Validation of fetal brain 3D slice-to-volume registration (SVR) in detecting the cause of antenatal ventriculomegaly confirmed by neonatal scan
Author Block: W. H. E. Hamed, G. Kendall, L. Dyet, L. Srinivasan, D. Peebles, A. David, M. Sokolska, K. P. Baruteau; London/UK
Purpose: Validates 3DSVR for detecting anatomical and structural pathologies in fetal MRI and assesses quality improvement in a cohort of antenatal ventriculomegaly confirmed by neonatal MRI.
Methods or Background: Detecting subtle anatomical abnormalities in fetal brain MRI is challenging due to motion artefacts and the limited spatial resolution of 2D slices. Recently, slice-to-volume reconstruction (SVR) software has been developed to realign multiple 2D stacks into a high-resolution 3D volume (3DSVR), enabling better visualisation through multiplanar reconstruction. However, clinical validation of 3D-SVR is limited due to lack of ground truth data.
A retrospective cross-sectional study was conducted on pregnancies with ventriculomegaly. Inclusion criteria included fetal and neonatal MRI performed with standard protocols and 3DSVR. The median gestational age at fetal MRI was 28weeks (range 21-33w), and at neonatal MRI, 1week (range 1d-4w).
Ventriculomegaly causes were assessed on fetal 2DT2w-HASTE and 3DSVR and confirmed with 2DT2w-TSE on neonatal scans. Eleven brain structures were scored on a 3-point visibility scale, and image quality was rated based on signal-to-noise ratio (SNR) and motion artefacts. Statistical analysis was performed using the Wilcoxon signed-rank test.
Results or Findings: Of 20 subjects, eight had aqueduct stenosis identified on neonatal MRI. This was confirmed in 3/8 on 2D and 8/8 on 3DSVR. Fetal 3DSVR improved visibility scores in six of eleven structures, with significant differences in PLIC (0.65vs1.85, p<0.001), Sylvian aqueduct (1.05vs1.9, p<0.001), olfactory bulbs (0.9vs1.7, p<0.01), and grey-white matter contrast (0.9vs1.9, p<0.01). SNR improved in 35% of scans, and motion artefacts were reduced in 25%.
Conclusion: 3DSVR provides improved diagnoses of aqueduct stenosis, as evidenced by comparison with neonatal ground-truth scans. This is achieved by improving the visibility and overall quality of fetal brain MRI. Future work will validate 3DSVR in other pathologies.
Limitations: Not applicable.
Funding for this study: No funding was provided for this study.
Has your study been approved by an ethics committee? Not applicable
Ethics committee - additional information: The study is retrospective.