Exploring the Bone-Vascular Axis: AI-Augmented Chest CT Analysis in COPD Highlights Association Between Vertebral Bone Density and Arterial Calcifications.
Authors
Affiliations (8)
Affiliations (8)
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany; Diagnostic and Interventional Radiology with Nuclear Medicine, Thoraxklinik Heidelberg, Heidelberg, Germany.
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany.
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany; Neurosurgical Clinic, University Hospital Mannheim, Mannheim, Germany.
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany; Diagnostic and Interventional Radiology with Nuclear Medicine, Thoraxklinik Heidelberg, Heidelberg, Germany; dia.log Center for Radiology, Mühldorf, Germany.
- Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany; Department of Pneumology and Critical Care, Thoraxklinik Heidelberg gGmbH, Heidelberg, Germany.
- MediCenterGermering, Germering, Germany; Department of Medicine V, LMU University Hospital, LMU Munich, Comprehensive Pneumology Center, Germany.
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany; University of Latvia, Faculty of Medicine and Life Sciences, Riga, Latvia; Christian-Albrechts-Universität zu Kiel, Faculty of Medicine, Kiel, Germany.
- Department of Diagnostic and Interventional Radiology (DIR), University Hospital Heidelberg, Heidelberg, Germany; Translational Lung Research Center (TLRC), German Center for Lung Research (DZL), Heidelberg University, Heidelberg, Germany. Electronic address: [email protected].
Abstract
Artificial intelligence (AI) tools enable automated assessment of vertebral bone mineral density (BMD), coronary artery calcification (CAC), and aortic calcification on CT scans, offering multimorbidity analysis in chronic obstructive pulmonary disease (COPD) patients. We aimed to investigate the bone-vascular axis with a focus on COPD severity and inhaled corticosteroid (ICS) use. Low-dose chest CTs of 540 patients from the COSYCONET study were analyzed using AI-based tools. Total thoracic calcification (TTC) was defined as the sum of CAC and aortic calcification volumes. The BMD was measured for T12 in Hounsfield units. Group comparisons and correlation analyses were stratified by COPD severity (GOLD 0-2 vs. GOLD 3-4) and ICS treatment. The modification effect was assessed with multivariable and interaction models. Higher CAC and TTC were significantly associated with increased age, smoking, BMI, and impaired physical function, while gait speed, female sex, and BMD were inversely associated. With no significant difference between GOLD stages, BMD showed a consistent negative correlation with both CAC (ρ = -0.247 and -0.243) and total thoracic calcification (ρ = -0.286 and -0.304). Interaction analyses revealed no significant modification effect for COPD severity; a marginally significant trend toward a stronger association among ICS users for CAC (β = -0.175, p = 0.042), but no significant effect for TTC. The decreased vertebral BMD was associated with increased vascular calcification, independent of COPD severity and marginally dependent on ICS therapy. These findings support the concept of "bone-vascular axis", likely driven by shared degenerative mechanisms.