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For: Pontillo G, Tommasin S, Cuocolo R, Petracca M, Petsas N, Ugga L, Carotenuto A, Pozzilli C, Iodice R, Lanzillo R, Quarantelli M, Brescia Morra V, Tedeschi E, Pantano P, Cocozza S. A Combined Radiomics and Machine Learning Approach to Overcome the Clinicoradiologic Paradox in Multiple Sclerosis. AJNR Am J Neuroradiol 2021;42:1927-1933. [PMID: 34531195 DOI: 10.3174/ajnr.a7274] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Accepted: 07/12/2021] [Indexed: 11/07/2022]
Number Cited by Other Article(s)
1
Pirozzi MA, Franza F, Chianese M, Papallo S, De Rosa AP, Nardo FD, Caiazzo G, Esposito F, Donisi L. Combining radiomics and connectomics in MRI studies of the human brain: A systematic literature review. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2025;266:108771. [PMID: 40233442 DOI: 10.1016/j.cmpb.2025.108771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Revised: 03/17/2025] [Accepted: 04/09/2025] [Indexed: 04/17/2025]
2
Inglese M, Conti A, Toschi N. Radiomics across modalities: a comprehensive review of neurodegenerative diseases. Clin Radiol 2025;85:106921. [PMID: 40305877 DOI: 10.1016/j.crad.2025.106921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Revised: 03/26/2025] [Accepted: 03/27/2025] [Indexed: 05/02/2025]
3
Kotsiantis S, Melagraki G, Verykios V, Sakagianni A, Matsoukas J. Semi-Supervised Learning for Predicting Multiple Sclerosis. J Pers Med 2025;15:167. [PMID: 40423039 DOI: 10.3390/jpm15050167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2025] [Revised: 04/18/2025] [Accepted: 04/23/2025] [Indexed: 05/28/2025]  Open
4
Szekely-Kohn AC, Castellani M, Espino DM, Baronti L, Ahmed Z, Manifold WGK, Douglas M. Machine learning for refining interpretation of magnetic resonance imaging scans in the management of multiple sclerosis: a narrative review. ROYAL SOCIETY OPEN SCIENCE 2025;12:241052. [PMID: 39845718 PMCID: PMC11750376 DOI: 10.1098/rsos.241052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Revised: 10/23/2024] [Accepted: 11/17/2024] [Indexed: 01/24/2025]
5
Mayfield JD, Murtagh R, Ciotti J, Robertson D, Naqa IE. Time-Dependent Deep Learning Prediction of Multiple Sclerosis Disability. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024;37:3231-3249. [PMID: 38871944 PMCID: PMC11612123 DOI: 10.1007/s10278-024-01031-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 01/05/2024] [Accepted: 01/23/2024] [Indexed: 06/15/2024]
6
Ferrari R, Trinci M, Casinelli A, Treballi F, Leone E, Caruso D, Polici M, Faggioni L, Neri E, Galluzzo M. Radiomics in radiology: What the radiologist needs to know about technical aspects and clinical impact. LA RADIOLOGIA MEDICA 2024;129:1751-1765. [PMID: 39472389 DOI: 10.1007/s11547-024-01904-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 10/16/2024] [Indexed: 12/17/2024]
7
Yousef H, Malagurski Tortei B, Castiglione F. Predicting multiple sclerosis disease progression and outcomes with machine learning and MRI-based biomarkers: a review. J Neurol 2024;271:6543-6572. [PMID: 39266777 PMCID: PMC11447111 DOI: 10.1007/s00415-024-12651-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 08/16/2024] [Accepted: 08/17/2024] [Indexed: 09/14/2024]
8
Amin M, Martínez-Heras E, Ontaneda D, Prados Carrasco F. Artificial Intelligence and Multiple Sclerosis. Curr Neurol Neurosci Rep 2024;24:233-243. [PMID: 38940994 PMCID: PMC11258192 DOI: 10.1007/s11910-024-01354-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/18/2024] [Indexed: 06/29/2024]
9
Feng J, Huang Y, Zhang X, Yang Q, Guo Y, Xia Y, Peng C, Li C. Research and application progress of radiomics in neurodegenerative diseases. META-RADIOLOGY 2024;2:100068. [DOI: 10.1016/j.metrad.2024.100068] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2025]
10
Kelly BS, Mathur P, McGuinness G, Dillon H, Lee EH, Yeom KW, Lawlor A, Killeen RP. A Radiomic "Warning Sign" of Progression on Brain MRI in Individuals with MS. AJNR Am J Neuroradiol 2024;45:236-243. [PMID: 38216299 PMCID: PMC11285987 DOI: 10.3174/ajnr.a8104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 11/08/2023] [Indexed: 01/14/2024]
11
Faustino R, Lopes C, Jantarada A, Mendonça A, Raposo R, Ferrão C, Freitas J, Mateus C, Pinto A, Almeida E, Gomes N, Marques L, Palavra F. Neuroimaging characterization of multiple sclerosis lesions in pediatric patients: an exploratory radiomics approach. Front Neurosci 2024;18:1294574. [PMID: 38370435 PMCID: PMC10869542 DOI: 10.3389/fnins.2024.1294574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 01/15/2024] [Indexed: 02/20/2024]  Open
12
Jiang X, Shen C, Caba B, Arnold DL, Elliott C, Zhu B, Fisher E, Belachew S, Gafson AR. Assessing the utility of magnetic resonance imaging-based "SuStaIn" disease subtyping for precision medicine in relapsing-remitting and secondary progressive multiple sclerosis. Mult Scler Relat Disord 2023;77:104869. [PMID: 37459715 DOI: 10.1016/j.msard.2023.104869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/16/2023] [Accepted: 07/01/2023] [Indexed: 09/10/2023]
13
Liu D, Cabezas M, Wang D, Tang Z, Bai L, Zhan G, Luo Y, Kyle K, Ly L, Yu J, Shieh CC, Nguyen A, Kandasamy Karuppiah E, Sullivan R, Calamante F, Barnett M, Ouyang W, Cai W, Wang C. Multiple sclerosis lesion segmentation: revisiting weighting mechanisms for federated learning. Front Neurosci 2023;17:1167612. [PMID: 37274196 PMCID: PMC10232857 DOI: 10.3389/fnins.2023.1167612] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 04/24/2023] [Indexed: 06/06/2023]  Open
14
Du S, Yuan C, Zhou Q, Huang X, Meng H, Chen M, Wang H, Huang Q, Xiang S, Qian D, Li B, Chen S, Zhang M. Deep learning-based PET/MR radiomics for the classification of annualized relapse rate in multiple sclerosis. Mult Scler Relat Disord 2023;75:104750. [PMID: 37196386 DOI: 10.1016/j.msard.2023.104750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 04/03/2023] [Accepted: 05/06/2023] [Indexed: 05/19/2023]
15
Taloni A, Farrelly FA, Pontillo G, Petsas N, Giannì C, Ruggieri S, Petracca M, Brunetti A, Pozzilli C, Pantano P, Tommasin S. Evaluation of Disability Progression in Multiple Sclerosis via Magnetic-Resonance-Based Deep Learning Techniques. Int J Mol Sci 2022;23:ijms231810651. [PMID: 36142563 PMCID: PMC9505100 DOI: 10.3390/ijms231810651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Revised: 09/02/2022] [Accepted: 09/05/2022] [Indexed: 11/16/2022]  Open
16
Ma Y, Zhang C, Cabezas M, Song Y, Tang Z, Liu D, Cai W, Barnett M, Wang C. Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications. IEEE J Biomed Health Inform 2022;26:2680-2692. [PMID: 35171783 DOI: 10.1109/jbhi.2022.3151741] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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