Multiparametric Quantitative Imaging Biomarker as a Multivariate Descriptor of Health: A Roadmap.
Alzheimer's Disease
Multiparametric quantitative imaging biomarker (mp-QIB)
Multivariate biomarker
QIBA
Technical performance
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:
24
10
2022
accepted:
29
10
2022
pmc-release:
01
02
2024
pubmed:
5
12
2022
medline:
11
1
2023
entrez:
4
12
2022
Statut:
ppublish
Résumé
Multiparametric quantitative imaging biomarkers (QIBs) offer distinct advantages over single, univariate descriptors because they provide a more complete measure of complex, multidimensional biological systems. In disease, where structural and functional disturbances occur across a multitude of subsystems, multivariate QIBs are needed to measure the extent of system malfunction. This paper, the first Use Case in a series of articles on multiparameter imaging biomarkers, considers multiple QIBs as a multidimensional vector to represent all relevant disease constructs more completely. The approach proposed offers several advantages over QIBs as multiple endpoints and avoids combining them into a single composite that obscures the medical meaning of the individual measurements. We focus on establishing statistically rigorous methods to create a single, simultaneous measure from multiple QIBs that preserves the sensitivity of each univariate QIB while incorporating the correlation among QIBs. Details are provided for metrological methods to quantify the technical performance. Methods to reduce the set of QIBs, test the superiority of the mp-QIB model to any univariate QIB model, and design study strategies for generating precision and validity claims are also provided. QIBs of Alzheimer's Disease from the ADNI merge data set are used as a case study to illustrate the methods described.
Identifiants
pubmed: 36464548
pii: S1076-6332(22)00585-2
doi: 10.1016/j.acra.2022.10.026
pmc: PMC9825667
mid: NIHMS1847635
pii:
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Review
Research Support, N.I.H., Extramural
Research Support, U.S. Gov't, P.H.S.
Langues
eng
Sous-ensembles de citation
IM
Pagination
159-182Subventions
Organisme : Intramural FDA HHS
ID : FD999999
Pays : United States
Organisme : Intramural NIH HHS
ID : Z99 CA999999
Pays : United States
Informations de copyright
Copyright © 2022 The Association of University Radiologists. All rights reserved.
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