Deformable vector fields warping for modelling of irregular breathing.

4D imaging Deformable image registration Lung Cancer Organ motion

Journal

Biomedical physics & engineering express
ISSN: 2057-1976
Titre abrégé: Biomed Phys Eng Express
Pays: England
ID NLM: 101675002

Informations de publication

Date de publication:
21 May 2024
Historique:
medline: 22 5 2024
pubmed: 22 5 2024
entrez: 21 5 2024
Statut: aheadofprint

Résumé

Purpose
4D computed tomography (4DCT) is the clinical standard to image organ motion in radiotherapy, although it is limited in imaging breathing variability. We propose a method to transfer breathing motion across longitudinal imaging datasets to include intra-patient variability and verify its performance in lung cancer patients. 
Methods 
Five repeated control 4DCTs for 6 non-small cell lung cancer patients were combined into multi-breath datasets (m4DCT) by merging stages of deformable image registration to isolate respiratory motion. The displacement of the centre of mass of the primary tumour and its volume changes were evaluated to quantify intra-patient differences. Internal target volumes defined on the m4DCT were compared with those conventionally drawn on the 4DCT.
Results 
Motion analysis suggests no discontinuity at the junction between successive breaths, confirming the method's ability to merge repeated imaging into a continuum. Motion (variability) is primarily in superior-inferior direction and goes from 14.4 mm (8.7 mm) down to 0.1 mm (0.6 mm), respectively for tumours located in the lower lobes or most apical ones. On average, up to 65% and 74% of the tumour volume was subject to expansion or contraction in the inhalation and exhalation phases. These variations lead to an enlargement of the ITV up to 8% of its volume in our dataset.
Conclusion 
4DCT can be extended to model variable breathing motion by adding synthetic phases from multiple time-resolved images. The inclusion of this improved knowledge of patients' breathing allows better definition of treatment volumes and their margins for radiation therapy.&#xD.

Identifiants

pubmed: 38772348
doi: 10.1088/2057-1976/ad4e3b
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Informations de copyright

Creative Commons Attribution license.

Auteurs

Anna Chiara Giovannelli (AC)

Paul Scherrer Institut Zentrum für Protonentherapie, Forschungsstrasse 111, Villigen, 5232, SWITZERLAND.

Andreas Köthe (A)

Paul Scherrer Institut Zentrum für Protonentherapie, Forschungsstrasse 111, Villigen, 5232, SWITZERLAND.

Alisha Duetschler (A)

Center for Proton Therapy, Paul Scherrer Institute Center for Proton Therapy, Forschungsstrasse 111, Villigen, 5232, SWITZERLAND.

Sairos Safai (S)

Center for Proton Therapy, Paul Scherrer Institute, WMSA/C12, Villigen - PSI, 5232, SWITZERLAND.

David Meer (D)

Center for Proton Therapy, Paul Scherrer Institute, Forschungsstrasse 111, Villigen PSI, 5232, SWITZERLAND.

Ye Zhang (Y)

Center for Proton Therapy, Paul Scherrer Institut, WMSA/C27.2, Villigen-PSI, 5232, SWITZERLAND.

Damien Charles Weber (DC)

Center for Proton Therapy, Paul Scherrer Institute, Forschungsstrasse 111, Villigen, 5232, SWITZERLAND.

Antony John Lomax (AJ)

Center for Proton Therapy, Paul Scherrer Institute, Forschungsstrasse 111, Villigen, 5232, SWITZERLAND.

Giovanni Fattori (G)

Center for Proton Therapy, Paul Scherrer Institute, 5232 Villigen PSI, Villigen, 20133, SWITZERLAND.

Classifications MeSH