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Unified NDMI for small intestinal cine MRI: repeatability and sensitivity to multicenter variability
Abdominal Radiology (New York)
|December 10, 2025
Summary
A new normalized differential motion index (NDMI) allows fair comparison of small intestinal motility MRI methods. Morphology offered the most consistency, while Implicit Neural Representation (INR) showed best expert agreement.
Area of Science:
- Medical Imaging
- Gastrointestinal Physiology
- Quantitative MRI
Background:
- Assessing small intestinal motility with cine-MRI is crucial for diagnosing gastrointestinal disorders.
- Existing methods for analyzing cine-MRI data lack standardization, hindering comparability across studies and centers.
- A unified, feature-agnostic approach is needed to enable reliable quantitative assessment of intestinal motility.
Purpose of the Study:
- To introduce a novel, comparability-first cine-MRI paradigm for small intestinal motility analysis.
- To establish a unified, feature-agnostic normalized differential motion index (NDMI) for quantitative motility assessment.
- To investigate scan-rescan consistency and sensitivity to simulated multicenter variability across Optical flow, Morphology, and Implicit Neural Representation (INR) methods.
Main Methods:
- Twelve healthy volunteers underwent same-scanner scan-rescan cine-MRI.
- Motility features were extracted using generalized Optical flow, JointSwinUNETR segmentation (Morphology), and INR registration.
- A single NDMI parameterization was applied across methods, compared with expert ratings, and assessed for repeatability and robustness to perturbations.
Main Results:
- All three methods demonstrated favorable agreement with expert ratings, with INR achieving the highest accuracy and Morphology yielding the strongest weighted kappa.
- Morphology exhibited the tightest limits of agreement in Bland-Altman analyses, indicating superior repeatability, while INR showed good robustness to affine changes.
- Dominant variance sources differed across methods under simulated multicenter variability, with Morphology being the fastest (0.03s/frame).
Conclusions:
- The normalized differential motion index (NDMI) provides a unified, feature-agnostic basis for comparing intestinal motility MRI methods.
- Morphology demonstrated the highest consistency, INR showed the best expert agreement and robustness, and Optical flow was more sensitive to signal-to-noise ratio.
- These findings support scenario-aware method selection and advocate for prospective multicenter validation with protocol harmonization for small intestinal motility MRI.
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