Research ArticleARTIFICIAL INTELLIGENCE
Open Access
A Radiomic “Warning-Sign” of Progression on Brain MRI in Individuals with MS
Brendan S. Kelly, Prateek Mathur, Gerard McGuinness, Henry Dillon, Edward H. Lee, Kristen W. Yeom, Aonghus Lawlor and Ronan P. Killeen
American Journal of Neuroradiology January 2024, DOI: https://doi.org/10.3174/ajnr.A8104
Brendan S. Kelly
aFrom the Department of Radiology (B.S.K., G.M., H.D., R.P.K.), St. Vincent’s University Hospital, Dublin, Ireland
bInsight Centre for Data Analytics (B.S.K., P.M., A.L.), University College Dublin, Dublin, Ireland
cWellcome Trust and Health Research Board (B.S.K.), Irish Clinical Academic Training, Dublin, Ireland
dSchool of Medicine (B.S.K.), University College Dublin, Dublin, Ireland
Prateek Mathur
bInsight Centre for Data Analytics (B.S.K., P.M., A.L.), University College Dublin, Dublin, Ireland
Gerard McGuinness
aFrom the Department of Radiology (B.S.K., G.M., H.D., R.P.K.), St. Vincent’s University Hospital, Dublin, Ireland
Henry Dillon
aFrom the Department of Radiology (B.S.K., G.M., H.D., R.P.K.), St. Vincent’s University Hospital, Dublin, Ireland
Edward H. Lee
eLucille Packard Children’s Hospital at Stanford (E.H.L., K.W.Y.), Stanford, California.
Kristen W. Yeom
eLucille Packard Children’s Hospital at Stanford (E.H.L., K.W.Y.), Stanford, California.
Aonghus Lawlor
bInsight Centre for Data Analytics (B.S.K., P.M., A.L.), University College Dublin, Dublin, Ireland
Ronan P. Killeen
aFrom the Department of Radiology (B.S.K., G.M., H.D., R.P.K.), St. Vincent’s University Hospital, Dublin, Ireland

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Brendan S. Kelly, Prateek Mathur, Gerard McGuinness, Henry Dillon, Edward H. Lee, Kristen W. Yeom, Aonghus Lawlor, Ronan P. Killeen
A Radiomic “Warning-Sign” of Progression on Brain MRI in Individuals with MS
American Journal of Neuroradiology Jan 2024, DOI: 10.3174/ajnr.A8104
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