Multiparametric Quantitative Imaging Biomarkers for Phenotype Classification: A Framework for Development and Validation.
QIBA
multi-class classification
multi-parametric quantitative imaging biomarkers (mp-QIBs)
multiparametric classification
phenotype classification
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:
22
08
2022
accepted:
05
09
2022
pmc-release:
01
02
2024
pubmed:
7
10
2022
medline:
11
1
2023
entrez:
6
10
2022
Statut:
ppublish
Résumé
This manuscript is the third in a five-part series related to statistical assessment methodology for technical performance of multi-parametric quantitative imaging biomarkers (mp-QIBs). We outline approaches and statistical methodologies for developing and evaluating a phenotype classification model from a set of multiparametric QIBs. We then describe validation studies of the classifier for precision, diagnostic accuracy, and interchangeability with a comparator classifier. We follow with an end-to-end real-world example of development and validation of a classifier for atherosclerotic plaque phenotypes. We consider diagnostic accuracy and interchangeability to be clinically meaningful claims for a phenotype classification model informed by mp-QIB inputs, aiming to provide tools to demonstrate agreement between imaging-derived characteristics and clinically established phenotypes. Understanding that we are working in an evolving field, we close our manuscript with an acknowledgement of existing challenges and a discussion of where additional work is needed. In particular, we discuss the challenges involved with technical performance and analytical validation of mp-QIBs. We intend for this manuscript to further advance the robust and promising science of multiparametric biomarker development.
Identifiants
pubmed: 36202670
pii: S1076-6332(22)00495-0
doi: 10.1016/j.acra.2022.09.004
pmc: PMC9825632
mid: NIHMS1835352
pii:
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
183-195Subventions
Organisme : Intramural NIH HHS
ID : Z99 CA999999
Pays : United States
Informations de copyright
Published by Elsevier Inc.
Références
J Biopharm Stat. 2007;17(4):697-719
pubmed: 17613649
J Cardiovasc Dev Dis. 2019 Jul 27;6(3):
pubmed: 31357630
Arterioscler Thromb Vasc Biol. 2000 May;20(5):1262-75
pubmed: 10807742
Obstet Gynecol. 2012 Dec;120(6):1465-71
pubmed: 23168774
Stat Med. 2013 Apr 30;32(9):1467-82
pubmed: 23296397
Stat Med. 2000 Feb 29;19(4):453-73
pubmed: 10694730
Int J Biomed Imaging. 2018 Apr 12;2018:4303161
pubmed: 29849536
Arterioscler Thromb Vasc Biol. 2021 May 5;41(5):1738-1750
pubmed: 33691476
Eur J Radiol. 2012 Nov;81(11):3102-6
pubmed: 22749107
Dig Dis Sci. 2016 May;61(5):1337-47
pubmed: 26848588
J Natl Cancer Inst. 2003 Jan 1;95(1):14-8
pubmed: 12509396
Sci Rep. 2015 Jun 08;5:10888
pubmed: 26051359
PLoS One. 2019 Apr 10;14(4):e0214921
pubmed: 30970039
J Med Imaging (Bellingham). 2018 Oct;5(4):044501
pubmed: 30840739
Nat Mach Intell. 2019 May;1(5):206-215
pubmed: 35603010
Arterioscler Thromb Vasc Biol. 2000 May;20(5):1177-8
pubmed: 10807728
Per Med. 2010 Jan 1;7(1):33-47
pubmed: 20383292
Am J Epidemiol. 2012 Sep 15;176(6):482-7
pubmed: 22875756
J Hepatol. 2007 Oct;47(4):598-607
pubmed: 17692984
Proc Natl Acad Sci U S A. 2002 May 14;99(10):6562-6
pubmed: 11983868
Crit Rev Clin Lab Sci. 2019 Jan;56(1):33-60
pubmed: 30457415
Stat Methods Med Res. 2015 Feb;24(1):107-40
pubmed: 24919828
Stat Methods Med Res. 2015 Feb;24(1):141-74
pubmed: 24872353
Radiology. 2015 Dec;277(3):813-25
pubmed: 26267831
J Thorac Oncol. 2015 May;10(5):754-761
pubmed: 25898956
BMJ. 1994 Jun 11;308(6943):1552
pubmed: 8019315
Acad Radiol. 2023 Feb;30(2):215-229
pubmed: 36411153
Med Decis Making. 1991 Apr-Jun;11(2):88-94
pubmed: 1907710
Stat Med. 2008 Jan 30;27(2):157-72; discussion 207-12
pubmed: 17569110
Ann Thorac Med. 2009 Jul;4(3):149-57
pubmed: 19641649
Circ Cardiovasc Imaging. 2015 Mar;8(3):
pubmed: 25711274
BMJ. 1994 Jul 16;309(6948):188
pubmed: 8044101
Acad Radiol. 2023 Feb;30(2):159-182
pubmed: 36464548
BMC Med Res Methodol. 2011 Jan 28;11:13
pubmed: 21276237
Acad Radiol. 2014 Nov;21(11):1483-9
pubmed: 25300725
J Clin Epidemiol. 1991;44(8):763-70
pubmed: 1941027
Epidemiology. 2012 Jan;23(1):72-82
pubmed: 22157304
Radiology. 2018 Feb;286(2):622-631
pubmed: 28858564
Stat Med. 2001 Oct 15;20(19):2845-63
pubmed: 11568944
Stat Med. 1996 Feb 28;15(4):361-87
pubmed: 8668867
Stat Methods Med Res. 1992;1(2):201-18
pubmed: 1341658
BMJ. 1994 Jul 9;309(6947):102
pubmed: 8038641
Clin Cancer Res. 2017 Jul 1;23(13):3334-3342
pubmed: 28073839
Clin Chem. 2012 Dec;58(12):1636-43
pubmed: 22730450
Clin Chem. 1993 Apr;39(4):561-77
pubmed: 8472349
Acad Radiol. 2023 Feb;30(2):147-158
pubmed: 36180328
Lancet Respir Med. 2014 Aug;2(8):611-20
pubmed: 24853585
Stat Methods Med Res. 2015 Feb;24(1):68-106
pubmed: 24919829
J Am Stat Assoc. 1948 Dec;43(244):572-4
pubmed: 18123073
Biometrics. 2020 Sep;76(3):843-852
pubmed: 31732971
AJR Am J Roentgenol. 2005 Feb;184(2):364-72
pubmed: 15671347
Lancet. 2000 Nov 25;356(9244):1844-7
pubmed: 11117930
Stat Methods Med Res. 2015 Feb;24(1):27-67
pubmed: 24919831
Am J Epidemiol. 2011 Aug 1;174(3):364-74
pubmed: 21673124
Stat Methods Med Res. 2015 Feb;24(1):9-26
pubmed: 24919826
Radiology. 2010 Oct;257(1):14-7
pubmed: 20851935
Acad Radiol. 2005 Sep;12(9):1198-204
pubmed: 16099683
Sci Rep. 2020 Aug 21;10(1):14071
pubmed: 32826944
Radiology. 2015 Sep;276(3):845-61
pubmed: 26079489
BMJ. 2004 Jul 17;329(7458):168-9
pubmed: 15258077
Cerebrovasc Dis. 2009;27(5):493-501
pubmed: 19342825
J Am Coll Cardiol. 2019 Jan 29;73(3):291-301
pubmed: 30678759
Radiology. 2015 Dec;277(3):826-32
pubmed: 26509226
J Am Coll Cardiol. 2006 Apr 18;47(8 Suppl):C13-8
pubmed: 16631505
Science. 1988 Jun 3;240(4857):1285-93
pubmed: 3287615
Stat Med. 1996 Oct 15;15(19):1987-97
pubmed: 8896134