The Impact of Semiautomatic Segmentation Methods on Metabolic Tumor Volume, Intensity, and Dissemination Radiomics in 18F-FDG PET Scans of Patients with Classical Hodgkin Lymphoma

被引:30
作者
Driessen, Julia [1 ]
Zwezerijnen, Gerben J. C. [2 ]
Schoder, Heiko [3 ]
Drees, Esther E. E. [4 ]
Kersten, Marie Jose
Moskowitz, Alison J. [5 ]
Moskowitz, Craig H. [6 ]
Eertink, Jakoba J. [7 ]
de Vet, Henrica C. W. [8 ]
Hoekstra, Otto S. [2 ]
Zijlstra, Josee M. [7 ]
Boellaard, Ronald [2 ]
机构
[1] Univ Amsterdam, LYMMCARE Lymphoma & Myeloma Ctr, Canc Ctr Amsterdam, Amsterdam UMC,Dept Hematol, Amsterdam, Netherlands
[2] Vrije Univ Amsterdam, Dept Radiol & Nucl Med, Amsterdam UMC, Canc Ctr Amsterdam, Amsterdam, Netherlands
[3] Mem Sloan Kettering Canc Ctr, Dept Mol Imaging & Therapy Serv, 1275 York Ave, New York, NY 10021 USA
[4] Vrije Univ Amsterdam, Dept Pathol, Amsterdam UMC, Canc Ctr Amsterdam, Amsterdam, Netherlands
[5] Mem Sloan Kettering Canc Ctr, Dept Med, 1275 York Ave, New York, NY 10021 USA
[6] Sylvester Comprehens Canc Ctr, Dept Med, Miami, FL USA
[7] Vrije Univ Amsterdam, Amsterdam UMC, Dept Hematol, Canc Ctr Amsterdam, Amsterdam, Netherlands
[8] Amsterdam Publ Hlth Res Inst, Dept Epidemiol & Data Sci, Amsterdam, Netherlands
关键词
Hodgkin lymphoma; segmentation methods; 18F-FDG PET; CT; outcome prediction; radiomics; INTEROBSERVER AGREEMENT; ROI DEFINITION; TOMOGRAPHY; F-18-FDG; SURVIVAL;
D O I
10.2967/jnumed.121.263067
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Consensus about a standard segmentation method to derive meta-bolic tumor volume (MTV) in classical Hodgkin lymphoma (cHL) is lacking, and it is unknown how different segmentation methods influ-ence quantitative PET features. Therefore, we aimed to evaluate the delineation and completeness of lesion selection and the need for manual adaptation with different segmentation methods, and to assess the influence of segmentation methods on the prognostic value of MTV, intensity, and dissemination radiomics features in cHL patients. Methods: We analyzed a total of 105 F-18-FDG PET/CT scans from patients with newly diagnosed (n = 35) and relapsed/ refractory (n = 70) cHL with 6 segmentation methods: 2 fixed thresh-olds on SUV4.0 and SUV2.5, 2 relative methods of 41% of SUVmax (41max) and a contrast-corrected 50% of SUVpeak (A50P), and 2 com-bination majority vote (MV) methods (MV2, MV3). Segmentation qual-ity was assessed by 2 reviewers on the basis of predefined quality criteria: completeness of selection, the need for manual adaptation, and delineation of lesion borders. Correlations and prognostic perfor-mance of resulting radiomics features were compared among the methods. Results: SUV4.0 required the least manual adaptation but tended to underestimate MTV and often missed small lesions with low F-18-FDG uptake. SUV2.5 most frequently included all lesions but required minor manual adaptations and generally overestimated MTV. In contrast, few lesions were missed when using 41max, A50P, MV2, and MV3, but these segmentation methods required extensive manual adaptation and overestimated MTV in most cases. MTV and dissemi-nation features significantly differed among the methods. However, correlations among methods were high for MTV and most intensity and dissemination features. There were no significant differences in prognostic performance for all features among the methods. Conclu-sion: A high correlation existed between MTV, intensity, and most dis-semination features derived with the different segmentation methods, and the prognostic performance is similar. Despite frequently missing small lesions with low F-18-FDG avidity, segmentation with a fixed threshold of SUV4.0 required the least manual adaptation, which is critical for future research and implementation in clinical practice. However, the importance of small, low F-18-FDG & ndash;avidity lesions should be addressed in a larger cohort of cHL patients. <comment>Superscript/Subscript Available</comment
引用
收藏
页码:1424 / 1430
页数:7
相关论文
共 50 条
  • [31] Metabolic assessement of spleen infiltration by non-Hodgkin lymphoma using 18F-FDG PET/CT: Preliminary clinical results
    Sun Long
    Pan Weimin
    Luo Zuoming
    Wei Jihong
    Zhao Long
    Wu Hua
    NUCLEAR SCIENCE AND TECHNIQUES, 2009, 20 (04) : 235 - 242
  • [32] Influence of Software Tool and Methodological Aspects of Total Metabolic Tumor Volume Calculation on Baseline [18F] FDG PET to Predict Survival in Hodgkin Lymphoma
    Kanoun, Salim
    Tal, Ilan
    Berriolo-Riedinger, Alina
    Rossi, Cedric
    Riedinger, Jean-Marc
    Vrigneaud, Jean-Marc
    Legrand, Louis
    Humbert, Olivier
    Casasnovas, Olivier
    Brunotte, Francois
    Cochet, Alexandre
    PLOS ONE, 2015, 10 (10):
  • [33] Automatic segmentation of esophageal gross tumor volume in 18F-FDG PET/CT images via GloD-LoATUNet
    Yue, Yaoting
    Li, Nan
    Zhang, Gaobo
    Zhu, Zhibin
    Liu, Xin
    Song, Shaoli
    Ta, Dean
    COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2023, 229
  • [34] Combined prognostic role of TARC and interim 18F-FDG PET/CT in patients with Hodgkin lymphoma-real world observational study
    Husi, Kata
    Pinczes, Laszlo Imre
    Fejes, Zsolt
    Nagy, Bela, Jr.
    Illes, Arpad
    Miltenyi, Zsofia
    HELLENIC JOURNAL OF NUCLEAR MEDICINE, 2022, 25 (02) : 125 - 131
  • [35] The role of F-18 FDG PET/CT in evaluating the impact of HIV infection on tumor burden and therapy outcome in patients with Hodgkin lymphoma
    Ismaheel O. Lawal
    Nozipho E. Nyakale
    Lerwine M. Harry
    Moshe R. Modiselle
    Alfred O. Ankrah
    Alphonse P. Msomi
    Neo P. Mokgoro
    Tebatso G. Boshomane
    Christophe Van de Wiele
    Mike M. Sathekge
    European Journal of Nuclear Medicine and Molecular Imaging, 2017, 44 : 2025 - 2033
  • [36] Interim 18F-FDG PET SUVmax Reduction Is Superior to Visual Analysis in Predicting Outcome Early in Hodgkin Lymphoma Patients
    Rossi, Cedric
    Kanoun, Salim
    Berriolo-Riedinger, Alina
    Dygai-Cochet, Inna
    Humbert, Olivier
    Legouge, Caroline
    Chretien, Marie Lorraine
    Bastie, Jean-Noel
    Brunotte, Francois
    Casasnovas, Rene-Olivier
    JOURNAL OF NUCLEAR MEDICINE, 2014, 55 (04) : 569 - 573
  • [37] The role of F-18 FDG PET/CT in evaluating the impact of HIV infection on tumor burden and therapy outcome in patients with Hodgkin lymphoma
    Lawal, Ismaheel O.
    Nyakale, Nozipho E.
    Harry, Lerwine M.
    Modiselle, Moshe R.
    Ankrah, Alfred O.
    Msomi, Alphonse P.
    Mokgoro, Neo P.
    Boshomane, Tebatso G.
    de Wiele, Christophe Van
    Sathekge, Mike M.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2017, 44 (12) : 2025 - 2033
  • [38] Prognostic value of baseline total metabolic tumour volume of 18F-FDG PET/CT imaging in patients with angioimmunoblastic T-cell lymphoma
    Gong, Huanyu
    Li, Tiannv
    Li, Jianyong
    Tang, Lijun
    Ding, Chongyang
    EJNMMI RESEARCH, 2021, 11 (01)
  • [39] Prognostic value of the metabolic bulk volume in patients with diffuse large B-cell lymphoma on baseline 18F-FDG PET-CT
    Delaby, Gauthier
    Hubaut, Marc-Antoine
    Morschhauser, Franck
    Besson, Alix
    Huglo, Damien
    Herbaux, Charles
    Baillet, Clio
    LEUKEMIA & LYMPHOMA, 2020, 61 (07) : 1584 - 1591
  • [40] Interobserver Agreement on Automated Metabolic Tumor Volume Measurements of Deauville Score 4 and 5 Lesions at Interim 18F-FDG PET in Diffuse Large B-Cell Lymphoma
    Zwezerijnen, Gerben J. C.
    Eertink, Jakoba J.
    Burggraaff, Coreline N.
    Wiegers, Sanne E.
    Shaban, Ekhlas A. I. N.
    Pieplenbosch, Simone
    Oprea-Lager, Daniela E.
    Lugtenburg, Pieternella J.
    Hoekstra, Otto S.
    de Vet, Henrica C. W.
    Zijlstra, Josee M.
    Boellaard, Ronald
    JOURNAL OF NUCLEAR MEDICINE, 2021, 62 (11) : 1531 - 1536