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Radiologist- and computer-based chest imaging quantification at 12 months post transplant correlates with baseline
Mikail Malik1, Gauri Rani Karur2, Apoorva Muralidhar2
1Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Summary
Baseline lung allograft dysfunction (BLAD) after lung transplant is linked to poor survival. Computer-aided CT scans reveal structural changes, with CT-measured total lung capacity and pulmonary vessel volume being key predictors of BLAD.
Area of Science:
- Pulmonary Medicine
- Radiology
- Transplant Surgery
Background:
- Baseline lung allograft dysfunction (BLAD) is defined as spirometry <80% predicted post-lung transplant.
- BLAD is associated with reduced patient survival.
- The CT imaging characteristics of BLAD require further elucidation.
Purpose of the Study:
- To determine the prevalence of CT abnormalities in BLAD.
- To characterize radiologic findings associated with BLAD.
- To identify CT features that predict BLAD.
Main Methods:
- Retrospective cohort study of adult double-lung transplant recipients (12/2017-10/2021).
- Radiologist assessment of CT scans for GGO, reticulation, consolidation, effusion, bronchiectasis, and air-trapping.
- Machine learning-based CT radiomics (CT-measured total lung capacity [CTTLC], pulmonary vessel volume [PVV]) and parametric response mapping for functional small airways disease.
Main Results:
- BLAD patients (46%) showed longer intubation, hospitalization, and lower donor-to-recipient TLC ratio.
- Radiologist review found more pleural effusions in BLAD; computer-aided CT showed more reticulation, GGO, and parenchymal density.
- Lower CTTLC and higher PVV were observed in BLAD. PVV was a significant predictor of BLAD (OR=2.65).
Conclusions:
- Computer-aided CT detects structural changes in BLAD missed by standard radiologist review.
- CTTLC and PVV are strong radiologic predictors of BLAD.
- These findings suggest restrictive physiology and vascular remodeling in BLAD.

