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Updated: Sep 5, 2026

Multi-modal Pulmonary Imaging: Using Complementary Information from CT and Hyperpolarized 129Xe MRI to Evaluate Lung Structure-Function
Published on: April 12, 2024
Automated three-dimensional diaphragm-related surface morphometry from paired chest CT in chronic obstructive
Seho Lee1, Ga Young Shin2, Ji Ye Jung3
1Department of AI Convergence, University of Ulsan, 93, Daehak-ro, Nam-gu, Ulsan 44610, South Korea.
Background:
Chest CT supports quantitative COPD phenotyping, but diaphragm assessment remains limited by poor muscle conspicuity and labour-intensive analysis. We developed a fully automated, annotation-light framework extracting three-dimensional diaphragm-related inferior lung-interface surfaces from paired inspiratory-expiratory CT as surrogates of diaphragmatic dome geometry.
Methods:
In this retrospective multicentre analysis of prospectively enrolled real-world cohort participants, paired CT examinations underwent automated lung isolation, mesh-based inferior-interface extraction, surface completion, and morphometry. After phase-ordering quality control, the internal cohort included 516 paired examinations. External analyses included 35 of 49 COPD participants with successful extraction for cross-scanner feasibility and 60 individuals for COPD-non-COPD replication.
Results:
Automated dome-level localisation agreed strongly with independent readers (intraclass correlation coefficients, 0.92-0.96). COPD examinations showed larger expiratory surface area, longer unadjusted expiratory apico-diaphragmatic lung dimension, altered inspiratory convexity, and lower excursion. Bilateral surface-area differences persisted after adjustment for achieved expiratory CT lung volume, whereas cranio-caudal extent findings were attenuated. In exploratory COPD-non-COPD discrimination, adding diaphragm-related descriptors to expiratory LAA% increased the AUC from 0.780 (95% CI 0.738-0.820) to 0.824 (95% CI 0.794-0.867). Principal morphometric group differences were replicated externally; the ROC model was not externally validated.
Conclusions:
Automated paired-CT morphometry of the diaphragm-related inferior lung interface was feasible and reproducible, captured COPD-related thoraco-diaphragmatic geometry, and provided information complementary to parenchymal density measures.
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