Jie Luo1,2, Esra Abaci Turk1,2, Polina Golland3,4, Borjan Gagoski1, Carolina Bibbo5, Drucilla J Roberts6, Norberto Malpica7, Julian N Robinson5, Patricia Ellen Grant1, and Elfar Adalsteinsson2,3,8
1Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children's Hospital, Harvard Medical School, Boston, MA, United States, 2Madrid-MIT M+Vision Consortium in RLE, Massachusetts Institute of Technology, Cambridge, MA, United States, 3Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, United States, 4Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology, Cambridge, MA, United States, 5Maternal and Fetal Medicine, Brigham and Women's Hospital, Boston, MA, United States, 6Obstetric and Perinatal Pathology, Massachusetts General Hospital, Boston, MA, United States, 7Medical Image Analysis and Biometry Laboratory, Universidad Rey Juan Carlos, Madrid, Spain, 8Harvard- MIT Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, United States
Synopsis
Clinically there is no direct
measurement of oxygen delivery in placenta. In this study, we propose a method
to map the timing of oxygen delivery in the human placenta in vivo. Healthy placentae
show pn that agree with normal perfusion timing in response to maternal
hyperoxygenation. Pathological placentas exhibit a more dispersed timing across
the placenta. Better understanding of the timing in different type of pathology
may be achieved by spatial correlation between placental pathology and in vivo
placenta images in both healthy and pathological
placenta based on BOLD signal change in response to maternal hyperoxygenation.Purpose
Oxygen transport
across the placenta is critically dependent on blood flow in the uterine and
umbilical vessels, blood oxygen content and the diffusing capacity of the
placenta.
1 Clinically,
Doppler ultrasound is used to measure umbilical artery blood flow as a
surrogate of blood perfusion without direct measurement of oxygen delivery.
2 Feasibility of BOLD MRI with maternal hyperoxygenation has been demonstrated both
in animal and human pregnancies.
3,4,5 In this study, we propose a method to
map the timing of oxygen transport in both healthy and pathological placentae based
on BOLD signal change in response to maternal hyperoxygenation.
Methods
Subjects: This IRB approved study enrolled five pregnancies.
Three controls: no pathological findings in
placenta and normal fetal outcome; and two pathological: one with placental
infarct and velamentous cord insertion, and another with significant fetal
vascular malperfusion reported of placenta post delivery.
Acquisition: Studies were performed on a
3T Skyra scanner (Siemens Healthcare, Erlangen, Germany) using a combined
18-channel body and 12-channel spine receive arrays. BOLD
imaging of the placenta in vivo was collected using single-shot gradient echo
EPI sequence with matrix 110 x 110, 70~85 slices; in plane resolution 3 x 3 mm
2,
slice thickness 3mm, interleaved; TR = 5-7 s, TE = 30-38 ms, FA = 90°, BW = 2.3kHz/px. Total acquisition time 30 min, with
alternating maternal oxygenation protocol, designed as three consecutive
10-minute episodes: initial normoxic episode (21% O2), hyperoxic episode (15
l/min), and a final normoxic episode.
Processing: N4 bias field was estimated from the averaged signal
in first normoxic episode, and bias field correction was applied to all time
points. Intra volume motion was corrected using non-rigid group-wise
registration and for inter-volume motion correction, pairwise registration was
carried out with organ specific rigid and non-rigid body transformations in
Elastix software.
5 Outlier volumes were detected based on transformation
fields and temporal signal change in each voxel, and excluded. The resulting 4D
data is spatially smoothed by a Gaussian kernel, and temporally smoothed by a lowpass
filter.
Correlation
Analysis: Temporal
cross-correlations between the maternal oxygen paradigm and the BOLD signal
time series in each voxel were calculated. Temporal delay (τ) between the signal and paradigm
was added in the correlation analysis, and assigned as the value that yielded
maximum possible correlation between the two.
Results and Discussions
The fact that neither maternal
nor fetal hemoglobin in placentae is highly saturated,
1 allows a big dynamic
range during maternal hyperoxia for oxygen to act as a tracer to visualize its
regional placental delivery. In Figure 1b-l, τ maps and correlation maps
as well as baseline T2* weighted images are shown for one healthy and one
pathological placenta. In the healthy placenta, the τ map
exhibits a pattern that agrees with placental anatomy demonstrated in Fig1a.
6 Spheres of low delay times resemble the central cavity of the placenta cotyledon,
where the incoming blood through spiral artery arrives first (red color), and
then disperse evenly throughout the villous tree. The distances between centers
of each region are around 3cm, which fall in the range of cotyledon sizes.
6 Time
series of the ROIs corresponding to different delay component has been plotted.
In the pathological case that was reported to have extensive avascular villi,
there are large placental regions that have exceeded the detection limit of our
paradigm τ > 10min, (blackened region on τ map and correlation map in
figure 1f) with the total volume (300cm3) equal to approximately 30%
of the entire placental volume.
The histogram
of τ for all cases examined are plotted in Figure 2. Further a single cotyledon
in healthy case was segmented, and gave a delay time of 73 +/- 16 sec. This is
in good agreement with previous estimations of the transit time from the spiral
artery to the uterine vein of approximately 25s.
7 The much broader
dispersions of τ in the histograms reflect heterogeneous timing of oxygen delivery across
different cotyledons. Better
understanding of the timing in different type of pathology may be achieved by
spatial correlation between placental pathology and
in vivo placenta images. Finally we note that long-range temporal fluctuations are present in the
time series, which might be removed with improved motion correction strategies.
Conclusion
We have demonstrated a
method to map oxygen delivery timing in human placenta. Healthy placentae show t map that agree with normal perfusion timing in
response to maternal hyperoxygenation. Pathological placentae exhibit increased
dispersion of oxygen arrival across the placenta.
Acknowledgements
Comunidad de Madrid, the Madrid-MIT M+Vision
Consortium, NIH R01 EB017337, NIH
U01 HD087211.References
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