Evidence map›Paper›PMID 40136064›Full record

ArticleClinical transplantation2025

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

Stefan Kuhnert, Nermin Halim, Janine Sommerlad, Henning Gall, Athiththan Yogeswaran, Fritz C Roller, Gabriele Krombach, Martin Reichert, Ingolf Askevold, Andreas Hecker and 5 more

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Article in Clinical transplantation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

15 authors.

Stefan KuhnertDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0002-1698-2155
Nermin HalimDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.
Janine SommerladDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.
Henning GallDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0001-7016-7373
Athiththan YogeswaranDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0001-9505-8608
Fritz C RollerDepartment of Radiology, Justus-Liebig-University Giessen, Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.ORCID 0000-0002-6927-3248
Gabriele KrombachDepartment of Radiology, Justus-Liebig-University Giessen, Universities of Giessen and Marburg Lung Center (UGMLC), Giessen, Germany.ORCID 0000-0003-2493-3289
Martin ReichertDepartment of General, Visceral, Thoracic and Transplant Surgery, University Hospital Giessen, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0003-0795-0941
Ingolf AskevoldDepartment of General, Visceral, Thoracic and Transplant Surgery, University Hospital Giessen, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0002-3247-4863
Andreas HeckerDepartment of General, Visceral, Thoracic and Transplant Surgery, University Hospital Giessen, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0002-7704-7494
Christian KochDepartment of Anesthesiology, Operative Intensive Care and Pain Medicine, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0002-2655-7363
Werner SeegerDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0003-1946-0894
Konstantin MayerDepartment of Pulmonology and Sleep Medicine, ViDia Clinics, Karlsruhe, Germany.ORCID 0000-0002-6565-2187
Oliver WeinheimerDepartment of Diagnostic and Interventional Radiology, University Hospital of Heidelberg, Heidelberg, Germany.ORCID 0000-0002-9507-076X
Matthias HeckerDepartment of Internal Medicine II, University Hospital Giessen and Marburg, Justus-Liebig-University Giessen, Giessen, Germany.ORCID 0000-0003-0614-5967

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundChronic 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.

methodsWe 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.

resultsMarkers 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.

conclusionsDifferent CT biomarkers are suitable for the diagnosis of CLAD phenotypes, prediction of BOS, and differentiation of CLAD phenotypes.

Indexed as

Bronchiolitis ObliteransGraft RejectionImage Processing, Computer-AssistedLung TransplantationPostoperative ComplicationsPrimary Graft DysfunctionTomography, X-Ray ComputedAdultAllograftsChronic DiseaseFemaleFollow-Up StudiesGraft SurvivalHumansMaleMiddle AgedCLADdiagnosisLuTXprediction

Identifiers

PMID40136064

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.