Radiomics in medical imaging—“how-to” guide and critical reflection

JE Van Timmeren, D Cester, S Tanadini-Lang… - Insights into …, 2020 - Springer
Radiomics is a quantitative approach to medical imaging, which aims at enhancing the
existing data available to clinicians by means of advanced mathematical analysis. Through …

Criteria for the translation of radiomics into clinically useful tests

EP Huang, JPB O'Connor, LM McShane… - Nature reviews Clinical …, 2023 - nature.com
Computer-extracted tumour characteristics have been incorporated into medical imaging
computer-aided diagnosis (CAD) algorithms for decades. With the advent of radiomics, an …

Standardization of brain MR images across machines and protocols: bridging the gap for MRI-based radiomics

A Carré, G Klausner, M Edjlali, M Lerousseau… - Scientific reports, 2020 - nature.com
Radiomics relies on the extraction of a wide variety of quantitative image-based features to
provide decision support. Magnetic resonance imaging (MRI) contributes to the …

[HTML][HTML] Radiomics with artificial intelligence: a practical guide for beginners

B Koçak, EŞ Durmaz, E Ateş… - Diagnostic and …, 2019 - ncbi.nlm.nih.gov
Radiomics is a relatively new word for the field of radiology, meaning the extraction of a high
number of quantitative features from medical images. Artificial intelligence (AI) is broadly a …

Within-modality synthesis and novel radiomic evaluation of brain MRI scans

SM Rezaeijo, N Chegeni, F Baghaei Naeini, D Makris… - Cancers, 2023 - mdpi.com
Simple Summary Brain MRI scans often require different imaging sequences based on
tissue types, posing a common challenge. In our research, we propose a method that utilizes …

[HTML][HTML] Radiomics feature reliability assessed by intraclass correlation coefficient: a systematic review

C Xue, J Yuan, GG Lo, ATY Chang… - … imaging in medicine …, 2021 - ncbi.nlm.nih.gov
Radiomics research is rapidly growing in recent years, but more concerns on radiomics
reliability are also raised. This review attempts to update and overview the current status of …

Harmonization strategies for multicenter radiomics investigations

R Da-Ano, D Visvikis, M Hatt - Physics in Medicine & Biology, 2020 - iopscience.iop.org
Carrying out large multicenter studies is one of the key goals to be achieved towards a faster
transfer of the radiomics approach in the clinical setting. This requires large-scale radiomics …

Radiomic analysis: study design, statistical analysis, and other bias mitigation strategies

CS Moskowitz, ML Welch, MA Jacobs, BF Kurland… - Radiology, 2022 - pubs.rsna.org
Rapid advances in automated methods for extracting large numbers of quantitative features
from medical images have led to tremendous growth of publications reporting on radiomic …

Radiomics and artificial intelligence in prostate cancer: new tools for molecular hybrid imaging and theragnostics

V Liberini, R Laudicella, M Balma, DG Nicolotti… - European radiology …, 2022 - Springer
In prostate cancer (PCa), the use of new radiopharmaceuticals has improved the accuracy of
diagnosis and staging, refined surveillance strategies, and introduced specific and …

T2w‐MRI signal normalization affects radiomics features reproducibility

E Scalco, A Belfatto, A Mastropietro, T Rancati… - Medical …, 2020 - Wiley Online Library
Purpose Despite its increasing application, radiomics has not yet demonstrated a solid
reliability, due to the difficulty in replicating analyses. The extraction of radiomic features …