Prognostic Value of [

[18F]FDG-PET/CT gastric cancer machine learning radiomics

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
23 May 2023
Historique:
received: 13 03 2023
revised: 13 05 2023
accepted: 14 05 2023
medline: 10 6 2023
pubmed: 10 6 2023
entrez: 10 6 2023
Statut: epublish

Résumé

To improve identification of peritoneal and distant metastases in locally advanced gastric cancer using [ [ None of the models could identify metastases with low AUCs of 0.59, 0.51, and 0.56, for the clinical, radiomic, and clinicoradiomic model, respectively. Subgroup analysis of intestinal and mixed-type tumours resulted in low AUCs of 0.67 and 0.60 for the clinical and radiomic models, and a moderate AUC of 0.71 in the clinicoradiomic model. Subgroup analysis of diffuse-type tumours did not improve the classification performance. Overall, [

Identifiants

pubmed: 37296837
pii: cancers15112874
doi: 10.3390/cancers15112874
pmc: PMC10251816
pii:
doi:

Types de publication

Journal Article

Langues

eng

Subventions

Organisme : Netherlands Organisation for Health Research and Development
ID : 843004103

Références

Nucl Med Mol Imaging. 2015 Jun;49(2):135-42
pubmed: 26085859
Ann Oncol. 2019 Mar 1;30(3):431-438
pubmed: 30689702
Front Oncol. 2021 Oct 26;11:740111
pubmed: 34765549
Radiology. 2016 Feb;278(2):563-77
pubmed: 26579733
Korean J Gastroenterol. 2014 Dec;64(6):340-7
pubmed: 25530585
BMC Cancer. 2018 Apr 20;18(1):450
pubmed: 29678145
J Nucl Med. 2020 Mar;61(3):469-476
pubmed: 31420497
J Nucl Med. 2009 May;50 Suppl 1:122S-50S
pubmed: 19403881
JAMA Surg. 2021 Dec 1;156(12):e215340
pubmed: 34705049
Gastric Cancer. 2012 Sep;15 Suppl 1:S3-18
pubmed: 21837458
Front Oncol. 2021 Sep 13;11:723345
pubmed: 34589429
Cancer Res. 2017 Nov 1;77(21):e104-e107
pubmed: 29092951
J Nucl Med. 2019 Nov;60(11):1543-1544
pubmed: 31541033
J Nucl Med. 2016 Apr;57(4):544-50
pubmed: 26678615
N Engl J Med. 2006 Jul 6;355(1):11-20
pubmed: 16822992
J Nucl Med. 2022 Feb;63(2):172-179
pubmed: 34531263
Lancet. 2019 May 11;393(10184):1948-1957
pubmed: 30982686
Magn Reson Imaging. 2012 Nov;30(9):1323-41
pubmed: 22770690
Neuroimage. 2018 Feb 15;167:104-120
pubmed: 29155184
BMC Gastroenterol. 2011 Mar 09;11:19
pubmed: 21385469
Diagn Interv Radiol. 2020 May;26(3):176-182
pubmed: 32209504
Radiology. 2021 Feb;298(2):393-402
pubmed: 33258746
CA Cancer J Clin. 2021 May;71(3):209-249
pubmed: 33538338
Ann Oncol. 2020 Jul;31(7):912-920
pubmed: 32304748
Radiology. 2014 Nov;273(2):539-48
pubmed: 24865311
Ann Oncol. 2017 Jun 1;28(6):1191-1206
pubmed: 28168275
Q J Nucl Med Mol Imaging. 2020 Sep;64(3):278-290
pubmed: 32397702
Eur J Nucl Med Mol Imaging. 2015 Feb;42(2):328-54
pubmed: 25452219
J Nucl Med. 2018 Aug;59(8):1321-1328
pubmed: 29301932
Eur Radiol. 2020 Feb;30(2):976-986
pubmed: 31468157

Auteurs

Lieke C E Pullen (LCE)

Biomedical Photonic Imaging Group, University of Twente, 7522 NB Enschede, The Netherlands.

Wyanne A Noortman (WA)

Biomedical Photonic Imaging Group, University of Twente, 7522 NB Enschede, The Netherlands.
Department of Radiology, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.

Lianne Triemstra (L)

Department of Surgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Cas de Jongh (C)

Department of Surgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Fenna J Rademaker (FJ)

TechMed Centre, University of Twente, 7522 NB Enschede, The Netherlands.

Romy Spijkerman (R)

TechMed Centre, University of Twente, 7522 NB Enschede, The Netherlands.

Gijsbert M Kalisvaart (GM)

Department of Radiology, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.

Emma C Gertsen (EC)

Department of Surgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Lioe-Fee de Geus-Oei (LF)

Biomedical Photonic Imaging Group, University of Twente, 7522 NB Enschede, The Netherlands.
Department of Radiology, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.

Nelleke Tolboom (N)

Department of Radiology and Nuclear Medicine, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Wobbe O de Steur (WO)

Department of Surgery, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.

Maura Dantuma (M)

Multi-Modality Medical Imaging Group, TechMed Centre, University of Twente, 7522 NB Enschede, The Netherlands.

Riemer H J A Slart (RHJA)

Biomedical Photonic Imaging Group, University of Twente, 7522 NB Enschede, The Netherlands.
Department of Nuclear Medicine and Molecular Imaging, University of Groningen, University Medical Center Groningen, 9713 GZ Groningen, The Netherlands.

Richard van Hillegersberg (R)

Department of Surgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Peter D Siersema (PD)

Department of Gastroenterology, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands.

Jelle P Ruurda (JP)

Department of Surgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Floris H P van Velden (FHP)

Department of Radiology, Leiden University Medical Center, 2333 ZD Leiden, The Netherlands.

Erik Vegt (E)

Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center Rotterdam, 3015 GD Rotterdam, The Netherlands.

Classifications MeSH