Precise delineation and tumor localization based on novel image registration strategy between optical coherence tomography and computed tomography in the radiotherapy of intraocular cancer
Creators
- 1. Department of Radiation and Medical Oncology, Wenzhou Medical University 1st Affiliated Hospital, Wenzhou 325000 (China)
- 2. School of Ophthalmology and Optometry, Wenzhou Medical University, 270 Xueyuan Road, Wenzhou 325027 (China)
Description
Radiation-associated toxicities due to sophisticated ocular anatomy and shape variability of organs at risk (OARs) are major concerns during external beam radiation therapy (EBRT) of patients with intraocular cancer. A novel two-step image registration strategy between optical coherence tomography (OCT) and computed tomography (CT) images was proposed and validated to precisely localize the target in the EBRT of patients with intraocular cancer. Specifically, multiple features from OCT and CT images were extracted automatically, then spatial transformation based on thin-plate spline function was performed iteratively to achieve feature alignment between the CT and OCT images. Finally, an exclusive OR (XOR) algorithm was applied for precise 3D registration using a 3D-mesh model generated from OCT and CT volumes. The accuracy of the proposed novel registration strategy was validated and tested in a schematic-eye phantom with an artificially introduced tumor and in ten patients with confirmed primary and/or secondary intraocular cancer. There was an average registration error and computational time of 0.21 ± 0.05° and 259 ± 5 s, together with an average Dice similarity coefficient and Hausdorff distance of 88.4 ± 0.65 and 0.89 ± 0.09, respectively. The preliminary experimental results demonstrated that the proposed novel strategy to overcome current limitations on eye modeling and to localize precisely the tumor target during EBRT of intraocular cancer is promising. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1361-6560/ab0ddfAdditional details
Identifiers
Publishing Information
- Journal Title
- Physics in Medicine and Biology
- Journal Volume
- 64
- Journal Issue
- 12
- Journal Page Range
- [8 p.]
- ISSN
- 0031-9155
- CODEN
- PHMBA7
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 52003904
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- COMPUTERIZED TOMOGRAPHY; EXTERNAL BEAM RADIATION THERAPY; IMAGE PROCESSING; NEOPLASMS; PATIENTS; RADIATION HAZARDS; SPLINE FUNCTIONS
- Descriptors DEC
- DIAGNOSTIC TECHNIQUES; DISEASES; FUNCTIONS; HAZARDS; HEALTH HAZARDS; MEDICINE; NUCLEAR MEDICINE; PROCESSING; RADIOLOGY; RADIOTHERAPY; THERAPY; TOMOGRAPHY