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Research ArticleAdult Brain
Open Access

Unsupervised Deep Learning for Stroke Lesion Segmentation on Follow-up CT Based on Generative Adversarial Networks

H. van Voorst, P.R. Konduri, L.M. van Poppel, W. van der Steen, P.M. van der Sluijs, E.M.H. Slot, B.J. Emmer, W.H. van Zwam, Y.B.W.E.M. Roos, C.B.L.M. Majoie, G. Zaharchuk, M.W.A. Caan and H.A. Marquering on behalf of the CONTRAST Consortium Collaborators
American Journal of Neuroradiology July 2022, DOI: https://doi.org/10.3174/ajnr.A7582
H. van Voorst
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
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P.R. Konduri
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
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L.M. van Poppel
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
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W. van der Steen
dDepartments of Neurology (W.v.d.S., P.M.v.d.S.)
eRadiology and Nuclear Medicine (W.v.d.S., P.M.v.d.S.), Erasmus University Medical Center, Rotterdam, the Netherlands
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P.M. van der Sluijs
dDepartments of Neurology (W.v.d.S., P.M.v.d.S.)
eRadiology and Nuclear Medicine (W.v.d.S., P.M.v.d.S.), Erasmus University Medical Center, Rotterdam, the Netherlands
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E.M.H. Slot
fDepartment of Neurology and Neurosurgery (E.M.H.S.), University Medical Center Utrecht, Utrecht, the Netherlands
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B.J. Emmer
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
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W.H. van Zwam
gDepartment of Radiology and Nuclear Medicine (W.H.v.Z.), Maastricht University Medical Center, Maastricht, the Netherlands
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Y.B.W.E.M. Roos
cNeurology (Y.B.W.E.M.R.), Faculty of Medicine, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, the Netherlands
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C.B.L.M. Majoie
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
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G. Zaharchuk
hDepartment of Radiology (G.Z.), Stanford University, Stanford, California
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M.W.A. Caan
bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
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H.A. Marquering
aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
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Article Information

DOI 
https://doi.org/10.3174/ajnr.A7582
PubMed 
35902122

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received January 27, 2022
  • Accepted after revision June 2, 2022
  • Published online July 28, 2022.

Article Versions

  • You are currently viewing a Latest version of this article (July 28, 2022 - 10:34).
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Copyright & Usage 
© 2022 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org

Author Information

  1. H. van Voorsta,b,
  2. P.R. Konduria,b,
  3. L.M. van Poppela,b,
  4. W. van der Steend,e,
  5. P.M. van der Sluijsd,e,
  6. E.M.H. Slotf,
  7. B.J. Emmera,
  8. W.H. van Zwamg,
  9. Y.B.W.E.M. Roosc,
  10. C.B.L.M. Majoiea,
  11. G. Zaharchukh,
  12. M.W.A. Caanb and
  13. H.A. Marqueringa,b on behalf of the CONTRAST Consortium Collaborators
  1. aFrom the Departments of Radiology and Nuclear Medicine (H.v.V., P.R.K., L.M.v.P., B.J.E., C.B.L.M.M., H.A.M.)
  2. bBiomedical Engineering and Physics (H.v.V., P.R.K., L.M.v.P., M.W.A.C., H.A.M.)
  3. cNeurology (Y.B.W.E.M.R.), Faculty of Medicine, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, the Netherlands
  4. dDepartments of Neurology (W.v.d.S., P.M.v.d.S.)
  5. eRadiology and Nuclear Medicine (W.v.d.S., P.M.v.d.S.), Erasmus University Medical Center, Rotterdam, the Netherlands
  6. fDepartment of Neurology and Neurosurgery (E.M.H.S.), University Medical Center Utrecht, Utrecht, the Netherlands
  7. gDepartment of Radiology and Nuclear Medicine (W.H.v.Z.), Maastricht University Medical Center, Maastricht, the Netherlands
  8. hDepartment of Radiology (G.Z.), Stanford University, Stanford, California
                        1. 1 Erasmus MC University Medical Center, Rotterdam, the Netherlands
                        2. 2Leiden University Medical Center, Leiden, the Netherlands
                        3. 3 Amsterdam University Medical Centers, location AMC, Amsterdam, the Netherlands
                        4. 4 Cardiovascular Research Institute Maastricht CARIM), Maastricht University Medical Centre, Maastricht, The Netherlands
                        5. 5 University Medical Center Utrecht, Brain Center Rudolf Magnus, Utrecht, the Netherlands
                        6. 6 Catharina Hospital, Eindhoven, the Netherlands
                        7. 7 Haaglanden Medical Centre, the Hague, the Netherlands
                        8. 8 Rijnstate Hospital, Arnhem, the Netherlands
                        9. 9 St. Antonius Hospital, Nieuwegein, the Netherlands
                        10. 10 Radboud University Medical Center, Nijmegen, the Netherlands
                        11. 11 HagaZiekenhuis, the Hague, the Netherlands
                        12. 12 Isala, Zwolle, the Netherlands
                        13. 13 Amphia Hospital, Breda, the Netherlands
                        14. 14 Albert Schweitzer Hospital, Dordrecht, the Netherlands
                        15. 15 University Medical Center Groningen, Groningen, the Netherlands
                        16. 16 Elisabeth-TweeSteden Hospital, Tilburg, the Netherlands
                        17. 17 University Hospital of Nancy, Nancy, France
                        18. 18 Foch Hospital, Suresnes, France
                        19. 19 Fondation Rothschild Hospital, Paris, France
                        20. 20 University Hospital of Bordeaux, Bordeaux, France
                        21. 21 Pitié-Salpêtrière University hospital, Paris, France
                        22. 22 John Radcliffe Hospital, Oxford, United Kingdom
                        23. 23 University of Washington, Seattle, Washington, United States
                        24. 24 Lygature, Utrecht, the Netherlands
                        25. 25 School for Mental Health and Sciences Mhens), Maastricht University Medical Center, Maastricht, The Netherlands
                        26. 26 Texas Stroke Institute, Dallas-Fort Worth, Texas, United States of America
                        27. 27 Medisch Spectrum Twente, Enschede, The Netherlands
                        28. 28 TerGooi, Hilversum, The Netherlands.
                        1. Please address correspondence to Henk van Voorst, MD, Amsterdam UMC locatie AMC, Meibergdreef 9, 1105 AZ Amsterdam, Noord-Holland, the Netherlands, Department of Biomedical Engineering and Physics, Department of Radiology and Nuclear Medicine, Room L0147, 020 566 9111; e-mail: h.vanvoorst{at}amsterdamumc.nl
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                        Funding

                        • Hartstichting

                          CVON2015-01: CONTRAST
                        • Stryker

                        • Dutch Ministry of Economic Affairs

                          LSHM17016
                        • Cerenovus

                        • Brain Foundation Netherlands

                          HA2015.01.06
                        • Medtronic

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                        H. van Voorst, P.R. Konduri, L.M. van Poppel, W. van der Steen, P.M. van der Sluijs, E.M.H. Slot, B.J. Emmer, W.H. van Zwam, Y.B.W.E.M. Roos, C.B.L.M. Majoie, G. Zaharchuk, M.W.A. Caan, H.A. Marquering
                        Unsupervised Deep Learning for Stroke Lesion Segmentation on Follow-up CT Based on Generative Adversarial Networks
                        American Journal of Neuroradiology Jul 2022, DOI: 10.3174/ajnr.A7582

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                        Unsupervised Deep Learning for Stroke Lesion Segmentation on Follow-up CT Based on Generative Adversarial Networks
                        H. van Voorst, P.R. Konduri, L.M. van Poppel, W. van der Steen, P.M. van der Sluijs, E.M.H. Slot, B.J. Emmer, W.H. van Zwam, Y.B.W.E.M. Roos, C.B.L.M. Majoie, G. Zaharchuk, M.W.A. Caan, H.A. Marquering
                        American Journal of Neuroradiology Jul 2022, DOI: 10.3174/ajnr.A7582
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