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A Multicenter Longitudinal MRI Study Assessing LeMan-PV Software Accuracy in the Detection of White Matter Lesions in Multiple Sclerosis Patients.
Todea, Alexandra Ramona; Melie-Garcia, Lester; Barakovic, Muhamed; Cagol, Alessandro; Rahmanzadeh, Reza; Galbusera, Riccardo; Lu, Po-Jui; Weigel, Matthias; Ruberte, Esther; Radue, Ernst-Wilhelm; Schaedelin, Sabine; Benkert, Pascal; Oezguer, Yaldizli; Sinnecker, Tim; Müller, Stefanie; Achtnichts, Lutz; Vehoff, Jochen; Disanto, Giulio; Findling, Oliver; Chan, Andrew; Salmen, Anke; Pot, Caroline; Lalive, Patrice; Bridel, Claire; Zecca, Chiara; Derfuss, Tobias; Remonda, Luca; Wagner, Franca; Vargas, Maria; Du Pasquier, Renaud; Pravata, Emanuele; Weber, Johannes; Gobbi, Claudio; Leppert, David; Wuerfel, Jens; Kober, Tobias; Marechal, Benedicte; Corredor-Jerez, Ricardo; Psychogios, Marios; Lieb, Johanna; Kappos, Ludwig; Cuadra, Meritxell Bach; Kuhle, Jens; Granziera, Cristina.
Afiliación
  • Todea AR; Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital of Basel, Basel, Switzerland.
  • Melie-Garcia L; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Barakovic M; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Cagol A; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Rahmanzadeh R; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Galbusera R; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Lu PJ; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Weigel M; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Ruberte E; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Radue EW; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Schaedelin S; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Benkert P; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Oezguer Y; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Sinnecker T; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Müller S; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Achtnichts L; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Vehoff J; Division of Radiological Physics, Department of Radiology, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Disanto G; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Findling O; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Chan A; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Salmen A; Clinical Trial Unit, Department of Clinical Research, University Hospital Basel, University of Basel, Basel, Switzerland.
  • Pot C; Clinical Trial Unit, Department of Clinical Research, University Hospital Basel, University of Basel, Basel, Switzerland.
  • Lalive P; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Bridel C; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Zecca C; Translational Imaging in Neurology (ThINk) Basel, Department of Biomedical Engineering, Faculty of Medicine, University Hospital Basel and University of Basel, Basel, Switzerland.
  • Derfuss T; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Remonda L; Medical Image Analysis Center (MIAC) and qbig, Department of Biomedical Engineering, University Basel, Basel, Switzerland.
  • Wagner F; Department of Neurology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland.
  • Vargas M; Department of Neurology, Cantonal Hospital Aarau, Switzerland.
  • Du Pasquier R; Department of Neurology, Cantonal Hospital St. Gallen, St. Gallen, Switzerland.
  • Pravata E; Department of Neurology, Neurocenter of Southern Switzerland, EOC, Lugano, Switzerland.
  • Weber J; Department of Neurology, Cantonal Hospital Aarau, Switzerland.
  • Gobbi C; Department of Neurology, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland.
  • Leppert D; Department of Neurology, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland.
  • Wuerfel J; Service of Neurology, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland.
  • Kober T; Department of Clinical Neurosciences, Geneva University Hospital and Faculty of Medicine, Geneva, Switzerland.
  • Marechal B; Department of Clinical Neurosciences, Geneva University Hospital and Faculty of Medicine, Geneva, Switzerland.
  • Corredor-Jerez R; Department of Neurology, Neurocenter of Southern Switzerland, EOC, Lugano, Switzerland.
  • Psychogios M; Faculty of Biomedical Sciences, University of Italian Switzerland, Lugano, Switzerland.
  • Lieb J; Department of Neurology, University Hospital Basel, Switzerland, MS Center and Research Center for Clinical Neuroimmunology and Neuroscience Basel (RC2NB), University Hospital Basel and University of Basel, Basel, Switzerland.
  • Kappos L; Department of Radiology, Cantonal Hospital Aarau, Switzerland.
  • Cuadra MB; Department of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland.
  • Kuhle J; Department of Radiology, Geneva University Hospital and Faculty of Medicine, Geneva, Switzerland.
  • Granziera C; Service of Neurology, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland.
J Magn Reson Imaging ; 58(3): 864-876, 2023 09.
Article en En | MEDLINE | ID: mdl-36708267
BACKGROUND: Detecting new and enlarged lesions in multiple sclerosis (MS) patients is needed to determine their disease activity. LeMan-PV is a software embedded in the scanner reconstruction system of one vendor, which automatically assesses new and enlarged white matter lesions (NELs) in the follow-up of MS patients; however, multicenter validation studies are lacking. PURPOSE: To assess the accuracy of LeMan-PV for the longitudinal detection NEL white-matter MS lesions in a multicenter clinical setting. STUDY TYPE: Retrospective, longitudinal. SUBJECTS: A total of 206 patients with a definitive MS diagnosis and at least two follow-up MRI studies from five centers participating in the Swiss Multiple Sclerosis Cohort study. Mean age at first follow-up = 45.2 years (range: 36.9-52.8 years); 70 males. FIELD STRENGTH/SEQUENCE: Fluid attenuated inversion recovery (FLAIR) and T1-weighted magnetization prepared rapid gradient echo (T1-MPRAGE) sequences at 1.5 T and 3 T. ASSESSMENT: The study included 313 MRI pairs of datasets. Data were analyzed with LeMan-PV and compared with a manual "reference standard" provided by a neuroradiologist. A second rater (neurologist) performed the same analysis in a subset of MRI pairs to evaluate the rating-accuracy. The Sensitivity (Se), Specificity (Sp), Accuracy (Acc), F1-score, lesion-wise False-Positive-Rate (aFPR), and other measures were used to assess LeMan-PV performance for the detection of NEL at 1.5 T and 3 T. The performance was also evaluated in the subgroup of 123 MRI pairs at 3 T. STATISTICAL TESTS: Intraclass correlation coefficient (ICC) and Cohen's kappa (CK) were used to evaluate the agreement between readers. RESULTS: The interreader agreement was high for detecting new lesions (ICC = 0.97, Pvalue < 10-20 , CK = 0.82, P value = 0) and good (ICC = 0.75, P value < 10-12 , CK = 0.68, P value = 0) for detecting enlarged lesions. Across all centers, scanner field strengths (1.5 T, 3 T), and for NEL, LeMan-PV achieved: Acc = 61%, Se = 65%, Sp = 60%, F1-score = 0.44, aFPR = 1.31. When both follow-ups were acquired at 3 T, LeMan-PV accuracy was higher (Acc = 66%, Se = 66%, Sp = 66%, F1-score = 0.28, aFPR = 3.03). DATA CONCLUSION: In this multicenter study using clinical data settings acquired at 1.5 T and 3 T, and variations in MRI protocols, LeMan-PV showed similar sensitivity in detecting NEL with respect to other recent 3 T multicentric studies based on neural networks. While LeMan-PV performance is not optimal, its main advantage is that it provides automated clinical decision support integrated into the radiological-routine flow. EVIDENCE LEVEL: 4 TECHNICAL EFFICACY: Stage 2.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Sustancia Blanca / Esclerosis Múltiple Tipo de estudio: Clinical_trials / Diagnostic_studies / Etiology_studies / Guideline / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Límite: Adult / Humans / Male / Middle aged Idioma: En Revista: J Magn Reson Imaging Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2023 Tipo del documento: Article País de afiliación: Suiza Pais de publicación: Estados Unidos

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Sustancia Blanca / Esclerosis Múltiple Tipo de estudio: Clinical_trials / Diagnostic_studies / Etiology_studies / Guideline / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Límite: Adult / Humans / Male / Middle aged Idioma: En Revista: J Magn Reson Imaging Asunto de la revista: DIAGNOSTICO POR IMAGEM Año: 2023 Tipo del documento: Article País de afiliación: Suiza Pais de publicación: Estados Unidos