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Detecting abnormal placental microvascular flow in maternal and fetal diseases based on flow-compensated and non-compensated intravoxel incoherent motion imaging.
- Source :
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Placenta [Placenta] 2022 Mar 04; Vol. 119, pp. 17-23. Date of Electronic Publication: 2022 Jan 18. - Publication Year :
- 2022
-
Abstract
- Introduction: Intravoxel Incoherent Motion (IVIM) imaging has been used to assess placental microcirculatory flows. We proposed a joint analysis of flow-compensated (FC) and non-compensated (NC) diffusion MRI to estimate the fraction and velocity of ballistic microcirculatory flow (f <subscript>b</subscript> and v <subscript>b</subscript> ), and evaluated the diagnostic performance of the new markers in maternal and fetal disorders.<br />Methods: Gestational diabetes mellitus (GDM, n = 15) pregnancies and fetal growth restriction (FGR, n = 12), along with gestational age matched normal controls (n = 19 for GDM and 15 for FGR) underwent FC and NC-encoded IVIM scans at 1.5 T. f <subscript>b</subscript> and v <subscript>b</subscript> obtained from a FC-NC joint model, along with the conventional IVIM indices, were compared between patient groups for whole-placenta and maternal/fetal sides of the placenta. A linear support vector machine (SVM) was used to classify the GDM, FGR and controls.<br />Results: v <subscript>b</subscript> of whole-placenta were significantly lower in both GDM (p = 0.017) and FGR (p = 0.043), compared with their controls, and the differences were more evident in the fetal side (p = 0.010 for GDM and p = 0.042 for FGR). f <subscript>b</subscript> and f <subscript>FC</subscript> showed group differences in the fetal side and D <subscript>FC</subscript> showed differences in whole-placenta for GDM patients. In the classification task, v <subscript>b</subscript> showed the highest diagnostic accuracy of 70.6% for GDM and 63.0% for FGR, and the combination of f <subscript>b</subscript> and v <subscript>b</subscript> further improved the detection accuracy to 73.5% and 66.7% for GDM and FGR, respectively.<br />Discussion: v <subscript>b</subscript> showed superior performance in the diagnosis of GDM and FGR, indicating the potential of the joint FC-NC IVIM method for placenta examinations.<br /> (Copyright © 2022 Elsevier Ltd. All rights reserved.)
- Subjects :
- Case-Control Studies
Diabetes, Gestational physiopathology
Female
Fetal Growth Retardation physiopathology
Humans
Microcirculation
Pregnancy
Diabetes, Gestational diagnostic imaging
Diffusion Magnetic Resonance Imaging methods
Fetal Growth Retardation diagnostic imaging
Image Processing, Computer-Assisted methods
Placental Circulation
Subjects
Details
- Language :
- English
- ISSN :
- 1532-3102
- Volume :
- 119
- Database :
- MEDLINE
- Journal :
- Placenta
- Publication Type :
- Academic Journal
- Accession number :
- 35066307
- Full Text :
- https://doi.org/10.1016/j.placenta.2022.01.010