Science and Research

Automated CT Image Processing for the Diagnosis, Prediction, and Differentiation of Phenotypes in Chronic Lung Allograft Dysfunction After Lung Transplantation

BACKGROUND: Chronic lung allograft dysfunction (CLAD) after lung transplantation is a common complication with a poor prognosis. We assessed the utility of quantitative computed tomography (CT) for the diagnosis, prediction, and discrimination of CLAD phenotypes. METHODS: We retrospectively analyzed routine inspiratory and expiratory CT scans from 78 patients at different time points after lung transplantation. Mean lung density (MLD), parametric response mapping (PRM), percentage of air trapping, and airway wall morphology parameters were calculated using the image processing software YACTA. Diagnostic and predictive utility was determined by receiver operating characteristic analysis and Pearson correlation. RESULTS: Markers of air trapping showed promise for the diagnosis and prediction of bronchiolitis obliterans syndrome (BOS); for example, expiratory MLD showed areas under the curve (AUCs) of 0.905 for diagnosis and 0.729 for 1-year prediction. For diagnosis of CLAD with mixed phenotype, peripheral measurements (e.g., PRM of peripheral functional small airway disease: AUC 0.893) were most suitable. Markers of airway thickening (e.g., expiratory wall thickness at an inner perimeter of 10 mm: AUC 0.767) gave good diagnostic values for the undefined phenotype. CT biomarkers differed significantly among CLAD phenotypes. CONCLUSIONS: Different CT biomarkers are suitable for the diagnosis of CLAD phenotypes, prediction of BOS, and differentiation of CLAD phenotypes.

  • Kuhnert, S.
  • Halim, N.
  • Sommerlad, J.
  • Gall, H.
  • Yogeswaran, A.
  • Roller, F. C.
  • Krombach, G.
  • Reichert, M.
  • Askevold, I.
  • Hecker, A.
  • Koch, C.
  • Seeger, W.
  • Mayer, K.
  • Weinheimer, O.
  • Hecker, M.

Keywords

  • Humans
  • *Lung Transplantation/adverse effects
  • Male
  • Female
  • Middle Aged
  • Retrospective Studies
  • *Tomography, X-Ray Computed
  • *Phenotype
  • Prognosis
  • Follow-Up Studies
  • Adult
  • *Bronchiolitis Obliterans/etiology/diagnostic imaging/diagnosis
  • *Allografts
  • Graft Rejection/etiology/diagnosis/diagnostic imaging/pathology
  • Image Processing, Computer-Assisted
  • Postoperative Complications/diagnosis
  • Chronic Disease
  • Risk Factors
  • Graft Survival
  • Primary Graft Dysfunction/etiology/diagnosis/diagnostic imaging
  • Respiratory Function Tests
  • Clad
  • LuTX
  • diagnosis
  • prediction
Publication details
DOI: 10.1111/ctr.70137
Journal: Clin Transplant
Pages: e70137 
Number: 4
Work Type: Original
Location: TLRC, UGMLC
Disease Area: PLI, ROR
Partner / Member: JLU, UKHD
Access-Number: 40136064
See publication on PubMed

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