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Short-term reproducibility of radiomic features in liver parenchyma and liver malignancies on contrast-enhanced CT imaging
- Source :
- Abdominal Radiology. 43:3271-3278
- Publication Year :
- 2018
- Publisher :
- Springer Science and Business Media LLC, 2018.
-
Abstract
- PURPOSE: To evaluate the short-term reproducibility of radiomic features in liver parenchyma and liver cancers in patients who underwent consecutive contrast-enhanced CT (CECT) with intravenous iodinated contrast within 2 weeks by chance. METHODS: The Institutional Review Board approved this HIPAA-compliant retrospective study and waived the requirement for patients’ informed consent. Patients were included if they had a liver malignancy (liver metastasis, n = 22, intrahepatic cholangiocarcinoma, n = 10, and hepatocellular carcinoma, n = 6), had two consecutive CECT within 14 days, and had no prior or intervening therapy. Liver tumors and liver parenchyma were segmented and radiomic features (n = 254) were extracted. The number of reproducible features (with concordance correlation coefficients > 0.9) was calculated for patient subgroups with different variations in contrast injection rate and pixel resolution. RESULTS: The number of reproducible radiomic features decreased with increasing variations in contrast injection rate and pixel resolution. When including all CECTs with injection rates differences of less than 15% vs. up to 50%, 63/254 vs. 0/254 features were reproducible for liver parenchyma and 68/254 vs. 50/254 features were reproducible for malignancies. When including all CT with pixel resolution differences of 0–5% or 0–15%, 20/254 vs. 0/254 features were reproducible for liver parenchyma; 34/254 liver malignancy features were reproducible with pixel differences up to 15%. CONCLUSION: A greater number of liver malignancy radiomic features were reproducible compared to liver parenchyma features, but the proportion of reproducible features decreased with increasing variations in contrast injection rates and pixel resolution.
- Subjects :
- medicine.medical_specialty
Urology
Contrast Media
Malignancy
Article
030218 nuclear medicine & medical imaging
Metastasis
03 medical and health sciences
0302 clinical medicine
Iodinated contrast
Internal medicine
medicine
Humans
Radiology, Nuclear Medicine and imaging
Intrahepatic Cholangiocarcinoma
Retrospective Studies
Reproducibility
Radiological and Ultrasound Technology
business.industry
Liver Neoplasms
Gastroenterology
Reproducibility of Results
Hepatology
medicine.disease
Radiographic Image Enhancement
Liver
030220 oncology & carcinogenesis
Hepatocellular carcinoma
Biomarker (medicine)
Radiology
Tomography, X-Ray Computed
business
Subjects
Details
- ISSN :
- 23660058 and 2366004X
- Volume :
- 43
- Database :
- OpenAIRE
- Journal :
- Abdominal Radiology
- Accession number :
- edsair.doi.dedup.....1bb03920a635aef16c29ff9581ca0150
- Full Text :
- https://doi.org/10.1007/s00261-018-1600-6