1. Textural heterogeneity of liver lesions in CT imaging - comparison of colorectal and pancreatic metastases.
- Author
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Pietsch, Friedrich L., Haag, Florian, Ayx, Isabelle, Grawe, Freba, Vellala, Abhinay K., Schoenberg, Stefan O., Froelich, Matthias F., and Tharmaseelan, Hishan
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COLORECTAL liver metastasis , *FEATURE extraction , *COMPUTED tomography , *PANCREATIC tumors , *PANCREATIC cancer , *TEXTURE analysis (Image processing) - Abstract
Purpose: Tumoral heterogeneity poses a challenge for personalized cancer treatments. Especially in metastasized cancer, it remains a major limitation for successful targeted therapy, often leading to drug resistance due to tumoral escape mechanisms. This work explores a non-invasive radiomics-based approach to capture textural heterogeneity in liver lesions and compare it between colorectal cancer (CRC) and pancreatic cancer (PDAC). Materials and methods: In this retrospective single-center study 73 subjects (42 CRC, 31 PDAC) with 1291 liver metastases (430 CRC, 861 PDAC) were segmented fully automated on contrast-enhanced CT images by a UNet for medical images. Radiomics features were extracted using the Python package Pyradiomics. The mean coefficient of variation (CV) was calculated patient-wise for each feature to quantify the heterogeneity. An unpaired t-test identified features with significant differences in feature variability between CRC and PDAC metastases. Results: In both colorectal and pancreatic liver metastases, interlesional heterogeneity in imaging can be observed using quantitative imaging features. 75 second-order features were extracted to compare the varying textural characteristics. In total, 18 radiomics features showed a significant difference (p < 0.05) in their expression between the two malignancies. Out of these, 16 features showed higher levels of variability within the cohort of pancreatic metastases, which, as illustrated in a radar plot, suggests greater textural heterogeneity for this entity. Conclusions: Radiomics has the potential to identify the interlesional heterogeneity of CT texture among individual liver metastases. In this proof-of-concept study for the quantification and comparison of imaging-related heterogeneity in liver metastases a variation in the extent of heterogeneity levels in CRC and PDAC liver metastases was shown. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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