Fully Automatic Whole-Volume Tumor Segmentation in Cervical Cancer.
cervical cancer
deep learning
tumor segmentation
Journal
Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829
Informations de publication
Date de publication:
11 May 2022
11 May 2022
Historique:
received:
25
03
2022
revised:
02
05
2022
accepted:
05
05
2022
entrez:
28
5
2022
pubmed:
29
5
2022
medline:
29
5
2022
Statut:
epublish
Résumé
Uterine cervical cancer (CC) is the most common gynecologic malignancy worldwide. Whole-volume radiomic profiling from pelvic MRI may yield prognostic markers for tailoring treatment in CC. However, radiomic profiling relies on manual tumor segmentation which is unfeasible in the clinic. We present a fully automatic method for the 3D segmentation of primary CC lesions using state-of-the-art deep learning (DL) techniques. In 131 CC patients, the primary tumor was manually segmented on T2-weighted MRI by two radiologists (R1, R2). Patients were separated into a train/validation (
Identifiants
pubmed: 35625977
pii: cancers14102372
doi: 10.3390/cancers14102372
pmc: PMC9139985
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : The Western Norway Regional Health Authority
ID : 461120
Organisme : Norwegian Research Council
ID : 461136
Organisme : Trond Mohn Foundation
ID : BFS2018TMT06
Organisme : Trond Mohn Foundation
ID : BFS2016TMT01
Références
IEEE Trans Med Imaging. 2004 Jul;23(7):903-21
pubmed: 15250643
Eur J Nucl Med Mol Imaging. 2019 Apr;46(4):864-877
pubmed: 30535746
CA Cancer J Clin. 2021 May;71(3):209-249
pubmed: 33538338
Nature. 2020 Sep;585(7825):357-362
pubmed: 32939066
Nat Methods. 2020 Mar;17(3):261-272
pubmed: 32015543
Sci Rep. 2021 Jan 8;11(1):179
pubmed: 33420205
Sci Rep. 2021 Jul 14;11(1):14440
pubmed: 34262088
J Appl Clin Med Phys. 2021 Sep;22(9):324-331
pubmed: 34343402
Eur Radiol. 2020 Jun;30(6):3585-3593
pubmed: 32065284
J Magn Reson Imaging. 2020 Sep;52(3):885-896
pubmed: 32096586
Eur Radiol. 2020 Mar;30(3):1297-1305
pubmed: 31712961
Eur Radiol. 2022 Apr;32(4):2540-2551
pubmed: 34642807
Eur J Nucl Med Mol Imaging. 2018 May;45(5):768-786
pubmed: 29222685
Sci Rep. 2017 Jul 13;7(1):5301
pubmed: 28706185
Z Med Phys. 2019 May;29(2):102-127
pubmed: 30553609
Sci Rep. 2020 Aug 13;10(1):13724
pubmed: 32792540
EBioMedicine. 2020 Sep;59:102963
pubmed: 32891051
J Med Syst. 2020 Aug 30;44(10):179
pubmed: 32862251
Eur Radiol. 2021 Aug;31(8):5576-5585
pubmed: 33464399
Acta Oncol. 2017 Jun;56(6):806-812
pubmed: 28464746
AJR Am J Roentgenol. 2019 Mar;212(3):520-528
pubmed: 30645163
EBioMedicine. 2019 Aug;46:160-169
pubmed: 31395503
Neuroimage. 2006 Jul 1;31(3):1116-28
pubmed: 16545965
Sensors (Basel). 2021 Apr 12;21(8):
pubmed: 33921451
Eur Radiol. 2020 Sep;30(9):4806-4815
pubmed: 32306078
Front Neuroinform. 2022 Jan 20;15:805669
pubmed: 35126080
J Radiat Res. 2021 Sep 13;62(5):934-944
pubmed: 34401914