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Research ArticlePediatrics
Open Access

Brain Maturation Patterns on Normalized FLAIR MR Imaging in Children and Adolescents

K. Chan, A. Ghazvanchahi, D. Rabba, L. Vidarsson, M.W. Wagner, B.B. Ertl-Wagner and A. Khademi
American Journal of Neuroradiology September 2023, 44 (9) 1077-1083; DOI: https://doi.org/10.3174/ajnr.A7966
K. Chan
aFrom the Department of Electrical, Computer and Biomedical Engineering (K.C., A.G., D.R., A.K.), Toronto Metropolitan University, Toronto, Ontario, Canada
bInstitute for Biomedical Engineering, Science Tech (iBEST) (K.C., A.G., D.R., A.K.), a Partnership between St. Michael's Hospital and Toronto Metropolitan University, Toronto, Ontario, Canada
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A. Ghazvanchahi
aFrom the Department of Electrical, Computer and Biomedical Engineering (K.C., A.G., D.R., A.K.), Toronto Metropolitan University, Toronto, Ontario, Canada
bInstitute for Biomedical Engineering, Science Tech (iBEST) (K.C., A.G., D.R., A.K.), a Partnership between St. Michael's Hospital and Toronto Metropolitan University, Toronto, Ontario, Canada
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  • ORCID record for A. Ghazvanchahi
D. Rabba
aFrom the Department of Electrical, Computer and Biomedical Engineering (K.C., A.G., D.R., A.K.), Toronto Metropolitan University, Toronto, Ontario, Canada
bInstitute for Biomedical Engineering, Science Tech (iBEST) (K.C., A.G., D.R., A.K.), a Partnership between St. Michael's Hospital and Toronto Metropolitan University, Toronto, Ontario, Canada
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L. Vidarsson
dDepartment of Diagnostic Imaging (L.V., M.W.W., B.B.E.-W.), Division of Neuroradiology, The Hospital for Sick Children, Toronto, Ontario, Canada
eDepartment of Medical Imaging (L.V., M.W.W., B.B.E.-W.), University of Toronto, Toronto, Ontario, Canada.
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M.W. Wagner
dDepartment of Diagnostic Imaging (L.V., M.W.W., B.B.E.-W.), Division of Neuroradiology, The Hospital for Sick Children, Toronto, Ontario, Canada
eDepartment of Medical Imaging (L.V., M.W.W., B.B.E.-W.), University of Toronto, Toronto, Ontario, Canada.
fDepartment of Neurology (M.W.W.), University Hospital Ausburg, Ausburg, Germany
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B.B. Ertl-Wagner
dDepartment of Diagnostic Imaging (L.V., M.W.W., B.B.E.-W.), Division of Neuroradiology, The Hospital for Sick Children, Toronto, Ontario, Canada
eDepartment of Medical Imaging (L.V., M.W.W., B.B.E.-W.), University of Toronto, Toronto, Ontario, Canada.
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A. Khademi
aFrom the Department of Electrical, Computer and Biomedical Engineering (K.C., A.G., D.R., A.K.), Toronto Metropolitan University, Toronto, Ontario, Canada
bInstitute for Biomedical Engineering, Science Tech (iBEST) (K.C., A.G., D.R., A.K.), a Partnership between St. Michael's Hospital and Toronto Metropolitan University, Toronto, Ontario, Canada
cKeenan Research Center for Biomedical Science (A.K.), St. Michael's Hospital, Unity Health Network, Toronto, Ontario, Canada
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Figures

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  • FIG 1.
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    FIG 1.

    Image-processing pipeline for measuring FLAIR intensity biomarkers.

  • FIG 2.
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    FIG 2.

    Samples from different age ranges (original images, A) and images after intensity normalization (B). Approximate middle section taken from each subject.

  • FIG 3.
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    FIG 3.

    Fitted curves of mean normalized intensity by age per tissue region for all 429 healthy pediatric patients.

  • FIG 4.
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    FIG 4.

    Mean intensity (left) and P value heatmap for intensity comparison for 2 age groups (right) for GM (upper row) and WM (lower row).

  • FIG 5.
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    FIG 5.

    Volume versus intensity for GM, WM, cGM, and dGM. Regression is performed for 4 age groups. ICV indicates intracranial volume.

Tables

  • Figures
  • Cohort summary

    Age Group (yr)TotalPercentage Female
    2–43042.9
    4–63943.2
    6–84137.5
    8–105958.5
    10–127346.8
    12–146753.5
    14–166869.0
    16–18.25259.3
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American Journal of Neuroradiology: 44 (9)
American Journal of Neuroradiology
Vol. 44, Issue 9
1 Sep 2023
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Cite this article
K. Chan, A. Ghazvanchahi, D. Rabba, L. Vidarsson, M.W. Wagner, B.B. Ertl-Wagner, A. Khademi
Brain Maturation Patterns on Normalized FLAIR MR Imaging in Children and Adolescents
American Journal of Neuroradiology Sep 2023, 44 (9) 1077-1083; DOI: 10.3174/ajnr.A7966

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Brain Maturation Patterns on Normalized FLAIR MRI
K. Chan, A. Ghazvanchahi, D. Rabba, L. Vidarsson, M.W. Wagner, B.B. Ertl-Wagner, A. Khademi
American Journal of Neuroradiology Sep 2023, 44 (9) 1077-1083; DOI: 10.3174/ajnr.A7966
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This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • Developmental Curves of the Paediatric Brain Using FLAIR MRI Texture Biomarkers
    Karissa Chan, Dania Rabba, Logi Vidarsson, Matthias W. Wagner, Birgit B. Ertl-Wagner, April Khademi
    Canadian Association of Radiologists Journal 2025 76 1
  • Stratifying vascular disease patients into homogeneous subgroups using machine learning and FLAIR MRI biomarkers
    Karissa Chan, Corinne Fischer, Pejman Jabehdar Maralani, Sandra E. Black, Alan R. Moody, April Khademi
    npj Imaging 2024 2 1

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