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 …

A deep look into radiomics

C Scapicchio, M Gabelloni, A Barucci, D Cioni… - La radiologia …, 2021 - Springer
Radiomics is a process that allows the extraction and analysis of quantitative data from
medical images. It is an evolving field of research with many potential applications in …

Radiomics: the facts and the challenges of image analysis

S Rizzo, F Botta, S Raimondi, D Origgi… - European radiology …, 2018 - Springer
Radiomics is an emerging translational field of research aiming to extract mineable high-
dimensional data from clinical images. The radiomic process can be divided into distinct …

A guide to ComBat harmonization of imaging biomarkers in multicenter studies

F Orlhac, JJ Eertink, AS Cottereau… - Journal of Nuclear …, 2022 - Soc Nuclear Med
The impact of PET image acquisition and reconstruction parameters on SUV measurements
or radiomic feature values is widely documented. This scanner effect is detrimental to the …

Making radiomics more reproducible across scanner and imaging protocol variations: a review of harmonization methods

SA Mali, A Ibrahim, HC Woodruff… - Journal of personalized …, 2021 - mdpi.com
Radiomics converts medical images into mineable data via a high-throughput extraction of
quantitative features used for clinical decision support. However, these radiomic features are …

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 …

Image biomarker standardisation initiative

A Zwanenburg, S Leger, M Vallières, S Löck - arxiv preprint arxiv …, 2016 - arxiv.org
The image biomarker standardisation initiative (IBSI) is an independent international
collaboration which works towards standardising the extraction of image biomarkers from …

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 …

Radiogenomics: bridging imaging and genomics

Z Bodalal, S Trebeschi, TDL Nguyen-Kim, W Schats… - Abdominal …, 2019 - Springer
From diagnostics to prognosis to response prediction, new applications for radiomics are
rapidly being developed. One of the fastest evolving branches involves linking imaging …

[HTML][HTML] Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework

A Ibrahim, S Primakov, M Beuque, HC Woodruff… - Methods, 2021 - Elsevier
The advancement of artificial intelligence concurrent with the development of medical
imaging techniques provided a unique opportunity to turn medical imaging from mostly …