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 …

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 …

A postreconstruction harmonization method for multicenter radiomic studies in PET

F Orlhac, S Boughdad, C Philippe… - Journal of Nuclear …, 2018 - Soc Nuclear Med
Several reports have shown that radiomic features are affected by acquisition and
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

P Lohmann, MA Elahmadawy, R Gutsche, JM Werner… - Cancers, 2020 - mdpi.com
Simple Summary Following chemoradiation with alkylating agents in glioma patients,
structural magnetic resonance imaging (MRI) may suggest tumor progression which …

Texture analysis of medical images for radiotherapy applications

E Scalco, G Rizzo - The British journal of radiology, 2017 - academic.oup.com
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 …

[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 …

[PDF][PDF] Radiomics in PET imaging: a practical guide for newcomers

F Orlhac, C Nioche, I Klyuzhin, A Rahmim, I Buvat - PET clinics, 2021 - Elsevier
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 …

[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 …

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 …

[HTML][HTML] Prediction of cervical cancer recurrence using textural features extracted from 18F-FDG PET images acquired with different scanners

S Reuzé, F Orlhac, C Chargari, C Nioche, E Limkin… - Oncotarget, 2017 - ncbi.nlm.nih.gov
Objectives To identify an imaging signature predicting local recurrence for locally advanced
cervical cancer (LACC) treated by chemoradiation and brachytherapy from baseline 18 F …