Sophia Zackrisson
Manager
Methodology to simulate temporal changes in breast tumors and parenchyma using Perlin noise
Author
Editor
- John M. Sabol
- Ke Li
- Shiva Abbaszadeh
Summary, in English
Simulating temporal changes in breast tissue has been challenging, despite advancement in virtual clinical trials. This study aims to enable virtual trials over time, motivated by interest in the effect of tissue involution on tumor visibility. We present a framework for creating 3D voxel-based breast phantoms and lesions using in-house Perlin Noise-based algorithm. The framework consists of three modules “Population Creator”, “Phantom Creator” and “Lesion Creator”. Population Creator generates a population based on characteristics from real clinical cases. Phantom and Lesion Creator enable selection of breast shape, size, density, and lesion shape and size. Perlin Noise parameters are selected to match the appearance of different tissue types. We used open-source software to reconstruct digital breast tomosynthesis images. Alternative software can be used for other imaging modalities. We illustrate the use of the framework to simulate temporal changes in the breast. First, assuming that the average volumetric breast density is 10.7% at 57 years of age and decreases exponentially over time, we create the phantom at the start and the end of the screening program (40 and 74 years, respectively, in Sweden). The breast density was calculated as 16.0% and 7.2%, respectively. Second, we show a simulated lesion at different time points, assuming a tumour volume doubling time of 282 days. We present a simulation framework for temporal changes in breast anatomy. We illustrate two applications which support the use of virtual clinical trials over time.
Department/s
- Diagnostic Radiology, (Lund)
- Radiology Diagnostics, Malmö
- Medical Radiation Physics, Malmö
- LUCC: Lund University Cancer Centre
- Medical Radiation Physics, Lund
- Department of Translational Medicine
- EpiHealth: Epidemiology for Health
- LTH Profile Area: Photon Science and Technology
- LU Profile Area: Light and Materials
Publishing year
2025
Language
English
Publication/Series
Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume
13405
Document type
Conference paper
Publisher
SPIE
Topic
- Radiology and Medical Imaging
Keywords
- breast density
- Breast phantoms
- breast tumors
- computer simulation
- temporal changes in anatomy
- virtual clinical trials
Conference name
Medical Imaging 2025: Physics of Medical Imaging
Conference date
2025-02-17 - 2025-02-21
Conference place
San Diego, United States
Status
Published
Research group
- Radiology Diagnostics, Malmö
- Medical Radiation Physics, Malmö
ISBN/ISSN/Other
- ISBN: 9781510685888