Application of Radiomics for the Prediction of Radiation-Induced Toxicity in the IMRT Era: Current State-of-the-Art.
Intensity modulated radiotherapy
Radiomics
cardiac toxicity
lower gastro-intestinal toxicity
radiation induced lung injury
xerostomia
Journal
Frontiers in oncology
ISSN: 2234-943X
Titre abrégé: Front Oncol
Pays: Switzerland
ID NLM: 101568867
Informations de publication
Date de publication:
2020
2020
Historique:
received:
13
02
2020
accepted:
30
07
2020
entrez:
29
10
2020
pubmed:
30
10
2020
medline:
30
10
2020
Statut:
epublish
Résumé
Normal tissue complication probability (NTCP) models that were formulated in the Quantitative Analyses of Normal Tissue Effects in the Clinic (QUANTEC) are one of the pillars in support of everyday's clinical radiation oncology. Because of steady therapeutic refinements and the availability of cutting-edge technical solutions, the ceiling of organs-at-risk-sparing has been reached for photon-based intensity modulated radiotherapy (IMRT). The possibility to capture heterogeneity of patients and tissues in the prediction of toxicity is still an unmet need in modern radiation therapy. Potentially, a major step towards a wider therapeutic index could be obtained from refined assessment of radiation-induced morbidity at an individual level. The rising integration of quantitative imaging and machine learning applications into radiation oncology workflow offers an unprecedented opportunity to further explore the biologic interplay underlying the normal tissue response to radiation. Based on these premises, in this review we focused on the current-state-of-the-art on the use of radiomics for the prediction of toxicity in the field of head and neck, lung, breast and prostate radiotherapy.
Identifiants
pubmed: 33117669
doi: 10.3389/fonc.2020.01708
pmc: PMC7574641
doi:
Types de publication
Journal Article
Review
Langues
eng
Pagination
1708Informations de copyright
Copyright © 2020 Desideri, Loi, Francolini, Becherini, Livi and Bonomo.
Références
Radiology. 2019 Feb;290(2):479-487
pubmed: 30526358
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S70-6
pubmed: 20171521
Int J Radiat Oncol Biol Phys. 2007 Feb 1;67(2):410-6
pubmed: 17236964
Adv Radiat Oncol. 2018 Nov 29;4(2):401-412
pubmed: 31011686
J Med Imaging Radiat Sci. 2019 Jun;50(2):252-260
pubmed: 31176433
J Cancer Res Ther. 2019 Mar;15(Supplement):S11-S19
pubmed: 30900614
Radiother Oncol. 2020 Jan;142:246-252
pubmed: 31431368
Acta Oncol. 2011 Jan;50(1):51-60
pubmed: 20874426
Radiother Oncol. 2011 Dec;101(3):438-42
pubmed: 21908064
Radiat Oncol. 2019 Jul 29;14(1):131
pubmed: 31358029
Radiother Oncol. 2018 Jan;126(1):89-95
pubmed: 28951007
Radiother Oncol. 2019 Apr;133:106-112
pubmed: 30935565
Oral Surg Oral Med Oral Pathol Oral Radiol. 2018 May;125(5):478-486
pubmed: 29523427
Radiother Oncol. 2019 Jun;135:187-196
pubmed: 30961895
Int J Radiat Oncol Biol Phys. 2010 Dec 1;78(5):1381-6
pubmed: 20231061
Acta Oncol. 2012 Nov;51(8):975-83
pubmed: 22950387
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S3-9
pubmed: 20171515
Sci Rep. 2019 Mar 5;9(1):3616
pubmed: 30837617
Radiology. 2019 Oct;293(1):89-96
pubmed: 31385755
Radiat Oncol. 2019 Feb 7;14(1):29
pubmed: 30732640
Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
Transl Lung Cancer Res. 2016 Feb;5(1):126-33
pubmed: 26958507
Radiother Oncol. 2019 Jul;136:78-85
pubmed: 31015133
Lancet Oncol. 2005 Feb;6(2):112-7
pubmed: 15683820
Nat Rev Clin Oncol. 2017 Mar;14(3):169-186
pubmed: 27725679
Cancer Radiother. 2010 Jul;14(4-5):290-4
pubmed: 20609609
Sci Rep. 2019 Aug 28;9(1):12483
pubmed: 31462719
Lancet. 2006 May 20;367(9523):1652-3; author reply 1654-5
pubmed: 16714177
Radiother Oncol. 2020 May;146:143-150
pubmed: 32155505
Int J Radiat Oncol Biol Phys. 2013 Feb 1;85(2):444-50
pubmed: 22682812
Radiother Oncol. 2020 Jul;148:30-37
pubmed: 32311598
Artif Intell Med. 2017 Sep;81:41-53
pubmed: 28325604
J Craniomaxillofac Surg. 2017 Apr;45(4):595-600
pubmed: 28256385
Clin Lung Cancer. 2017 Nov;18(6):e425-e431
pubmed: 28623121
Eur Ann Otorhinolaryngol Head Neck Dis. 2016 Sep;133(4):257-62
pubmed: 27291482
Radiother Oncol. 2012 Apr;103(1):82-7
pubmed: 22444242
Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1319-1329
pubmed: 30003997
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S77-85
pubmed: 20171522
Crit Rev Oncol Hematol. 2019 Jun;138:44-50
pubmed: 31092384
Radiother Oncol. 2020 Mar;144:135-140
pubmed: 31809979
Oncotarget. 2016 Jan 5;7(1):1042-54
pubmed: 26460956
Strahlenther Onkol. 2019 Jan;195(1):43-51
pubmed: 30406290
Nat Rev Cancer. 2016 Apr;16(4):234-49
pubmed: 27009394
Med Phys. 2015 May;42(5):2421-30
pubmed: 25979036
Int J Radiat Biol. 2018 Sep;94(9):829-837
pubmed: 29969358
Radiol Med. 2020 Jan;125(1):87-97
pubmed: 31552555
Acta Oncol. 2010 Oct;49(7):1040-4
pubmed: 20831493
Adv Radiat Oncol. 2019 Aug 31;5(2):221-230
pubmed: 32280822
Blood. 2011 Jan 13;117(2):412-8
pubmed: 20858859
Int J Radiat Oncol Biol Phys. 2008 Oct 1;72(2):508-16
pubmed: 18339489
Radiology. 2020 May;295(2):328-338
pubmed: 32154773
Int J Radiat Oncol Biol Phys. 2003 Mar 1;55(3):724-35
pubmed: 12573760
J Med Imaging Radiat Sci. 2019 Dec;50(4):571-574
pubmed: 31588038
Int J Radiat Oncol Biol Phys. 2018 May 1;101(1):128-135
pubmed: 29502932
Int J Radiat Oncol Biol Phys. 2008 Oct 1;72(2):568-74
pubmed: 18793959
Int J Radiat Oncol Biol Phys. 2009 Aug 1;74(5):1405-18
pubmed: 19616743
Radiother Oncol. 2020 May;146:9-15
pubmed: 32065875
Sci Rep. 2020 Mar 11;10(1):4542
pubmed: 32161279
Br J Radiol. 2019 Feb;92(1094):20180228
pubmed: 30457885
Oncologist. 2017 Oct;22(10):1257-1264
pubmed: 28550029
Exp Ther Med. 2011 Sep;2(5):1017-1022
pubmed: 22977614
Med Phys. 2017 Jul;44(7):3686-3694
pubmed: 28422299
Circulation. 2017 Apr 11;135(15):1388-1396
pubmed: 28132957
Cureus. 2019 Apr 20;11(4):e4510
pubmed: 31259119
Lancet Oncol. 2018 Sep;19(9):1180-1191
pubmed: 30120041
Br J Cancer. 2015 Jan 20;112(2):251-9
pubmed: 25562432
Int J Radiat Oncol Biol Phys. 2015 Apr 1;91(5):1048-56
pubmed: 25670540
BMC Med Res Methodol. 2014 Mar 19;14:40
pubmed: 24645774
Radiother Oncol. 2018 Sep;128(3):459-466
pubmed: 29958772
Sci Transl Med. 2015 Sep 16;7(305):305ra147
pubmed: 26378247
Urology. 2014 Aug;84(2):300-6
pubmed: 24975711
Radiother Oncol. 2018 Dec;129(3):548-553
pubmed: 30177372
Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1308-1318
pubmed: 29891201
Oncotarget. 2016 May 24;7(21):31401-12
pubmed: 27120787
Front Oncol. 2019 Apr 12;9:269
pubmed: 31032229
J Thorac Oncol. 2007 Sep;2(9):864-74
pubmed: 17805067
Int J Radiat Oncol Biol Phys. 1991 May 15;21(1):109-22
pubmed: 2032882
Int J Radiat Oncol Biol Phys. 2017 Oct 1;99(2):434-441
pubmed: 28871994
Lancet. 2005 Dec 17;366(9503):2087-106
pubmed: 16360786
Int J Radiat Oncol Biol Phys. 2012 Dec 1;84(5):e639-46
pubmed: 22975617
Int J Radiat Oncol Biol Phys. 2011 Jan 1;79(1):10-8
pubmed: 20421148
Br J Radiol. 2017 Jan;90(1069):20160689
pubmed: 27781485
Int J Radiat Oncol Biol Phys. 2019 Jun 1;104(2):392-400
pubmed: 30763659
Eur J Cancer. 2012 Mar;48(4):441-6
pubmed: 22257792
Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1143-1158
pubmed: 30170872
Int J Radiat Oncol Biol Phys. 2016 Apr 1;94(5):1043-51
pubmed: 27026311
Int J Radiat Oncol Biol Phys. 2015 May 1;92(1):175-82
pubmed: 25863764
Med Phys. 2018 Nov;45(11):5317-5324
pubmed: 30133809
Radiother Oncol. 2013 Aug;108(2):254-8
pubmed: 23891098
Radiother Oncol. 2014 Feb;110(2):272-7
pubmed: 24332020
Int J Radiat Oncol Biol Phys. 2013 Dec 1;87(5):932-8
pubmed: 24113055
Int J Radiat Oncol Biol Phys. 2008 Mar 15;70(4):1130-7
pubmed: 17881142
Nat Commun. 2014 Jun 03;5:4006
pubmed: 24892406
Radiother Oncol. 2019 Jan;130:2-9
pubmed: 30416044
Int J Radiat Oncol Biol Phys. 2018 Jun 1;101(2):292-298
pubmed: 29726358
Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1070-1073
pubmed: 30353869
Eur J Radiol. 2018 Sep;106:1-6
pubmed: 30150029
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3):747-54
pubmed: 19540054
Int J Radiat Oncol Biol Phys. 2015 Feb 1;91(2):435-43
pubmed: 25636766
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S1-2
pubmed: 20171501
Int J Radiat Oncol Biol Phys. 2007 Nov 1;69(3):751-60
pubmed: 17560735
Eur Urol. 2017 Apr;71(4):618-629
pubmed: 27568654
Radiother Oncol. 2006 Feb;78(2):119-22
pubmed: 16413622
Lancet. 2014 Jun 21;383(9935):2127-35
pubmed: 24656685
PLoS One. 2014 Oct 31;9(10):e111753
pubmed: 25360627
J Clin Oncol. 2017 Apr 10;35(11):1171-1178
pubmed: 28095159
Acta Oncol. 2014 May;53(5):590-6
pubmed: 23992110
Radiother Oncol. 2020 Mar;144:72-78
pubmed: 31733491
Transl Lung Cancer Res. 2017 Dec;6(6):661-669
pubmed: 29218269
J Clin Oncol. 2018 Oct 11;:JCO1801097
pubmed: 30307776
Clin Breast Cancer. 2017 Nov;17(7):510-515
pubmed: 28412326
N Engl J Med. 2016 Sep 29;375(13):1289-94
pubmed: 27682039
Strahlenther Onkol. 2019 Sep;195(9):830-842
pubmed: 30874846
Front Oncol. 2020 Jan 31;9:1500
pubmed: 32076596
Radiat Oncol. 2019 Mar 29;14(1):55
pubmed: 30925881
Radiother Oncol. 2017 Mar;122(3):423-430
pubmed: 28087071
Int J Radiat Oncol Biol Phys. 2010 Mar 1;76(3 Suppl):S58-63
pubmed: 20171519
Int J Radiat Oncol Biol Phys. 2006 Sep 1;66(1):223-8
pubmed: 16904523
J Clin Oncol. 2017 Jan;35(1):56-62
pubmed: 28034064
Front Oncol. 2018 Mar 05;8:35
pubmed: 29556480
Radiother Oncol. 2018 Jun;127(3):349-360
pubmed: 29779918
N Engl J Med. 2013 Mar 14;368(11):987-98
pubmed: 23484825
Nat Rev Clin Oncol. 2017 Dec;14(12):749-762
pubmed: 28975929
Quant Imaging Med Surg. 2019 Jul;9(7):1288-1302
pubmed: 31448214