4.1 Review

Harmonization Strategies in Multicenter MRI-Based Radiomics

Journal

JOURNAL OF IMAGING
Volume 8, Issue 11, Pages -

Publisher

MDPI
DOI: 10.3390/jimaging8110303

Keywords

radiomics; MRI; batch effect; variability; feature stability; image harmonization; feature harmonization; multicenter studies; standardization

Funding

  1. Wenner-Gren Foundations
  2. [F2022-0005]

Ask authors/readers for more resources

Radiomics analysis is a powerful tool that extracts features from images to provide diagnostic and prognostic patient information. However, it is susceptible to bias and variation due to various factors. Effective harmonization methods are needed to address these issues.
Radiomics analysis is a powerful tool aiming to provide diagnostic and prognostic patient information directly from images that are decoded into handcrafted features, comprising descriptors of shape, size and textural patterns. Although radiomics is gaining momentum since it holds great promise for accelerating digital diagnostics, it is susceptible to bias and variation due to numerous inter-patient factors (e.g., patient age and gender) as well as inter-scanner ones (different protocol acquisition depending on the scanner center). A variety of image and feature based harmonization methods has been developed to compensate for these effects; however, to the best of our knowledge, none of these techniques has been established as the most effective in the analysis pipeline so far. To this end, this review provides an overview of the challenges in optimizing radiomics analysis, and a concise summary of the most relevant harmonization techniques, aiming to provide a thorough guide to the radiomics harmonization process.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.1
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available