Multiparametric Data-driven Imaging Markers: Guidelines for Development, Application and Reporting of Model Outputs in Radiomics.
data-driven imaging markers
machine learning
prediction
radiomics
reporting
Journal
Academic radiology
ISSN: 1878-4046
Titre abrégé: Acad Radiol
Pays: United States
ID NLM: 9440159
Informations de publication
Date de publication:
02 2023
02 2023
Historique:
received:
02
06
2022
revised:
21
09
2022
accepted:
01
10
2022
pmc-release:
01
02
2024
pubmed:
22
11
2022
medline:
11
1
2023
entrez:
21
11
2022
Statut:
ppublish
Résumé
This paper is the fifth in a five-part series on statistical methodology for performance assessment of multi-parametric quantitative imaging biomarkers (mpQIBs) for radiomic analysis. Radiomics is the process of extracting visually imperceptible features from radiographic medical images using data-driven algorithms. We refer to the radiomic features as data-driven imaging markers (DIMs), which are quantitative measures discovered under a data-driven framework from images beyond visual recognition but evident as patterns of disease processes irrespective of whether or not ground truth exists for the true value of the DIM. This paper aims to set guidelines on how to build machine learning models using DIMs in radiomics and to apply and report them appropriately. We provide a list of recommendations, named RANDAM (an abbreviation of "Radiomic ANalysis and DAta Modeling"), for analysis, modeling, and reporting in a radiomic study to make machine learning analyses in radiomics more reproducible. RANDAM contains five main components to use in reporting radiomics studies: design, data preparation, data analysis and modeling, reporting, and material availability. Real case studies in lung cancer research are presented along with simulation studies to compare different feature selection methods and several validation strategies.
Identifiants
pubmed: 36411153
pii: S1076-6332(22)00515-3
doi: 10.1016/j.acra.2022.10.001
pmc: PMC9825652
mid: NIHMS1851751
pii:
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
215-229Subventions
Organisme : NINDS NIH HHS
ID : R01 NS109439
Pays : United States
Informations de copyright
Copyright © 2022 The Association of University Radiologists. All rights reserved.
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