Metrics to evaluate the performance of auto-segmentation for radiation treatment planning: A critical review.
Auto-segmentation
Contouring
Quality assurance
Treatment planning
Journal
Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology
ISSN: 1879-0887
Titre abrégé: Radiother Oncol
Pays: Ireland
ID NLM: 8407192
Informations de publication
Date de publication:
07 2021
07 2021
Historique:
received:
18
11
2020
revised:
01
05
2021
accepted:
03
05
2021
pubmed:
14
5
2021
medline:
28
7
2021
entrez:
13
5
2021
Statut:
ppublish
Résumé
Advances in artificial intelligence-based methods have led to the development and publication of numerous systems for auto-segmentation in radiotherapy. These systems have the potential to decrease contour variability, which has been associated with poor clinical outcomes and increased efficiency in the treatment planning workflow. However, there are no uniform standards for evaluating auto-segmentation platforms to assess their efficacy at meeting these goals. Here, we review the most frequently used evaluation techniques which include geometric overlap, dosimetric parameters, time spent contouring, and clinical rating scales. These data suggest that many of the most commonly used geometric indices, such as the Dice Similarity Coefficient, are not well correlated with clinically meaningful endpoints. As such, a multi-domain evaluation, including composite geometric and/or dosimetric metrics with physician-reported assessment, is necessary to gauge the clinical readiness of auto-segmentation for radiation treatment planning.
Identifiants
pubmed: 33984348
pii: S0167-8140(21)06228-9
doi: 10.1016/j.radonc.2021.05.003
pmc: PMC9444281
mid: NIHMS1832301
pii:
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, U.S. Gov't, P.H.S.
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
185-191Subventions
Organisme : NCI NIH HHS
ID : P30 CA008748
Pays : United States
Organisme : AHRQ HHS
ID : R18 HS026881
Pays : United States
Informations de copyright
Copyright © 2021 Elsevier B.V. All rights reserved.
Références
Brachytherapy. 2020 Mar - Apr;19(2):146-153
pubmed: 32067884
Front Oncol. 2017 Sep 25;7:221
pubmed: 28993798
J Clin Oncol. 2016 Mar 1;34(7):684-90
pubmed: 26729432
IEEE Trans Image Process. 1999;8(3):425-9
pubmed: 18262885
Neuroimage. 2004 Apr;21(4):1428-42
pubmed: 15050568
Radiat Oncol. 2012 Sep 18;7:160
pubmed: 22989046
J Med Imaging Radiat Oncol. 2022 Jun 1;:
pubmed: 35650174
J Med Internet Res. 2021 Jul 12;23(7):e26151
pubmed: 34255661
IEEE Trans Med Imaging. 2004 Jul;23(7):903-21
pubmed: 15250643
Int J Radiat Oncol Biol Phys. 2020 Jul 15;107(4):827-835
pubmed: 32311418
Int J Radiat Oncol Biol Phys. 2012 Nov 1;84(3):590-5
pubmed: 22445006
J Med Imaging Radiat Oncol. 2016 Jun;60(3):393-406
pubmed: 27170216
Phys Med Biol. 2009 May 7;54(9):2863-73
pubmed: 19384002
Acad Radiol. 2004 Feb;11(2):178-89
pubmed: 14974593
J Am Coll Radiol. 2009 Jun;6(6):455-8
pubmed: 19467494
Phys Imaging Radiat Oncol. 2019 Dec 17;13:1-6
pubmed: 33458300
Med Phys. 2018 Nov;45(11):5105-5115
pubmed: 30229951
Radiother Oncol. 2014 Sep;112(3):317-20
pubmed: 25315862
Radiother Oncol. 2011 Mar;98(3):373-7
pubmed: 21269714
Med Phys. 2014 May;41(5):050902
pubmed: 24784366
Neuroimaging Clin N Am. 2020 Nov;30(4):517-529
pubmed: 33039001
Radiother Oncol. 2019 Feb;131:215-220
pubmed: 30107948
Radiother Oncol. 2020 Dec;153:55-66
pubmed: 32920005
Int J Radiat Oncol Biol Phys. 2012 Feb 1;82(2):809-16
pubmed: 21277694
Radiother Oncol. 2020 Jun;147:22-29
pubmed: 32240907
J Digit Imaging. 2011 Oct;24(5):794-803
pubmed: 20978922
Int J Radiat Oncol Biol Phys. 2010 Jul 1;77(3):959-66
pubmed: 20231069
Pract Radiat Oncol. 2016 Nov - Dec;6(6):442-449
pubmed: 27374191
Radiother Oncol. 2018 Feb;126(2):312-317
pubmed: 29208513
Int J Radiat Oncol Biol Phys. 2014 Jul 1;89(3):633-40
pubmed: 24755533
Int J Radiat Oncol Biol Phys. 2013 May 1;86(1):27-33
pubmed: 23154075
Int J Radiat Oncol Biol Phys. 2019 Nov 1;105(3):567-580
pubmed: 31276776
Radiol Oncol. 2016 May 09;50(3):254-62
pubmed: 27679540
Int J Radiat Oncol Biol Phys. 2013 Oct 1;87(2):246-60
pubmed: 23683829
Radiother Oncol. 2015 Jun;115(3):407-11
pubmed: 26025546
BMC Med Imaging. 2015 Aug 12;15:29
pubmed: 26263899
Radiother Oncol. 2015 Dec;117(3):432-7
pubmed: 26328939
Radiother Oncol. 2018 May;127(2):190-196
pubmed: 29605479
Med Phys. 2017 Jun;44(6):e1-e42
pubmed: 28120467
Cureus. 2018 Feb 27;10(2):e2236
pubmed: 29719739
Radiother Oncol. 2012 Oct;105(1):4-8
pubmed: 22985777
J Natl Cancer Inst. 2013 Mar 20;105(6):387-93
pubmed: 23468460
Radiother Oncol. 2017 Jun;123(3):424-430
pubmed: 28478912
Radiat Oncol. 2011 Sep 09;6:110
pubmed: 21906279
Clin Oncol (R Coll Radiol). 2010 Sep;22(7):515-25
pubmed: 20554168
Radiat Oncol. 2014 Aug 03;9:173
pubmed: 25086641
Radiother Oncol. 2005 Nov;77(2):182-90
pubmed: 16256231
Int J Radiat Oncol Biol Phys. 2018 Feb 1;100(2):361-373
pubmed: 29353654
Radiother Oncol. 2020 Sep;150:30-39
pubmed: 32504762
Semin Radiat Oncol. 2019 Jul;29(3):185-197
pubmed: 31027636
Pract Radiat Oncol. 2014 Jan-Feb;4(1):e31-7
pubmed: 24621429
JAMA Oncol. 2019 May 01;5(5):654-661
pubmed: 30998808
Radiother Oncol. 2020 Dec;153:67-78
pubmed: 32976873
J Med Radiat Sci. 2014 Sep;61(3):151-8
pubmed: 26229651
Pract Radiat Oncol. 2013 Jul - Sep;3(3):149-156
pubmed: 24175002
Int J Radiat Oncol Biol Phys. 2013 Nov 15;87(4):809-16
pubmed: 24138920
Med Dosim. 2020 Spring;45(1):60-65
pubmed: 31345672
Radiother Oncol. 2019 Sep;138:68-74
pubmed: 31146073
J Glob Oncol. 2018 Jul;4:1-11
pubmed: 30110221
Int J Radiat Oncol Biol Phys. 2009 Apr 1;73(5):1493-500
pubmed: 18804333
Int J Radiat Oncol Biol Phys. 2011 Nov 15;81(4):950-7
pubmed: 20932664
Int J Radiat Oncol Biol Phys. 2011 Mar 1;79(3):943-7
pubmed: 21281897
Radiat Oncol. 2013 Jun 26;8:154
pubmed: 23803232
J Clin Oncol. 2010 Jun 20;28(18):2996-3001
pubmed: 20479390
Phys Med Biol. 2016 Sep 7;61(17):6553-69
pubmed: 27530679
Radiother Oncol. 2014 Jun;111(3):400-5
pubmed: 24746578
Radiother Oncol. 2021 Jun;159:1-7
pubmed: 33667591
Radiother Oncol. 2014 Sep;112(3):321-5
pubmed: 25216572
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S58-63
pubmed: 20171519
Med Phys. 2020 Sep;47(9):e929-e950
pubmed: 32510603
Int J Radiat Oncol Biol Phys. 2010 Jul 1;77(3):707-14
pubmed: 20231063
Radiat Oncol. 2009 Jun 02;4:16
pubmed: 19490617