Distinction of Lymphoma from Sarcoidosis on 18F-FDG PET/CT: Evaluation of Radiomics-Feature–Guided Machine Learning Versus Human Reader Performance

Pierre Lovinfosse; Marta Ferreira; Nadia Withofs; Alexandre Jadoul; Céline Derwael; Anne-Noelle Frix; Julien Guiot; Claire Bernard; Anh Nguyet Diep; Anne-Françoise Donneau; Marie Lejeune; Christophe Bonnet; Wim Vos; Patrick E. Meyer; Roland Hustinx

doi:10.2967/jnumed.121.263598

Research ArticleClinical Investigation

Distinction of Lymphoma from Sarcoidosis on ¹⁸F-FDG PET/CT: Evaluation of Radiomics-Feature–Guided Machine Learning Versus Human Reader Performance

Pierre Lovinfosse, Marta Ferreira, Nadia Withofs, Alexandre Jadoul, Céline Derwael, Anne-Noelle Frix, Julien Guiot, Claire Bernard, Anh Nguyet Diep, Anne-Françoise Donneau, Marie Lejeune, Christophe Bonnet, Wim Vos, Patrick E. Meyer and Roland Hustinx

Journal of Nuclear Medicine December 2022, 63 (12) 1933-1940; DOI: https://doi.org/10.2967/jnumed.121.263598

Pierre Lovinfosse

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Marta Ferreira

2GIGA-CRC In Vivo Imaging, University of Liège, Liège, Belgium;

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Nadia Withofs

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Alexandre Jadoul

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Céline Derwael

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Anne-Noelle Frix

3Department of Respiratory Medicine, CHU of Liège, Liège, Belgium;

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Julien Guiot

3Department of Respiratory Medicine, CHU of Liège, Liège, Belgium;

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Claire Bernard

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Anh Nguyet Diep

4Biostatistics Unit, Department of Public Health, University of Liège, Liège, Belgium;

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Anne-Françoise Donneau

4Biostatistics Unit, Department of Public Health, University of Liège, Liège, Belgium;

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Marie Lejeune

5Department of Hematology, CHU of Liège, Liège, Belgium;

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Christophe Bonnet

5Department of Hematology, CHU of Liège, Liège, Belgium;

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Wim Vos

6Radiomics SA, Liège, Belgium; and

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Patrick E. Meyer

7Bioinformatics and Systems Biology Lab, University of Liège, Liège, Belgium

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Roland Hustinx

1Division of Nuclear Medicine and Oncological Imaging, CHU of Liège, Liège, Belgium;

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Journal of Nuclear Medicine

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December 1, 2022

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Distinction of Lymphoma from Sarcoidosis on ¹⁸F-FDG PET/CT: Evaluation of Radiomics-Feature–Guided Machine Learning Versus Human Reader Performance

Journal of Nuclear Medicine Dec 2022, 63 (12) 1933-1940; DOI: 10.2967/jnumed.121.263598

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Distinction of Lymphoma from Sarcoidosis on ¹⁸F-FDG PET/CT: Evaluation of Radiomics-Feature–Guided Machine Learning Versus Human Reader Performance

Journal of Nuclear Medicine Dec 2022, 63 (12) 1933-1940; DOI: 10.2967/jnumed.121.263598

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Keywords

radiomics
machine learning
sarcoidosis
lymphoma
18F-FDG PET/CT

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