Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
A Zwanenburg - European journal of nuclear medicine and molecular …, 2019 - Springer
Radiomics in nuclear medicine is rapidly expanding. Reproducibility of radiomics studies in
multicentre settings is an important criterion for clinical translation. We therefore performed a …
multicentre settings is an important criterion for clinical translation. We therefore performed a …
[HTML][HTML] Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework
The advancement of artificial intelligence concurrent with the development of medical
imaging techniques provided a unique opportunity to turn medical imaging from mostly …
imaging techniques provided a unique opportunity to turn medical imaging from mostly …
Reproducibility of CT radiomic features within the same patient: influence of radiation dose and CT reconstruction settings
M Meyer, J Ronald, F Vernuccio, RC Nelson… - Radiology, 2019 - pubs.rsna.org
Background Results of recent phantom studies show that variation in CT acquisition
parameters and reconstruction techniques may make radiomic features largely …
parameters and reconstruction techniques may make radiomic features largely …
Reliability and prognostic value of radiomic features are highly dependent on choice of feature extraction platform
I Fornacon-Wood, H Mistry, CJ Ackermann… - European …, 2020 - Springer
Objective To investigate the effects of Image Biomarker Standardisation Initiative (IBSI)
compliance, harmonisation of calculation settings and platform version on the statistical …
compliance, harmonisation of calculation settings and platform version on the statistical …
Radiomics in precision medicine for gastric cancer: opportunities and challenges
Q Chen, L Zhang, S Liu, J You, L Chen, Z Jin… - European …, 2022 - Springer
Objectives Radiomic features derived from routine medical images show great potential for
personalized medicine in gastric cancer (GC). We aimed to evaluate the current status and …
personalized medicine in gastric cancer (GC). We aimed to evaluate the current status and …
Artificial intelligence, machine (deep) learning and radio (geno) mics: definitions and nuclear medicine imaging applications
D Visvikis, C Cheze Le Rest, V Jaouen… - European journal of …, 2019 - Springer
Techniques from the field of artificial intelligence, and more specifically machine (deep)
learning methods, have been core components of most recent developments in the field of …
learning methods, have been core components of most recent developments in the field of …
Understanding sources of variation to improve the reproducibility of radiomics
B Zhao - Frontiers in oncology, 2021 - frontiersin.org
Radiomics is the method of choice for investigating the association between cancer imaging
phenotype, cancer genotype and clinical outcome prediction in the era of precision …
phenotype, cancer genotype and clinical outcome prediction in the era of precision …
[HTML][HTML] Non-small cell lung carcinoma histopathological subtype phenotyping using high-dimensional multinomial multiclass CT radiomics signature
Objective The aim of this study was to identify the most important features and assess their
discriminative power in the classification of the subtypes of NSCLC. Methods This study …
discriminative power in the classification of the subtypes of NSCLC. Methods This study …
Radiomics: data are also images
The aim of this review is to provide readers with an update on the state of the art, pitfalls,
solutions for those pitfalls, future perspectives, and challenges in the quickly evolving field of …
solutions for those pitfalls, future perspectives, and challenges in the quickly evolving field of …
Early diagnosis of liver metastases from colorectal cancer through CT radiomics and formal methods: a pilot study
Background: Liver metastases are a leading cause of cancer-associated deaths in patients
affected by colorectal cancer (CRC). The multidisciplinary strategy to treat CRC is more …
affected by colorectal cancer (CRC). The multidisciplinary strategy to treat CRC is more …