A review in radiomics: making personalized medicine a reality via routine imaging

J Guiot, A Vaidyanathan, L Deprez… - Medicinal research …, 2022 - Wiley Online Library
Radiomics is the quantitative analysis of standard‐of‑care medical imaging; the information
obtained can be applied within clinical decision support systems to create diagnostic …

[HTML][HTML] Image harmonization: A review of statistical and deep learning methods for removing batch effects and evaluation metrics for effective harmonization

F Hu, AA Chen, H Horng, V Bashyam, C Davatzikos… - NeuroImage, 2023 - Elsevier
Magnetic resonance imaging and computed tomography from multiple batches (eg sites,
scanners, datasets, etc.) are increasingly used alongside complex downstream analyses to …

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 …

Treatment response prediction using MRI‐based pre‐, post‐, and delta‐radiomic features and machine learning algorithms in colorectal cancer

S Shayesteh, M Nazari, A Salahshour… - Medical …, 2021 - Wiley Online Library
Objectives We evaluate the feasibility of treatment response prediction using MRI‐based pre‐
, post‐, and delta‐radiomic features for locally advanced rectal cancer (LARC) patients …

Harmonization strategies in multicenter MRI-based radiomics

E Stamoulou, C Spanakis, GC Manikis, G Karanasiou… - Journal of …, 2022 - mdpi.com
Radiomics analysis is a powerful tool aiming to provide diagnostic and prognostic patient
information directly from images that are decoded into handcrafted features, comprising …

The diagnosis, classification, and treatment of sarcoma in this era of artificial intelligence and immunotherapy

A Crombé, M Roulleau‐Dugage… - Cancer …, 2022 - Wiley Online Library
Soft‐tissue sarcomas (STS) represent a group of rare and heterogeneous tumors associated
with several challenges, including incorrect or late diagnosis, the lack of clinical expertise …

Radiomics in oncology, part 1: technical principles and gastrointestinal application in CT and MRI

D Caruso, M Polici, M Zerunian, F Pucciarelli, G Guido… - Cancers, 2021 - mdpi.com
Simple Summary Part I is an overview aimed to investigate some technical principles and
the main fields of radiomic application in gastrointestinal oncologic imaging (CT and MRI) …

Radiomics and magnetic resonance imaging of rectal cancer: from engineering to clinical practice

F Coppola, V Giannini, M Gabelloni, J Panic… - Diagnostics, 2021 - mdpi.com
While cross-sectional imaging has seen continuous progress and plays an undiscussed
pivotal role in the diagnostic management and treatment planning of patients with rectal …

The impact of harmonization on radiomic features in Parkinson's disease and healthy controls: A multicenter study

B Tafuri, A Lombardi, S Nigro, D Urso… - Frontiers in …, 2022 - frontiersin.org
Radiomics is a challenging development area in imaging field that is greatly capturing
interest of radiologists and neuroscientists. However, radiomics features show a strong non …

Challenges in ensuring the generalizability of image quantitation methods for MRI

KE Keenan, JG Delfino, KV Jordanova… - Medical …, 2022 - Wiley Online Library
Image quantitation methods including quantitative MRI, multiparametric MRI, and radiomics
offer great promise for clinical use. However, many of these methods have limited clinical …