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Geometric Reliability of Super-Resolution Reconstructed Images from Clinical Fetal MRI in the Second Trimester
Tommaso Ciceri1,2, Letizia Squarcina3, Alessandro Pigoni4,5
1NeuroImaging Laboratory, Scientific Institute IRCCS Eugenio Medea, Bosisio Parini, Italy.
Neuroinformatics
|June 7, 2023
Summary
Super-resolution (SR) reconstruction of fetal brain MRI using toolkits like NiftyMIC and MIALSRTK provides reliable biometric assessments. This advanced technique enhances quantitative measurements compared to traditional 2D fetal MRI analysis.
Area of Science:
- Medical Imaging
- Neuroscience
- Radiology
Background:
- Fetal Magnetic Resonance Imaging (MRI) is crucial for noninvasive central nervous system (CNS) development assessment.
- Current clinical practice relies on manual biometric measurements from 2D fetal brain MRI sequences.
- Super-Resolution (SR) reconstruction enables 3D analysis from 2D images, offering potential improvements.
Purpose of the Study:
- To evaluate the reliability of SR reconstructed fetal brain volumes for biometric assessments.
- To compare different reconstruction toolkits (NiftyMIC, MIALSRTK, SVRTK) and MRI sequences (T2w TSE, b-FFE).
- To assess the impact of SR reconstruction on the accuracy and reproducibility of fetal biometry.
Main Methods:
- Analysis of 17 second-trimester fetal MR exams with T2w TSE and b-FFE sequences.
- Reconstruction of high-resolution 3D volumes using NiftyMIC, MIALSRTK, and SVRTK.
- Comparison of 15 biometric measurements from 2D images and SR volumes using statistical methods.
Main Results:
- NiftyMIC and MIALSRTK demonstrated reliable SR volumes suitable for fetal brain biometry.
- NiftyMIC improved operator intraclass correlation for quantitative biometric measures.
- T2w TSE sequences yielded more robust reconstructions against artifacts than b-FFE sequences.
Conclusions:
- Automatic toolkits like NiftyMIC and MIALSRTK are valuable for fetal brain reconstruction and biometry.
- SR reconstruction enhances the evaluation of fetal brain development in early pregnancy.
- T2w TSE sequences are recommended for more robust fetal brain reconstructions.
Keywords:
Fetal biometryFetal brainMagnetic Resonance ImagingPediatric ImagingSuper-Resolution Algorithm
