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Research ArticleBasic Science Investigation

Validation of Convolutional Neural Networks for Fast Determination of Whole-Body Metabolic Tumor Burden in Pediatric Lymphoma

Elba Etchebehere, Rebeca Andrade, Mariana Camacho, Mariana Lima, Anita Brink, Juliano Cerci, Helen Nadel, Chandrasekhar Bal, Venkatesh Rangarajan, Thomas Pfluger, Olga Kagna, Omar Alonso, Fatima K. Begum, Kahkashan Bashir Mir, Vincent Peter Magboo, Leon J. Menezes, Diana Paez and Thomas NB Pascual
Journal of Nuclear Medicine Technology September 2022, 50 (3) 256-262; DOI: https://doi.org/10.2967/jnmt.121.262900
Elba Etchebehere
1University of Campinas, Campinas, Brazil;
2Medicina Nuclear de Campinas, Campinas, Brazil;
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Rebeca Andrade
1University of Campinas, Campinas, Brazil;
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Mariana Camacho
2Medicina Nuclear de Campinas, Campinas, Brazil;
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Mariana Lima
1University of Campinas, Campinas, Brazil;
2Medicina Nuclear de Campinas, Campinas, Brazil;
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Anita Brink
3University of Cape Town, Cape Town, South Africa;
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Juliano Cerci
4QUANTA Diagnóstico e Terapia, Curitiba, Brazil;
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Helen Nadel
5University of British Columbia, Vancouver, British Columbia, Canada;
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Chandrasekhar Bal
6All India Institute of Medical Sciences, New Delhi, India;
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Venkatesh Rangarajan
7Tata Memorial Centre, Mumbai, India;
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Thomas Pfluger
8Ludwig‐Maximillian University of Munich, Munich, Germany;
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Olga Kagna
9Rambam Health Care Campus, Haifa, Israel;
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Omar Alonso
10Centro Uruguayo de Imagenología Molecular, Montevideo, Uruguay;
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Fatima K. Begum
11National Institute of Nuclear Medicine and Allied Sciences, Dhaka, Bangladesh;
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Kahkashan Bashir Mir
12Nuclear Medicine, Oncology and Radiotherapy Institute, Islamabad, Pakistan;
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Vincent Peter Magboo
13University of the Philippines, Manila, Philippines;
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Leon J. Menezes
14Institute of Nuclear Medicine, London, United Kingdom; and
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Diana Paez
15Nuclear Medicine and Diagnostic Imaging Section, Division of Human Health, International Atomic Energy Agency, Vienna, Austria
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Thomas NB Pascual
15Nuclear Medicine and Diagnostic Imaging Section, Division of Human Health, International Atomic Energy Agency, Vienna, Austria
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Article Information

vol. 50 no. 3 256-262
DOI 
https://doi.org/10.2967/jnmt.121.262900
PubMed 
35440476

Published By 
Society of Nuclear Medicine
Print ISSN 
0091-4916
Online ISSN 
1535-5675
History 
  • Received for publication July 14, 2021
  • Accepted for publication February 10, 2022
  • Published online September 8, 2022.

Article Versions

  • previous version (April 19, 2022 - 14:21).
  • You are viewing the most recent version of this article.
Copyright & Usage 
© 2022 by the Society of Nuclear Medicine and Molecular Imaging.

Author Information

  1. Elba Etchebehere1,2,
  2. Rebeca Andrade1,
  3. Mariana Camacho2,
  4. Mariana Lima1,2,
  5. Anita Brink3,
  6. Juliano Cerci4,
  7. Helen Nadel5,
  8. Chandrasekhar Bal6,
  9. Venkatesh Rangarajan7,
  10. Thomas Pfluger8,
  11. Olga Kagna9,
  12. Omar Alonso10,
  13. Fatima K. Begum11,
  14. Kahkashan Bashir Mir12,
  15. Vincent Peter Magboo13,
  16. Leon J. Menezes14,
  17. Diana Paez*,15 and
  18. Thomas NB Pascual*,15
  1. 1University of Campinas, Campinas, Brazil;
  2. 2Medicina Nuclear de Campinas, Campinas, Brazil;
  3. 3University of Cape Town, Cape Town, South Africa;
  4. 4QUANTA Diagnóstico e Terapia, Curitiba, Brazil;
  5. 5University of British Columbia, Vancouver, British Columbia, Canada;
  6. 6All India Institute of Medical Sciences, New Delhi, India;
  7. 7Tata Memorial Centre, Mumbai, India;
  8. 8Ludwig‐Maximillian University of Munich, Munich, Germany;
  9. 9Rambam Health Care Campus, Haifa, Israel;
  10. 10Centro Uruguayo de Imagenología Molecular, Montevideo, Uruguay;
  11. 11National Institute of Nuclear Medicine and Allied Sciences, Dhaka, Bangladesh;
  12. 12Nuclear Medicine, Oncology and Radiotherapy Institute, Islamabad, Pakistan;
  13. 13University of the Philippines, Manila, Philippines;
  14. 14Institute of Nuclear Medicine, London, United Kingdom; and
  15. 15Nuclear Medicine and Diagnostic Imaging Section, Division of Human Health, International Atomic Energy Agency, Vienna, Austria
  1. For correspondence or reprints, contact Elba Etchebehere (elba{at}hc.unicamp.br).
  1. ↵* Contributed equally to this work.

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Journal of Nuclear Medicine Technology: 50 (3)
Journal of Nuclear Medicine Technology
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September 1, 2022
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Validation of Convolutional Neural Networks for Fast Determination of Whole-Body Metabolic Tumor Burden in Pediatric Lymphoma
Elba Etchebehere, Rebeca Andrade, Mariana Camacho, Mariana Lima, Anita Brink, Juliano Cerci, Helen Nadel, Chandrasekhar Bal, Venkatesh Rangarajan, Thomas Pfluger, Olga Kagna, Omar Alonso, Fatima K. Begum, Kahkashan Bashir Mir, Vincent Peter Magboo, Leon J. Menezes, Diana Paez, Thomas NB Pascual
Journal of Nuclear Medicine Technology Sep 2022, 50 (3) 256-262; DOI: 10.2967/jnmt.121.262900

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Validation of Convolutional Neural Networks for Fast Determination of Whole-Body Metabolic Tumor Burden in Pediatric Lymphoma
Elba Etchebehere, Rebeca Andrade, Mariana Camacho, Mariana Lima, Anita Brink, Juliano Cerci, Helen Nadel, Chandrasekhar Bal, Venkatesh Rangarajan, Thomas Pfluger, Olga Kagna, Omar Alonso, Fatima K. Begum, Kahkashan Bashir Mir, Vincent Peter Magboo, Leon J. Menezes, Diana Paez, Thomas NB Pascual
Journal of Nuclear Medicine Technology Sep 2022, 50 (3) 256-262; DOI: 10.2967/jnmt.121.262900
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Keywords

  • 18F-FDG PET/CT
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