Towards Integration of the Central Vein Sign, Cortical Lesions and Paramagnetic Rim Lesions into Multiple Sclerosis Diagnosis: Insights from Explainable Machine Learning

被引:0
|
作者
Wynen, Maxence [1 ,2 ]
Vanden Bulcke, Colin [1 ,2 ]
Borrelli, Serena [2 ,3 ]
Stolting, Anna [2 ]
Reich, Daniel [4 ]
Filippi, Massimo [5 ,6 ,7 ]
Du Pasquier, Renaud [8 ]
Macq, Benoit [1 ]
Absinta, Martina [5 ,9 ,10 ]
Cuadra, Meritxell Bach [11 ,12 ]
Maggi, Pietro [2 ,8 ,13 ]
机构
[1] Catholic Univ Louvain, ICTeam Inst, Louvain La Neuve, Belgium
[2] Catholic Univ Louvain, Louvain Neuroinflammat Imaging Lab NIL, Brussels, Belgium
[3] Hosp Erasme, Dept Neurol, Brussels, Belgium
[4] Natl Inst Neurol Disorders & Stroke NINDS, Natl Inst Hlth NIH, Translat Neuroradiol Sect, Bethesda, MD USA
[5] Univ Vita Salute San Raffaele, Milan, Italy
[6] IRCCS San Raffaele Sci Inst, Div Neurosci, Neuroimaging Res Unit, Milan, Italy
[7] IRCCS San Raffaele Sci Inst, Neurol Unit, Milan, Italy
[8] Lausanne Univ Hosp, Neurol Serv, Dept Clin Neurosci, Lausanne, Switzerland
[9] IRCCS San Raffaele Sci Inst, Div Neurosci, Translat Neuropathol Unit, Milan, Italy
[10] Johns Hopkins Univ Hosp, Dept Neurol, Baltimore, MD USA
[11] CIBM Ctr Biomed Imaging, Lausanne, Switzerland
[12] Lausanne Univ Hosp, Dept Radiol, Lausanne, Switzerland
[13] Clin Univ St Luc UCLouvain, Dept Neurol, Brussels, Belgium
关键词
D O I
暂无
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
P718/1693
引用
收藏
页码:550 / 551
页数:2
相关论文
共 50 条
  • [41] Multiple sclerosis: High prevalence of the "central vein' sign in white matter lesions on susceptibility-weighted images
    Sparacia, Gianvincenzo
    Agnello, Francesco
    Gambino, Angelo
    Sciortino, Martina
    Midiri, Massimo
    NEURORADIOLOGY JOURNAL, 2018, 31 (04): : 356 - 361
  • [42] Analysis of Central Vein Sign in confluent multiple sclerosis lesions after automated lesion separation: a pilot study
    Marchi, Leonardo
    Pasca, Matteo
    Lambert, Benjamin
    Rubini, Pascal
    Dehaene, Harmonie
    Tucholka, Alan
    Roca, Pauline
    Fainardi, Enrico
    Massacesi, Luca
    MULTIPLE SCLEROSIS JOURNAL, 2024, 30 (03) : 926 - 926
  • [43] MRI evaluation of the "central vein sign" in brain white matter lesions of multiple sclerosis and systemic autoimmune diseases
    Vuolo, L.
    Emmi, G.
    Carlucci, G.
    Repice, A.
    Magnani, E.
    Spagni, G.
    Prisco, D.
    Silvestri, E.
    Barilaro, A.
    Sati, P.
    Reich, D.
    Massacesi, L.
    MULTIPLE SCLEROSIS JOURNAL, 2016, 22 : 403 - 404
  • [44] Evaluation of the "Three Lesions with a Central Vein Sign" Criteria for the Differentiation between Multiple Sclerosis and its Imaging Mimics
    Sinnecker, Tim
    Clarke, Margareta
    Meier, Dominik
    Enzinger, Christian
    Calabrese, Massimiliano
    De Stefano, Nicola
    Pitiot, Alain
    Giorgio, Antonio
    Schoonheim, Menno M.
    Paul, Friedemann
    Pawlak, Mikolaj
    Kappos, Ludwig
    Rovira, Alex
    Evangelou, Nikolaos
    Wurfel, Jens
    NEUROLOGY, 2019, 92 (15)
  • [45] Stronger Microstructural Damage Revealed in Multiple Sclerosis Lesions With Central Vein Sign by Quantitative Gradient Echo MRI
    Levasseur, Victoria A.
    Xiang, Biao
    Salter, Amber
    Yablonskiy, Dmitriy A.
    Cross, Anne H.
    JOURNAL OF CENTRAL NERVOUS SYSTEM DISEASE, 2022, 14
  • [46] The contribution of paramagnetic rim and cortical lesions to physical and cognitive disability at multiple sclerosis clinical onset: evaluating the power of MRI and OCT biomarkers
    Miscioscia, Alessandro
    Mainero, Caterina
    Treaba, Constantina A.
    Silvestri, Erica
    Scialpi, Graziana
    Berardi, Angela
    Causin, Francesco
    Anglani, Maria Giulia
    Rinaldi, Francesca
    Perini, Paola
    Puthenparampil, Marco
    Bertoldo, Alessandra
    Gallo, Paolo
    JOURNAL OF NEUROLOGY, 2024, 271 (10) : 6702 - 6714
  • [47] The diagnostic value of susceptibility-weighted imaging in multiple sclerosis: the central vein sign and iron rings are specific markers of multiple sclerosis lesions
    Clarke, M.
    Pessini Ferreira, L. M.
    Pareto, D.
    Arrambide, G.
    Alberich, M.
    Crescenzo, F.
    Garcia Vidal, A.
    Tintore, M.
    Auger, C.
    Evangelou, N.
    Rovira, A.
    MULTIPLE SCLEROSIS JOURNAL, 2019, 25 : 357 - 357
  • [48] Quantitative Gradient Echo Magnetic Resonance Imaging Reveals Greater Tissue Damage in Multiple Sclerosis Lesions with Central Vein Sign Compared to Lesions Without
    Levasseur, V. A.
    Xiang, B.
    Salter, A.
    Yablonskiy, D.
    Cross, A. H.
    MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (1_SUPPL) : 72 - 72
  • [49] An interpretable machine learning model to explain the interplay between brain lesions and cortical atrophy in multiple sclerosis
    Conti, A.
    Treaba, C. A.
    Mehndiratta, A.
    Barletta, V. T.
    Mainero, C.
    Toschi, N.
    2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC), 2021, : 3757 - 3760
  • [50] Modern machine learning algorithm to unveil the relationship between different types of multiple sclerosis lesions and cortical atrophy
    Treaba, C.
    Conti, A.
    Mehndiratta, A.
    Barletta, V.
    Mainero, C.
    Toschi, N.
    MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (2_SUPPL) : 418 - 419