Literature DB >> 28947842

Semi-automatic segmentation of the placenta into fetal and maternal compartments using intravoxel incoherent motion MRI.

Wonsang You1, Nickie Andescavage1,2, Zungho Zun1, Catherine Limperopoulos1,3.   

Abstract

Intravoxel incoherent motion (IVIM) magnetic resonance imaging is an emerging non-invasive technique that has been recently applied to quantify in vivo global placental perfusion. We propose a robust semi-automated method for segmenting the placenta into fetal and maternal compartments from IVIM data, using a multi-label image segmentation algorithm called 'GrowCut'. Placental IVIM data were acquired on a 1.5T scanner from 16 healthy pregnant women between 21-37 gestational weeks. The voxel-wise perfusion fraction was then estimated after non-rigid image registration. The seed regions of the fetal and maternal compartments were determined using structural T2-weighted reference images, and improved progressively through an iterative process of the GrowCut algorithm to accurately encompass fetal and maternal compartments. We demonstrated that the placental perfusion fraction decreased in both fetal (-0.010/week) and maternal compartments (-0.013/week) while their relative difference (ffetal-fmaternal) gradually increased with advancing gestational age (+0.003/week, p=0.065). Our preliminary results show that the proposed method was effective in distinguishing placental compartments using IVIM.

Entities:  

Keywords:  DWI; GrowCut; IVIM; placenta; segmentation

Year:  2017        PMID: 28947842      PMCID: PMC5609721          DOI: 10.1117/12.2254610

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  10 in total

1.  In vivo intravoxel incoherent motion measurements in the human placenta using echo-planar imaging at 0.5 T.

Authors:  R J Moore; B Issa; P Tokarczuk; K R Duncan; P Boulby; P N Baker; R W Bowtell; B S Worthington; I R Johnson; P A Gowland
Journal:  Magn Reson Med       Date:  2000-02       Impact factor: 4.668

2.  Nonrigid registration using free-form deformations: application to breast MR images.

Authors:  D Rueckert; L I Sonoda; C Hayes; D L Hill; M O Leach; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  1999-08       Impact factor: 10.048

3.  In utero perfusing fraction maps in normal and growth restricted pregnancy measured using IVIM echo-planar MRI.

Authors:  R J Moore; B K Strachan; D J Tyler; K R Duncan; P N Baker; B S Worthington; I R Johnson; P A Gowland
Journal:  Placenta       Date:  2000-09       Impact factor: 3.481

4.  User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability.

Authors:  Paul A Yushkevich; Joseph Piven; Heather Cody Hazlett; Rachel Gimpel Smith; Sean Ho; James C Gee; Guido Gerig
Journal:  Neuroimage       Date:  2006-03-20       Impact factor: 6.556

5.  Placental transport: a function of permeability and perfusion.

Authors:  Frederick C Battaglia
Journal:  Am J Clin Nutr       Date:  2007-02       Impact factor: 7.045

6.  Association of placental perfusion, as assessed by magnetic resonance imaging and uterine artery Doppler ultrasound, and its relationship to pregnancy outcome.

Authors:  I Derwig; D J Lythgoe; G J Barker; L Poon; P Gowland; R Yeung; F Zelaya; K Nicolaides
Journal:  Placenta       Date:  2013-08-09       Impact factor: 3.481

7.  elastix: a toolbox for intensity-based medical image registration.

Authors:  Stefan Klein; Marius Staring; Keelin Murphy; Max A Viergever; Josien P W Pluim
Journal:  IEEE Trans Med Imaging       Date:  2009-11-17       Impact factor: 10.048

8.  Use of intravoxel incoherent motion MR imaging to assess placental perfusion in a murine model of placental insufficiency.

Authors:  Marianne Alison; Gihad E Chalouhi; Gwennhael Autret; Daniel Balvay; Rokhaya Thiam; Laurent J Salomon; Charles André Cuenod; Olivier Clement; Nathalie Siauve
Journal:  Invest Radiol       Date:  2013-01       Impact factor: 6.016

9.  MR imaging of intravoxel incoherent motions: application to diffusion and perfusion in neurologic disorders.

Authors:  D Le Bihan; E Breton; D Lallemand; P Grenier; E Cabanis; M Laval-Jeantet
Journal:  Radiology       Date:  1986-11       Impact factor: 11.105

10.  Magnetic resonance imaging-estimated placental perfusion in fetal growth assessment.

Authors:  S Sohlberg; A Mulic-Lutvica; M Olovsson; J Weis; O Axelsson; J Wikström; A-K Wikström
Journal:  Ultrasound Obstet Gynecol       Date:  2015-12       Impact factor: 7.299

  10 in total
  2 in total

1.  New Frontiers in Placenta Tissue Imaging.

Authors:  Christopher D Nguyen; Ana Correia-Branco; Nimish Adhikari; Ezgi Mercan; Srivalleesha Mallidi; Mary C Wallingford
Journal:  EMJ Radiol       Date:  2020-09

2.  The effects of maternal position, in late gestation pregnancy, on placental blood flow and oxygenation: an MRI study.

Authors:  Sophie Couper; Alys Clark; John M D Thompson; Dimitra Flouri; Rosalind Aughwane; Anna L David; Andrew Melbourne; Ali Mirjalili; Peter R Stone
Journal:  J Physiol       Date:  2021-01-18       Impact factor: 6.228

  2 in total

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