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 …
PET-derived radiomics and artificial intelligence in breast cancer: a systematic review
L Urso, L Manco, A Castello, L Evangelista… - International Journal of …, 2022 - mdpi.com
Breast cancer (BC) is a heterogeneous malignancy that still represents the second cause of
cancer-related death among women worldwide. Due to the heterogeneity of BC, the correct …
cancer-related death among women worldwide. Due to the heterogeneity of BC, the correct …
A postreconstruction harmonization method for multicenter radiomic studies in PET
Several reports have shown that radiomic features are affected by acquisition and
reconstruction parameters, thus hampering multicenter studies. We propose a method that …
reconstruction parameters, thus hampering multicenter studies. We propose a method that …
FET PET radiomics for differentiating pseudoprogression from early tumor progression in glioma patients post-chemoradiation
Simple Summary Following chemoradiation with alkylating agents in glioma patients,
structural magnetic resonance imaging (MRI) may suggest tumor progression which …
structural magnetic resonance imaging (MRI) may suggest tumor progression which …
Texture analysis of medical images for radiotherapy applications
The high-throughput extraction of quantitative information from medical images, known as
radiomics, has grown in interest due to the current necessity to quantitatively characterize …
radiomics, has grown in interest due to the current necessity to quantitatively characterize …
[HTML][HTML] Challenges and promises of PET radiomics
GJR Cook, G Azad, K Owczarczyk, M Siddique… - International Journal of …, 2018 - Elsevier
Purpose Radiomics describes the extraction of multiple, otherwise invisible, features from
medical images that, with bioinformatic approaches, can be used to provide additional …
medical images that, with bioinformatic approaches, can be used to provide additional …
[PDF][PDF] Radiomics in PET imaging: a practical guide for newcomers
Radiomic analysis of PET images is a promising approach to extract subtler information and
continuously evolves with advances in artificial intelligence. Using deep-learning methods …
continuously evolves with advances in artificial intelligence. Using deep-learning methods …
[HTML][HTML] Combined FET PET/MRI radiomics differentiates radiation injury from recurrent brain metastasis
P Lohmann, M Kocher, G Ceccon, EK Bauer… - NeuroImage: Clinical, 2018 - Elsevier
Background The aim of this study was to investigate the potential of combined textural
feature analysis of contrast-enhanced MRI (CE-MRI) and static O-(2-[18 F] fluoroethyl)-L …
feature analysis of contrast-enhanced MRI (CE-MRI) and static O-(2-[18 F] fluoroethyl)-L …
Repeatability of 18F‐FDG PET radiomic features: A phantom study to explore sensitivity to image reconstruction settings, noise, and delineation method
E Pfaehler, RJ Beukinga, JR de Jong… - Medical …, 2019 - Wiley Online Library
Background 18F‐fluoro‐2‐deoxy‐D‐Glucose positron emission tomography (18F‐FDG
PET) radiomics has the potential to guide the clinical decision making in cancer patients, but …
PET) radiomics has the potential to guide the clinical decision making in cancer patients, but …
[HTML][HTML] Prediction of cervical cancer recurrence using textural features extracted from 18F-FDG PET images acquired with different scanners
Objectives To identify an imaging signature predicting local recurrence for locally advanced
cervical cancer (LACC) treated by chemoradiation and brachytherapy from baseline 18 F …
cervical cancer (LACC) treated by chemoradiation and brachytherapy from baseline 18 F …