DOI 10.1016/j.rmed.2026.109139
Automated three-dimensional diaphragm-related surface morphometry from paired chest CT in chronic obstructive pulmonary disease.
Аннотация
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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