Related Experiment Video
Updated: Jan 13, 2026

Author Spotlight: Enhancing Diagnostic Strategies and Biomarker Development for Comprehensive Lung Function Analysis
Published on: August 9, 2024
Biphasic quantitative CT to classify a residual volume-defined subclinical gas-trapping phenotype: development and
Fengzhi Li1, Qi Liu1, Yijin Zan1
1Department of Respiratory and Critical Care Medicine, Air Force Medical Center, Air Force Medical University, Chinese People's Liberation Army (PLA), Beijing, China.
Background:
Subclinical gas-trapping correlates with small-airway dysfunction but is not reliably detected by conventional spirometry. We aimed to develop and internally validate a multivariable biphasic quantitative computed tomography (qCT) model to discriminate a residual volume (RV)-defined gas-trapping phenotype [RV expressed as percent predicted (RV%pred) ≥120%].
Methods:
In a single-center cross-sectional cohort (n=71), low-dose inspiratory/expiratory CT and pulmonary function testing were obtained within 1 week. RV was measured by single-breath (SB) gas dilution and RV%pred. Participants were stratified as RV-elevated (≥120%) or RV-normal (<120%); qCT metrics were compared between groups, correlations with RV%pred were examined, and a five-fold cross-validated logistic model was built with calibration and decision-curve analyses.
Results:
Twenty-three of 71 (32.4%) met the RV-elevated criterion. Compared with RV-normal, the RV-elevated group showed higher mean lung density ratio (MLD_ex/in) (P=0.005), lower mean lung density difference (MLD_ex-in) (P=0.007), and higher low-attenuation fractions (VI-856, VI-950, VI-910) (P≤0.03); lung volume ratio (LV), volume decrease ratio (VDR), relative volume change (RVC), 15th percentile lung density (Perc15) were not significant (P>0.05). RV%pred correlated moderately with VI-856, MLD_ex/in, MLD_ex-in (|r|≈0.44-0.49), and weakly with VI-950 (r≈0.25). The qCT model achieved an area under the receiver operating characteristic curve (AUC) =0.862 (training) and 0.788 (internal validation), with good calibration and decision-analytic net benefit; feature contributions were dominated by VI-856, MLD_ex/in, and MLD_ex-in.
Conclusions:
Biphasic qCT-especially VI-856, MLD_ex/in, MLD_ex-in-captures a subclinical gas-trapping phenotype aligned with an RV-based operational definition and may aid early risk stratification and monitoring.
More Related Videos
02:09Multi-modal Pulmonary Imaging: Using Complementary Information from CT and Hyperpolarized 129Xe MRI to Evaluate Lung Structure-Function
Published on: April 12, 2024
08:25Combining Volumetric Capnography And Barometric Plethysmography To Measure The Lung Structure-function Relationship
Published on: January 8, 2019
Related Concept Videos
Respiratory Volumes
Tidal Volume (TV) Tidal volume (TV) is the air inhaled or exhaled in a...
Respiratory Volumes and Capacities I
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History
Respiratory Volumes and Capacities
Model Approaches for Pharmacokinetic Data: Compartment Models
Two primary types of compartment models are recognized: mammillary and catenary. The more...