Automated quantification of the pulmonary vasculature in pulmonary embolism and chronic thromboembolic pulmonary hypertension.

CTEPH CTPA pulmonary pulmonary embolism vessel

Journal

Pulmonary circulation
ISSN: 2045-8932
Titre abrégé: Pulm Circ
Pays: United States
ID NLM: 101557243

Informations de publication

Date de publication:
Apr 2023
Historique:
received: 02 12 2022
revised: 30 03 2023
accepted: 31 03 2023
medline: 2 5 2023
pubmed: 2 5 2023
entrez: 2 5 2023
Statut: epublish

Résumé

The shape and distribution of vascular lesions in pulmonary embolism (PE) and chronic thromboembolic pulmonary hypertension (CTEPH) are different. We investigated whether automated quantification of pulmonary vascular morphology and densitometry in arteries and veins imaged by computed tomographic pulmonary angiography (CTPA) could distinguish PE from CTEPH. We analyzed CTPA images from a cohort of 16 PE patients, 6 CTEPH patients, and 15 controls. Pulmonary vessels were extracted with a graph-cut method, and separated into arteries and veins using deep-learning classification. Vascular morphology was quantified by the slope (α) and intercept (β) of the vessel radii distribution. To quantify lung perfusion defects, the median pulmonary vascular density was calculated. By combining these measurements with densities measured in parenchymal areas, pulmonary trunk, and descending aorta, a static perfusion curve was constructed. All separate quantifications were compared between the three groups. No vascular morphology differences were detected in contrast to vascular density values. The median vascular density (interquartile range) was -567 (113), -452 (95), and -470 (323) HU, for the control, PE, and CTEPH group. The static perfusion curves showed different patterns between groups, with a statistically significant difference in aorta-pulmonary trunk gradient between the PE and CTEPH groups (

Identifiants

pubmed: 37128354
doi: 10.1002/pul2.12223
pii: PUL212223
pmc: PMC10148047
doi:

Types de publication

Journal Article

Langues

eng

Pagination

e12223

Informations de copyright

© 2023 The Authors. Pulmonary Circulation published by John Wiley & Sons Ltd on behalf of Pulmonary Vascular Research Institute.

Déclaration de conflit d'intérêts

The authors declare no conflicts of interest.

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Auteurs

Zhiwei Zhai (Z)

Division of Image Processing, Department of Radiology Leiden University Medical Center Leiden The Netherlands.

Gudula J A M Boon (GJAM)

Department of Medicine - Thrombosis and Hemostasis Leiden University Medical Center Leiden The Netherlands.

Marius Staring (M)

Division of Image Processing, Department of Radiology Leiden University Medical Center Leiden The Netherlands.

Lisette F van Dam (LF)

Department of Medicine - Thrombosis and Hemostasis Leiden University Medical Center Leiden The Netherlands.

Lucia J M Kroft (LJM)

Department of Radiology Leiden University Medical Center Leiden The Netherlands.

Irene Hernández Girón (I)

Division of Image Processing, Department of Radiology Leiden University Medical Center Leiden The Netherlands.

Maarten K Ninaber (MK)

Department of Pulmonology Leiden University Medical Center Leiden The Netherlands.

Harm Jan Bogaard (HJ)

Department of Pulmonary Medicine, Amsterdam Cardiovascular Sciences, Amsterdam UMC Vrije Universiteit Amsterdam Amsterdam The Netherlands.

Lilian J Meijboom (LJ)

Department of Radiology and Nuclear Medicine, Amsterdam UMC Vrije Universiteit Amsterdam Amsterdam The Netherlands.

Anton Vonk Noordegraaf (A)

Department of Pulmonary Medicine, Amsterdam Cardiovascular Sciences, Amsterdam UMC Vrije Universiteit Amsterdam Amsterdam The Netherlands.

Menno V Huisman (MV)

Department of Medicine - Thrombosis and Hemostasis Leiden University Medical Center Leiden The Netherlands.

Frederikus A Klok (FA)

Department of Medicine - Thrombosis and Hemostasis Leiden University Medical Center Leiden The Netherlands.

Berend C Stoel (BC)

Division of Image Processing, Department of Radiology Leiden University Medical Center Leiden The Netherlands.

Classifications MeSH