2017] [Indexed: 01/31/2023]
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17
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Siauve N, Hayot PH, Deloison B, Chalouhi GE, Alison M, Balvay D, Bussières L, Clément O, Salomon LJ. Assessment of human placental perfusion by intravoxel incoherent motion MR imaging. J Matern Fetal Neonatal Med 2017; 32:293-300. [PMID: 28974131 DOI: 10.1080/14767058.2017.1378334] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
PURPOSE To provide functional information on the human placenta, including perfusion, and diffusion, with no contrast agent injection, and to study correlations between intravoxel incoherent motion (IVIM) placental parameters and fetal growth. MATERIALS AND METHODS MRI was performed in women undergoing legal termination of pregnancy at 17-34 weeks, including a 4-b-value and 11-b-value DW sequences. The apparent diffusion coefficient (ADC), the restricted diffusion coefficient (D), the pseudoperfusion coefficient (D*), and the perfusion fraction (f) were calculated. Their relationships with gestational age, Z-scores for fetal and placental weight were evaluated by means of regression analysis. Logistic regression analysis was used to assess the ability of IVIM parameters to predict/detect intrauterine growth retardation (SGA). RESULTS Fifty-five pregnant women, including nine cases of SGA (16%), were included in the study. The ADC (n = 55) showed a quadratic correlation with gestational age (p < .001) and a linear correlation with the fetal weight Z-score (p = .02). Mean ADC values were significantly different between normally growing and SGA fetuses (2.37 ± 0.25 versus 2.29 ± 0.33 10-3.mm2.s-1, p=.048). The perfusion fraction f (n = 23) showed a quadratic correlation with gestational age (p = .017) and a linear correlation with the fetal weight Z - score (p = .008). Mean f values differed significantly between normally growing and SGA fetuses (42.55 ± 9.30% versus 27.94 ± 8.76%, p = .002). The receiver operating characteristics (ROC) curve for f to predict SGA was produced (area under the ROC curve = 0.9). CONCLUSIONS The observed association between f and fetal weight suggests that fMRI could be suitable for studying placental insufficiency and for identifying risk of SGA.
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Affiliation(s)
- Nathalie Siauve
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,c Assistance Publique: Hôpitaux de Paris , Hôpital Européen Georges Pompidou , Paris , France
| | - Pierre Humbert Hayot
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,d Assistance Publique: Hôpitaux de Paris , Hôpital Necker-Enfants Malades , Paris , France
| | - Benjamin Deloison
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,d Assistance Publique: Hôpitaux de Paris , Hôpital Necker-Enfants Malades , Paris , France
| | - Gihad E Chalouhi
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,d Assistance Publique: Hôpitaux de Paris , Hôpital Necker-Enfants Malades , Paris , France
| | - Marianne Alison
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France
| | - Daniel Balvay
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,e Plateforme d'Imagerie du Vivant , Université Paris Descartes, Sorbonne Paris Cité , Paris , France
| | - Laurence Bussières
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,d Assistance Publique: Hôpitaux de Paris , Hôpital Necker-Enfants Malades , Paris , France
| | - Olivier Clément
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France
| | - Laurent J Salomon
- a INSERM, U970 , Paris Cardiovascular Research Center - PARCC, Sorbonne Paris Cite , Paris , France.,b EA Fetus & Lumiere Platform , Université Paris Descartes , Paris , France.,d Assistance Publique: Hôpitaux de Paris , Hôpital Necker-Enfants Malades , Paris , France
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18
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Luo J, Abaci Turk E, Bibbo C, Gagoski B, Roberts DJ, Vangel M, Tempany-Afdhal CM, Barnewolt C, Estroff J, Palanisamy A, Barth WH, Zera C, Malpica N, Golland P, Adalsteinsson E, Robinson JN, Grant PE. In Vivo Quantification of Placental Insufficiency by BOLD MRI: A Human Study. Sci Rep 2017. [PMID: 28623277 PMCID: PMC5473907 DOI: 10.1038/s41598-017-03450-0] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Fetal health is critically dependent on placental function, especially placental transport of oxygen from mother to fetus. When fetal growth is compromised, placental insufficiency must be distinguished from modest genetic growth potential. If placental insufficiency is present, the physician must trade off the risk of prolonged fetal exposure to placental insufficiency against the risks of preterm delivery. Current ultrasound methods to evaluate the placenta are indirect and insensitive. We propose to use Blood-Oxygenation-Level-Dependent (BOLD) MRI with maternal hyperoxia to quantitatively assess mismatch in placental function in seven monozygotic twin pairs naturally matched for genetic growth potential. In-utero BOLD MRI time series were acquired at 29 to 34 weeks gestational age. Maps of oxygen Time-To-Plateau (TTP) were obtained in the placentas by voxel-wise fitting of the time series. Fetal brain and liver volumes were measured based on structural MR images. After delivery, birth weights were obtained and placental pathological evaluations were performed. Mean placental TTP negatively correlated with fetal liver and brain volumes at the time of MRI as well as with birth weights. Mean placental TTP positively correlated with placental pathology. This study demonstrates the potential of BOLD MRI with maternal hyperoxia to quantify regional placental function in vivo.
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Affiliation(s)
- Jie Luo
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Boston, 02115, USA.,Madrid-MIT M+Vision Consortium, RLE, Massachusetts Institute of Technology, Cambridge, 02139, USA
| | - Esra Abaci Turk
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Boston, 02115, USA.,Madrid-MIT M+Vision Consortium, RLE, Massachusetts Institute of Technology, Cambridge, 02139, USA
| | - Carolina Bibbo
- Maternal Fetal Medicine, Brigham and Women's Hospital, Boston, 02115, USA
| | - Borjan Gagoski
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Boston, 02115, USA
| | | | - Mark Vangel
- Radiology, Massachusetts General Hospital, Boston, 02114, USA
| | | | | | - Judy Estroff
- Radiology, Boston Children's Hospital, Boston, 02115, USA
| | | | - William H Barth
- Obstetrics and Gynecology, Massachusetts General Hospital, Boston, 02114, USA
| | - Chloe Zera
- Maternal Fetal Medicine, Brigham and Women's Hospital, Boston, 02115, USA
| | - Norberto Malpica
- Madrid-MIT M+Vision Consortium, RLE, Massachusetts Institute of Technology, Cambridge, 02139, USA.,Medical Image Analysis and Biometry Laboratory, Universidad Rey Juan Carlos, Madrid, 28933, Spain
| | - Polina Golland
- Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, 02139, USA.,Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, 02139, USA
| | - Elfar Adalsteinsson
- Madrid-MIT M+Vision Consortium, RLE, Massachusetts Institute of Technology, Cambridge, 02139, USA.,Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, 02139, USA.,Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, 02139, USA
| | - Julian N Robinson
- Maternal Fetal Medicine, Brigham and Women's Hospital, Boston, 02115, USA
| | - Patricia Ellen Grant
- Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital, Boston, 02115, USA.
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19
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Mourier E, Tarrade A, Duan J, Richard C, Bertholdt C, Beaumont M, Morel O, Chavatte-Palmer P. Non-invasive evaluation of placental blood flow: lessons from animal models. Reproduction 2016; 153:R85-R96. [PMID: 27845691 DOI: 10.1530/rep-16-0428] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Revised: 11/03/2016] [Accepted: 11/14/2016] [Indexed: 01/11/2023]
Abstract
In human obstetrics, placental vascularisation impairment is frequent as well as linked to severe pathological events (preeclampsia and intrauterine growth restriction), and there is a need for reliable methods allowing non-invasive evaluation of placental blood flow. Uteroplacental vascularisation is complex, and animal models are essential for the technical development and safety assessment of these imaging tools for human clinical use; however, these techniques can also be applied in the veterinary context. This paper reviews how ultrasound-based imaging methods such as 2D and 3D Doppler can provide valuable insight for the exploration of placental blood flow both in humans and animals and how new approaches such as the use of ultrasound contrast agents or ultrafast Doppler may allow to discriminate between maternal (non-pulsatile) and foetal (pulsatile) blood flow in the placenta. Finally, functional magnetic resonance imaging could also be used to evaluate placental blood flow, as indicated by studies in animal models, but its safety in human pregnancy still requires to be confirmed.
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Affiliation(s)
- E Mourier
- UMR BDRINRA, ENVA, Université Paris Saclay, Jouy en Josas, France .,PremUp FoundationParis, France
| | - A Tarrade
- UMR BDRINRA, ENVA, Université Paris Saclay, Jouy en Josas, France.,PremUp FoundationParis, France
| | - J Duan
- IADIInserm U947, University of Lorraine, CHRU of Brabois, Nancy, France.,CHRU of Nancypole de Gynécologie Obstétrique, Nancy, France
| | - C Richard
- UMR BDRINRA, ENVA, Université Paris Saclay, Jouy en Josas, France.,PremUp FoundationParis, France
| | - C Bertholdt
- IADIInserm U947, University of Lorraine, CHRU of Brabois, Nancy, France.,CHRU of Nancypole de Gynécologie Obstétrique, Nancy, France
| | - M Beaumont
- IADIInserm U947, University of Lorraine, CHRU of Brabois, Nancy, France.,CHRU of Nancypole de Gynécologie Obstétrique, Nancy, France
| | - O Morel
- IADIInserm U947, University of Lorraine, CHRU of Brabois, Nancy, France.,CHRU of Nancypole de Gynécologie Obstétrique, Nancy, France
| | - P Chavatte-Palmer
- UMR BDRINRA, ENVA, Université Paris Saclay, Jouy en Josas, France.,PremUp FoundationParis, France
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20
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Sinding M, Peters DA, Frøkjær JB, Christiansen OB, Uldbjerg N, Sørensen A. Reduced placental oxygenation during subclinical uterine contractions as assessed by BOLD MRI. Placenta 2016; 39:16-20. [DOI: 10.1016/j.placenta.2015.12.018] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Revised: 12/21/2015] [Accepted: 12/30/2015] [Indexed: 01/02/2023]
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21
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Avni R, Golani O, Akselrod-Ballin A, Cohen Y, Biton I, Garbow JR, Neeman M. MR Imaging-derived Oxygen-Hemoglobin Dissociation Curves and Fetal-Placental Oxygen-Hemoglobin Affinities. Radiology 2016; 280:68-77. [PMID: 26780539 PMCID: PMC4942994 DOI: 10.1148/radiol.2015150721] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
The authors of this study present a noninvasive approach for obtaining MR imaging–based oxygen-hemoglobin dissociation curves and for deriving oxygen tension values at which hemoglobin is 50% saturated and maps for the placenta and fetus in pregnant mice. Purpose To generate magnetic resonance (MR) imaging–derived, oxygen-hemoglobin dissociation curves and to map fetal-placental oxygen-hemoglobin affinity in pregnant mice noninvasively by combining blood oxygen level–dependent (BOLD) T2* and oxygen-weighted T1 contrast mechanisms under different respiration challenges. Materials and Methods All procedures were approved by the Weizmann Institutional Animal Care and Use Committee. Pregnant mice were analyzed with MR imaging at 9.4 T on embryonic days 14.5 (eight dams and 58 fetuses; imprinting control region ICR strain) and 17.5 (21 dams and 158 fetuses) under respiration challenges ranging from hyperoxia to hypoxia (10 levels of oxygenation, 100%–10%; total imaging time, 100 minutes). A shorter protocol with normoxia to hyperoxia was also performed (five levels of oxygenation, 20%–100%; total imaging time, 60 minutes). Fast spin-echo anatomic images were obtained, followed by sequential acquisition of three-dimensional gradient-echo T2*- and T1-weighted images. Automated registration was applied to align regions of interest of the entire placenta, fetal liver, and maternal liver. Results were compared by using a two-tailed unpaired Student t test. R1 and R2* values were derived for each tissue. MR imaging–based oxygen-hemoglobin dissociation curves were constructed by nonlinear least square fitting of 1 minus the change in R2*divided by R2*at baseline as a function of R1 to a sigmoid-shaped curve. The apparent P50 (oxygen tension at which hemoglobin is 50% saturated) value was derived from the curves, calculated as the R1 scaled value (x) at which the change in R2* divided by R2*at baseline scaled (y) equals 0.5. Results The apparent P50 values were significantly lower in fetal liver than in maternal liver for both gestation stages (day 14.5: 21% ± 5 [P = .04] and day 17.5: 41% ± 7 [P < .0001]). The placenta showed a reduction of 18% ± 4 in mean apparent P50 values from day 14.5 to day 17.5 (P = .003). Reproduction of the MR imaging–based oxygen-hemoglobin dissociation curves with a shorter protocol that excluded the hypoxic periods was demonstrated. Conclusion MR imaging–based oxygen-hemoglobin dissociation curves and oxygen-hemoglobin affinity information were derived for pregnant mice by using 9.4-T MR imaging, which suggests a potential to overcome the need for direct sampling of fetal or maternal blood. Online supplemental material is available for this article.
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Affiliation(s)
- Reut Avni
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Ofra Golani
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Ayelet Akselrod-Ballin
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Yonni Cohen
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Inbal Biton
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Joel R Garbow
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
| | - Michal Neeman
- From the Departments of Biological Regulation (R.A., A.A.B., Y.C., M.N.), Biological Services (O.G.), and Veterinary Resources (I.B.), Weizmann Institute of Science, Rehovot 76100, Israel; and Biomedical Magnetic Resonance Laboratory, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (J.R.G.)
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Sørensen A, Sinding M, Peters DA, Petersen A, Frøkjær JB, Christiansen OB, Uldbjerg N. Placental oxygen transport estimated by the hyperoxic placental BOLD MRI response. Physiol Rep 2015; 3:3/10/e12582. [PMID: 26471757 PMCID: PMC4632952 DOI: 10.14814/phy2.12582] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
Abstract
Estimating placental oxygen transport capacity is highly desirable, as impaired placental function is associated with fetal growth restriction (FGR) and poor neonatal outcome. In clinical obstetrics, a noninvasive method to estimate the placental oxygen transport is not available, and the current methods focus on fetal well-being rather than on direct assessment of placental function. In this article, we aim to estimate the placental oxygen transport using the hyperoxic placental blood oxygen level-dependent (BOLD) magnetic resonance imaging (MRI) response. In 21 normal pregnancies and in four cases of severe early onset FGR, placental BOLD MRI was performed in a 1.5 Tesla MRI system (TR:8000 msec, TE:50 msec, Flip angle:90). Placental histological examination was performed in the FGR cases. In normal pregnancies, the average hyperoxic placental BOLD response was 12.6 ± 5.4% (mean ± SD). In the FGR cases, the hyperoxic BOLD response was abnormal only in cases with histological signs of maternal hypoperfusion of the placenta. The hyperoxic placental BOLD response is mainly derived from an increase in the saturation of maternal venous blood. In the normal placenta, the pO2 of the umbilical vein is closely related to the pO2 of the uterine vein. Therefore, the hyperoxic placental BOLD response may reflect the placental oxygen supply to the fetus. In early onset FGR, the placental oxygen transport is reduced mainly because of the maternal hypoperfusion, and in these cases the placental BOLD response might be altered. Thus, the placental BOLD MRI might provide direct noninvasive assessment of placental oxygen transport.
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Affiliation(s)
- Anne Sørensen
- Obstetrics and Gýnecology, Aalborg University Hospital, Aalborg, Denmark
| | - Marianne Sinding
- Obstetrics and Gýnecology, Aalborg University Hospital, Aalborg, Denmark
| | - David A Peters
- Clinical Engineering, Aarhus University Hospital, Aarhus, Denmark
| | | | - Jens B Frøkjær
- Radiology, Aalborg University Hospital, Aalborg, Denmark
| | - Ole B Christiansen
- Obstetrics and Gýnecology, Aalborg University Hospital, Aalborg, Denmark
| | - Niels Uldbjerg
- Obstetrics and Gynecology, Aarhus University Hospital, Aarhus, Denmark
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23
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Siauve N, Chalouhi GE, Deloison B, Alison M, Clement O, Ville Y, Salomon LJ. Functional imaging of the human placenta with magnetic resonance. Am J Obstet Gynecol 2015; 213:S103-14. [PMID: 26428488 DOI: 10.1016/j.ajog.2015.06.045] [Citation(s) in RCA: 84] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2015] [Revised: 06/15/2015] [Accepted: 06/17/2015] [Indexed: 11/29/2022]
Abstract
Abnormal placentation is responsible for most failures in pregnancy; however, an understanding of placental functions remains largely concealed from noninvasive, in vivo investigations. Magnetic resonance imaging (MRI) is safe in pregnancy for magnetic fields of up to 3 Tesla and is being used increasingly to improve the accuracy of prenatal imaging. Functional MRI (fMRI) of the placenta has not yet been validated in a clinical setting, and most data are derived from animal studies. FMRI could be used to further explore placental functions that are related to vascularization, oxygenation, and metabolism in human pregnancies by the use of various enhancement processes. Dynamic contrast-enhanced MRI is best able to quantify placental perfusion, permeability, and blood volume fractions. However, the transplacental passage of Gadolinium-based contrast agents represents a significant safety concern for this procedure in humans. There are alternative contrast agents that may be safer in pregnancy or that do not cross the placenta. Arterial spin labeling MRI relies on magnetically labeled water to quantify the blood flows within the placenta. A disadvantage of this technique is a poorer signal-to-noise ratio. Based on arterial spin labeling, placental perfusion in normal pregnancy is 176 ± 91 mL × min(-1) × 100 g(-1) and decreases in cases with intrauterine growth restriction. Blood oxygen level-dependent and oxygen-enhanced MRIs do not assess perfusion but measure the response of the placenta to changes in oxygen levels with the use of hemoglobin as an endogenous contrast agent. Diffusion-weighted imaging and intravoxel incoherent motion MRI do not require exogenous contrast agents, instead they use the movement of water molecules within tissues. The apparent diffusion coefficient and perfusion fraction are significantly lower in placentas of growth-restricted fetuses when compared with normal pregnancies. Magnetic resonance spectroscopy has the ability to extract information regarding metabolites from the placenta noninvasively and in vivo. There are marked differences in all 3 metabolites N-acetyl aspartate/choline levels, inositol/choline ratio between small, and adequately grown fetuses. Current research is focused on the ability of each fMRI technique to make a timely diagnosis of abnormal placentation that would allow for appropriate planning of follow-up examinations and optimal scheduling of delivery. These research programs will benefit from the use of well-defined sequences, standardized imaging protocols, and robust computational methods.
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Affiliation(s)
- Nathalie Siauve
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France; EA FETUS and LUMIERE Unit, Université Paris-Descartes, Paris, France; Hôpital Européen Georges Pompidou, Paris, France
| | - Gihad E Chalouhi
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France; EA FETUS and LUMIERE Unit, Université Paris-Descartes, Paris, France; Assistance Publique-Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France
| | - Benjamin Deloison
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France; EA FETUS and LUMIERE Unit, Université Paris-Descartes, Paris, France; Assistance Publique-Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France
| | - Marianne Alison
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France
| | - Olivier Clement
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France; Hôpital Européen Georges Pompidou, Paris, France
| | - Yves Ville
- EA FETUS and LUMIERE Unit, Université Paris-Descartes, Paris, France; Assistance Publique-Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France
| | - Laurent J Salomon
- INSERM, U970, Sorbonne Paris Cite, Paris Cardiovascular Research Center-PARCC, Paris, France; EA FETUS and LUMIERE Unit, Université Paris-Descartes, Paris, France; Assistance Publique-Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France.
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24
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Avni R, Neeman M, Garbow JR. Functional MRI of the placenta--From rodents to humans. Placenta 2015; 36:615-22. [PMID: 25916594 PMCID: PMC4452090 DOI: 10.1016/j.placenta.2015.04.003] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2015] [Revised: 03/30/2015] [Accepted: 04/04/2015] [Indexed: 01/26/2023]
Abstract
The placenta performs a wide range of physiological functions; insufficiencies in these functions may result in a variety of severe prenatal and postnatal syndromes with long-term negative impacts on human adult health. Recent advances in magnetic resonance imaging (MRI) studies of placental function, in both animal models and humans, have contributed significantly to our understanding of placental structure, blood flow, oxygenation status, and metabolic profile, and have provided important insights into pregnancy complications.
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Affiliation(s)
- R Avni
- Department of Biological Regulation, Weizmann Institute of Science, Rehovot 76100, Israel
| | - M Neeman
- Department of Biological Regulation, Weizmann Institute of Science, Rehovot 76100, Israel.
| | - J R Garbow
- Biomedical MR Laboratory, Mallinckrodt Institute of Radiology, Washington University, St. Louis, Missouri, United States.
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25
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Acar N, Soylu H, Edizer I, Ozbey O, Er H, Akkoyunlu G, Gemici B, Ustunel I. Expression of nuclear factor erythroid 2-related factor 2 (Nrf2) and peroxiredoxin 6 (Prdx6) proteins in healthy and pathologic placentas of human and rat. Acta Histochem 2014; 116:1289-300. [PMID: 25171874 DOI: 10.1016/j.acthis.2014.07.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2014] [Revised: 07/22/2014] [Accepted: 07/23/2014] [Indexed: 12/31/2022]
Abstract
A relationship has been shown between preeclampsia (PE) and intrauterine growth restriction (IUGR) and oxidative stress (OS). Since such pregnancies experience OS, we aimed to detect the distribution pattern and expression levels of a transcription factor, Nuclear factor erythroid 2-related factor-2 (Nrf2) that has a role in the regulation of antioxidant enzymes, and peroxiredoxin 6 (Prdx6) an antioxidant enzyme, in human healthy, IUGR, PE and in groups of rat healthy and IUGR placentas using immunohistochemistry and Western blotting. Both Nrf2 and Prdx6 immunoreactivities were weaker in human and rat IUGR group placentas compared to human and rat control group placentas, respectively. Nrf2 and Prdx6 were immunostained in labyrinth trophoblasts, decidua, giant, glycogen and fetal vessel endothelial cells in rat control and IUGR group placentas. Nrf2 and Prdx6 immunoreactivities were seen in the decidua, syncytiotrophoblasts, villous stromal cells, and vascular endothelium in human control, IUGR and PE group placentas. Results of Nrf2 and Prdx6 Western blotting applied for rat and human placentas were compatible with the results of Nrf2 and Prdx6 immunohistochemical observations with regard to rat and human placentas. Down-regulation of Nrf2 and Prdx6 proteins in human and rat IUGR group placentas may have led to the formation of OS which may have impaired proliferation and invasion of cytotrophoblasts.
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Affiliation(s)
- Nuray Acar
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Hakan Soylu
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Imren Edizer
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Ozlem Ozbey
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Hakan Er
- Department of Biophysics, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Gokhan Akkoyunlu
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey
| | - Burcu Gemici
- Department of Physiology, Faculty of Medicine, Near East University, Nicosia, Mersin 10, Turkey
| | - Ismail Ustunel
- Department of Histology and Embryology, Faculty of Medicine, Akdeniz University, Antalya, Turkey.
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26
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Deloison B, Millischer AE, Salomon LJ. IRM placentaire : physiologie et pathologie. ACTA ACUST UNITED AC 2013; 41:394-403. [DOI: 10.1016/j.gyobfe.2013.04.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 04/09/2013] [Indexed: 10/26/2022]
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