Artificial Intelligence and Radiomics: Clinical Applications for Patients with Advanced Melanoma Treated with Immunotherapy.

artificial intelligence immune checkpoint inhibitor immunoPET immunotherapy medical imaging melanoma oncology radiomics

Journal

Diagnostics (Basel, Switzerland)
ISSN: 2075-4418
Titre abrégé: Diagnostics (Basel)
Pays: Switzerland
ID NLM: 101658402

Informations de publication

Date de publication:
27 Sep 2023
Historique:
received: 23 07 2023
revised: 01 09 2023
accepted: 06 09 2023
medline: 14 10 2023
pubmed: 14 10 2023
entrez: 14 10 2023
Statut: epublish

Résumé

Immunotherapy has greatly improved the outcomes of patients with metastatic melanoma. However, it has also led to new patterns of response and progression, creating an unmet need for better biomarkers to identify patients likely to achieve a lasting clinical benefit or experience immune-related adverse events. In this study, we performed a focused literature survey covering the application of artificial intelligence (AI; in the form of radiomics, machine learning, and deep learning) to patients diagnosed with melanoma and treated with immunotherapy, reviewing 12 studies relevant to the topic published up to early 2022. The most commonly investigated imaging modality was CT imaging in isolation (

Identifiants

pubmed: 37835808
pii: diagnostics13193065
doi: 10.3390/diagnostics13193065
pmc: PMC10573034
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Références

N Engl J Med. 2010 Aug 19;363(8):711-23
pubmed: 20525992
Nuklearmedizin. 2020 Jun;59(3):228-234
pubmed: 32259852
J Neurooncol. 2020 Jan;146(2):339-346
pubmed: 31873875
Br J Dermatol. 2021 Jun;184(6):1014-1022
pubmed: 32974943
Lancet Oncol. 2016 Nov;17(11):1558-1568
pubmed: 27622997
BMC Cancer. 2016 Jul 07;16:413
pubmed: 27389173
J Hematol Oncol. 2020 Jun 29;13(1):84
pubmed: 32600470
Nat Rev Clin Oncol. 2017 Dec;14(12):749-762
pubmed: 28975929
N Engl J Med. 2022 Jan 6;386(1):24-34
pubmed: 34986285
Ann Oncol. 2018 Nov 1;29(11):2163-2174
pubmed: 30295695
Oncologist. 2011;16(1):5-24
pubmed: 21212434
Cancer Biother Radiopharm. 2020 Oct;35(8):549-557
pubmed: 32315549
J Clin Oncol. 2015 Nov 1;33(31):3541-3
pubmed: 26261262
Front Oncol. 2021 Oct 07;11:704607
pubmed: 34692481
J Clin Oncol. 2015 Sep 1;33(25):2780-8
pubmed: 26014293
Clin Cancer Res. 2016 Apr 15;22(8):1865-74
pubmed: 27084740
Int J Mol Sci. 2021 Apr 07;22(8):
pubmed: 33917181
Science. 2015 Apr 3;348(6230):124-8
pubmed: 25765070
Eur J Nucl Med Mol Imaging. 2019 Oct;46(11):2298-2310
pubmed: 31346755
Radiology. 2023 Mar;306(3):e239003
pubmed: 36803004
J Immunol Res. 2020 Jun 28;2020:9235638
pubmed: 32671117
Oncology. 2022;100(9):498-504
pubmed: 35817000
J Immunother Cancer. 2022 Oct;10(10):
pubmed: 36307149
J Nucl Med. 2022 Nov;63(11):1708-1714
pubmed: 35210298
J Immunother Cancer. 2022 Jul;10(7):
pubmed: 35793875
Ann Oncol. 2016 Aug;27(8):1492-504
pubmed: 27207108
Mol Immunol. 2015 Oct;67(2 Pt A):142-52
pubmed: 25934435
Eur Radiol. 2021 Apr;31(4):1853-1862
pubmed: 32995974
Front Oncol. 2020 Sep 18;10:566297
pubmed: 33072599
Clin Cancer Res. 2018 Mar 15;24(6):1260-1270
pubmed: 29127120
JAMA Netw Open. 2020 Mar 2;3(3):e201611
pubmed: 32211869
Lancet Oncol. 2018 Sep;19(9):1180-1191
pubmed: 30120041
J Immunother Cancer. 2022 Sep;10(9):
pubmed: 36180071
Rom J Morphol Embryol. 2018;59(1):23-28
pubmed: 29940608
JAMA Oncol. 2022 Mar 01;8(3):385-392
pubmed: 35050320
Clin Nutr ESPEN. 2021 Oct;45:127-133
pubmed: 34620308
Virology. 2020 Sep;548:109-116
pubmed: 32838931
Nat Rev Clin Oncol. 2019 Sep;16(9):563-580
pubmed: 31092901
Mol Cancer Res. 2021 Jun;19(6):950-956
pubmed: 33811161
N Engl J Med. 2019 Oct 17;381(16):1535-1546
pubmed: 31562797
J Clin Oncol. 2022 Jan 10;40(2):127-137
pubmed: 34818112
Cancers (Basel). 2022 Aug 03;14(15):
pubmed: 35954441
Oncologist. 2020 Mar;25(3):e528-e535
pubmed: 32162807
Front Oncol. 2020 Aug 25;10:1524
pubmed: 32984000
Nat Rev Clin Oncol. 2016 Jan;13(1):25-40
pubmed: 26525683
Clin Cancer Res. 2017 Apr 15;23(8):1920-1928
pubmed: 27827313
Nat Immunol. 2002 Jul;3(7):611-8
pubmed: 12087419
N Engl J Med. 2018 Jan 11;378(2):158-168
pubmed: 29320654
Nat Immunol. 2022 May;23(5):660-670
pubmed: 35241833
Clin Transl Immunology. 2014 Aug 01;3(8):e22
pubmed: 25505970
Eur J Nucl Med Mol Imaging. 2021 Feb;48(2):428-448
pubmed: 32728798
Cancer Res. 2019 Apr 15;79(8):2021-2030
pubmed: 30777852
Cell. 2018 Aug 9;174(4):1031-1032
pubmed: 30096300
Ann Oncol. 2019 Jun 1;30(6):998-1004
pubmed: 30895304
Diagn Interv Imaging. 2022 Feb;103(2):97-102
pubmed: 34666945
J Immunother Cancer. 2020 Nov;8(2):
pubmed: 33188037
Diagnostics (Basel). 2022 Feb 02;12(2):
pubmed: 35204479
Annu Rev Pathol. 2021 Jan 24;16:223-249
pubmed: 33197221
Lancet Oncol. 2018 Nov;19(11):1480-1492
pubmed: 30361170
J Immunother Cancer. 2021 Nov;9(11):
pubmed: 34795006
Int Immunopharmacol. 2020 Nov;88:106907
pubmed: 33182031
Nat Immunol. 2013 Dec;14(12):1212-8
pubmed: 24240160
Eur J Radiol. 2019 Dec;121:108688
pubmed: 31704599

Auteurs

Jeremy McGale (J)

Department of Radiology, New York-Presbyterian Hospital, New York, NY 10032, USA.

Jakob Hama (J)

Queens Hospital Center, Icahn School of Medicine at Mt. Sinai, Queens, NY 10029, USA.

Randy Yeh (R)

Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.

Laetitia Vercellino (L)

Nuclear Medicine Department, INSERM UMR S942, Hôpital Saint-Louis, Assistance-Publique, Hôpitaux de Paris, Université Paris Cité, 75010 Paris, France.

Roger Sun (R)

Department of Radiation Oncology, Gustave Roussy, 94800 Villejuif, France.

Egesta Lopci (E)

Nuclear Medicine Unit, IRCCS-Humanitas Research Hospital, 20089 Rozzano, MI, Italy.

Samy Ammari (S)

Department of Medical Imaging, BIOMAPS, UMR1281 INSERM, CEA, CNRS, Gustave Roussy, Université Paris-Saclay, 94800 Villejuif, France.
ELSAN Department of Radiology, Institut de Cancérologie Paris Nord, 95200 Sarcelles, France.

Laurent Dercle (L)

Department of Radiology, New York-Presbyterian Hospital, New York, NY 10032, USA.

Classifications MeSH