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4. Transcription-based prediction of response to IFN beta using supervised computational methods

Author

Baranzini, S E, Mousavi, P, Rio, J, Caillier, S J, Stillman, A, Villoslada, P, Wyatt, M M, Comabella, M, Greller, L D, Somogyi, R, Montalban, X, and Oksenberg, J R

Abstract

Changes in cellular functions in response to drug therapy are mediated by specific transcriptional profiles resulting from the induction or repression in the activity of a number of genes, thereby modifying the preexisting gene activity pattern of the drug- targeted cell( s). Recombinant human interferon beta ( rIFNbeta) is routinely used to control exacerbations in multiple sclerosis patients with only partial success, mainly because of adverse effects and a relatively large proportion of nonresponders. We applied advanced data- mining and predictive modeling tools to a longitudinal 70- gene expression dataset generated by kinetic reverse- transcription PCR from 52 multiple sclerosis patients treated with rIFNbeta to discover higher- order predictive patterns associated with treatment outcome and to define the molecular footprint that rIFNbeta engraves on peripheral blood mononuclear cells. We identified nine sets of gene triplets whose expression, when tested before the initiation of therapy, can predict the response to interferon beta with up to 86% accuracy. In addition, time- series analysis revealed potential key players involved in a good or poor response to interferon beta. Statistical testing of a random outcome class and tolerance to noise was carried out to establish the robustness of the predictive models. Large- scale kinetic reverse- transcription PCR, coupled with advanced data- mining efforts, can effectively reveal preexisting and drug- induced gene expression signatures associated with therapeutic effects.

Published
2005

6. The agenda of the global patient reported outcomes for multiple sclerosis (PROMS) initiative: Progresses and open questions

Author

Zaratin, P, Vermersch, P, Amato, M, Brichetto, G, Coetzee, T, Cutter, G, Edan, G, Giovannoni, G, Gray, E, Hartung, H, Hobart, J, Helme, A, Hyde, R, Khan, U, Leocani, L, Mantovani, L, Mcburney, R, Montalban, X, Penner, I, Uitdehaag, B, Valentine, P, Weiland, H, Bertorello, D, Battaglia, M, Baneke, P, Comi, G, Zaratin P., Vermersch P., Amato M. P., Brichetto G., Coetzee T., Cutter G., Edan G., Giovannoni G., Gray E., Hartung H. P., Hobart J., Helme A., Hyde R., Khan U., Leocani L., Mantovani L. G., McBurney R., Montalban X., Penner I. -K., Uitdehaag B. M. J., Valentine P., Weiland H., Bertorello D., Battaglia M. A., Baneke P., Comi G., Zaratin, P, Vermersch, P, Amato, M, Brichetto, G, Coetzee, T, Cutter, G, Edan, G, Giovannoni, G, Gray, E, Hartung, H, Hobart, J, Helme, A, Hyde, R, Khan, U, Leocani, L, Mantovani, L, Mcburney, R, Montalban, X, Penner, I, Uitdehaag, B, Valentine, P, Weiland, H, Bertorello, D, Battaglia, M, Baneke, P, Comi, G, Zaratin P., Vermersch P., Amato M. P., Brichetto G., Coetzee T., Cutter G., Edan G., Giovannoni G., Gray E., Hartung H. P., Hobart J., Helme A., Hyde R., Khan U., Leocani L., Mantovani L. G., McBurney R., Montalban X., Penner I. -K., Uitdehaag B. M. J., Valentine P., Weiland H., Bertorello D., Battaglia M. A., Baneke P., and Comi G.

Abstract

On 12 September 2019, the global Patient Reported Outcome for Multiple Sclerosis (PROMS) Initiative was launched at the 35th Congress of the European Committee for Treatment and Research in Multiple Sclerosis (ECTRIMS). The multi-stakeholder PROMS Initiative is jointly led by the European Charcot Foundation (ECF) and the Multiple Sclerosis International Federation (MSIF), with the Italian Multiple Sclerosis Society (AISM) acting as the lead agency for and on behalf of the global MSIF movement. The initiative has the ambitious mission to (i) maximize the impact of science with and of patient input on the life of people affected by MS, and (ii) to represent a unified view on Patient-Reported Outcomes for MS to people affected by MS, healthcare providers, regulatory agencies and Health Technologies Assessments agencies. Equipped with an innovative participatory governance of an international and interdisciplinary network of different stakeholders, PROMS has the potential to guide future breakthroughs in MS patient-focused research and care. In this paper we present the progresses of the global PROMS Initiative and discuss the open questions that we aim to address.

Published
2022

8. Locus for severity implicates CNS resilience in progression of multiple sclerosis

Author

Harroud, A, Stridh, PJ, McCauley, JH, Saarela, J, van den Bosch, AMR, Engelenburg, H, Beecham, A, Alfredsson, L, Alikhani, K, Amezcua, L, Andlauer, TFM, Ban, M, Barcellos, L, Barizzone, N, Berge, T, Berthele, A, Bittner, S, Bos, S, Briggs, FBS, Caillier, S, Calabresi, P, Caputo, D, Carmona-Burgos, D, Cavalla, P, Celius, E, Cerono, G, Chinea, A, Chitnis, T, Clarelli, F, Comabella, M, Comi, G, Cotsapas, C, Cree, BCA, D'Alfonso, S, Dardiotis, E, De Jager, P, Delgado, S, Dubois, B, Engel, S, Esposito, F, Fabis-Pedrini, M, Filippi, M, Fitzgerald, K, Gasperi, C, Gomez, L, Gomez, R, Hadjigeorgiou, G, Hamann, J, Held, F, Henry, R, Hillert, J, Huang, J, Huitinga, I, Islam, T, Isobe, N, Jagodic, M, Kermode, AL, Khalil, M, Kilpatrick, T, Konidari, I, Kreft, K, Lechner-Scott, J, Leone, M, Luessi, F, Malhotra, S, Manouchehrinia, A, Manrique, C, Martinelli-Boneschi, F, Martinez, A, Martinez-Maldonado, V, Mascia, E, Metz, L, Midaglia, L, Montalban, X, Oksenberg, J, Olsson, T, Oturai, A, Paakkonen, K, Parnell, GP, Patsopoulos, N, Pericak-Vance, M, Piehl, F, Rubio, J, Santaniello, A, Santoro, S, Schaefer, C, Sellebjerg, F, Shams, H, Shchetynsky, K, Silva, C, Siokas, V, Sondergaard, H, Sorosina, M, Taylor, B, Vandebergh, M, Vasileiou, E, Vecchio, D, Voortman, M, Weiner, H, Wever, D, Yong, VW, Hafler, D, Stewart, G, Compston, A, Zipp, F, Harbo, H, Hemmer, B, Goris, A, Smolders, J, Hauser, S, Kockum, I, Sawcer, S, Baranzini, S, Jonsdottir, I, Blanco, Y, Llufriu, S, Madireddy, L, Saiz, A, Villoslada, P, Stefansson, K, Harbo, HF, Sawcer, SJ, Baranzini, SE, Harroud, A, Stridh, PJ, McCauley, JH, Saarela, J, van den Bosch, AMR, Engelenburg, H, Beecham, A, Alfredsson, L, Alikhani, K, Amezcua, L, Andlauer, TFM, Ban, M, Barcellos, L, Barizzone, N, Berge, T, Berthele, A, Bittner, S, Bos, S, Briggs, FBS, Caillier, S, Calabresi, P, Caputo, D, Carmona-Burgos, D, Cavalla, P, Celius, E, Cerono, G, Chinea, A, Chitnis, T, Clarelli, F, Comabella, M, Comi, G, Cotsapas, C, Cree, BCA, D'Alfonso, S, Dardiotis, E, De Jager, P, Delgado, S, Dubois, B, Engel, S, Esposito, F, Fabis-Pedrini, M, Filippi, M, Fitzgerald, K, Gasperi, C, Gomez, L, Gomez, R, Hadjigeorgiou, G, Hamann, J, Held, F, Henry, R, Hillert, J, Huang, J, Huitinga, I, Islam, T, Isobe, N, Jagodic, M, Kermode, AL, Khalil, M, Kilpatrick, T, Konidari, I, Kreft, K, Lechner-Scott, J, Leone, M, Luessi, F, Malhotra, S, Manouchehrinia, A, Manrique, C, Martinelli-Boneschi, F, Martinez, A, Martinez-Maldonado, V, Mascia, E, Metz, L, Midaglia, L, Montalban, X, Oksenberg, J, Olsson, T, Oturai, A, Paakkonen, K, Parnell, GP, Patsopoulos, N, Pericak-Vance, M, Piehl, F, Rubio, J, Santaniello, A, Santoro, S, Schaefer, C, Sellebjerg, F, Shams, H, Shchetynsky, K, Silva, C, Siokas, V, Sondergaard, H, Sorosina, M, Taylor, B, Vandebergh, M, Vasileiou, E, Vecchio, D, Voortman, M, Weiner, H, Wever, D, Yong, VW, Hafler, D, Stewart, G, Compston, A, Zipp, F, Harbo, H, Hemmer, B, Goris, A, Smolders, J, Hauser, S, Kockum, I, Sawcer, S, Baranzini, S, Jonsdottir, I, Blanco, Y, Llufriu, S, Madireddy, L, Saiz, A, Villoslada, P, Stefansson, K, Harbo, HF, Sawcer, SJ, and Baranzini, SE

Abstract

Multiple sclerosis (MS) is an autoimmune disease of the central nervous system (CNS) that results in significant neurodegeneration in the majority of those affected and is a common cause of chronic neurological disability in young adults1,2. Here, to provide insight into the potential mechanisms involved in progression, we conducted a genome-wide association study of the age-related MS severity score in 12,584 cases and replicated our findings in a further 9,805 cases. We identified a significant association with rs10191329 in the DYSF-ZNF638 locus, the risk allele of which is associated with a shortening in the median time to requiring a walking aid of a median of 3.7 years in homozygous carriers and with increased brainstem and cortical pathology in brain tissue. We also identified suggestive association with rs149097173 in the DNM3-PIGC locus and significant heritability enrichment in CNS tissues. Mendelian randomization analyses suggested a potential protective role for higher educational attainment. In contrast to immune-driven susceptibility3, these findings suggest a key role for CNS resilience and potentially neurocognitive reserve in determining outcome in MS.

Published
2023

14. Assessment of the reproducibility of oligoclonal IgM band detection for its application in daily clinical practice

Author

Espiño, M., Abraira, V., Arroyo, R., Bau, L., Cámara, C., Campos-Ruiz, L., Casanova, B., Espejo, C., Fernández, O., García-Merino, A., García-Sánchez, M.I., Gómez, M., Gosis, A., Izquierdo, G., Meca, J., Montalban, X., Morandeira, F., Olascoaga, J., Prada, A., Quintana, E., Ramió-Torrentà, Ll., Rodríguez-Antigüedad, A., Salgado, G., Santiago, J.L., Sarasola, E., Simó-Castelló, M., Alvarez-Cermeño, J.C., and Villar, L.M.

Published
2015
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15. Role of B Cells in Multiple Sclerosis and Related Disorders

Author

Comi, G., Bar-Or, A., Lassmann, H., Uccelli, A., Hartung, H. -P., Montalban, X., Sorensen, P. S., Hohlfeld, R., Hauser, S. L., Expert Panel of the 27 ECF Annual Meeting, Rocca, MA, Comi, G., Bar-Or, A., Lassmann, H., Uccelli, A., Hartung, H. -P., Montalban, X., Sorensen, P. S., Hohlfeld, R., Hauser, S. L., Expert Panel of the 27 ECF Annual, Meeting, and Rocca, Ma

Subjects
Central Nervous System, 0301 basic medicine, B-Lymphocytes, Multiple Sclerosis, T-Lymphocytes, Multiple sclerosis, medicine.disease, Article, Clinical trial, Primary progressive, 03 medical and health sciences, 030104 developmental biology, 0302 clinical medicine, Neurology, medicine, Humans, In patient, Disease process, Neurology (clinical), Neuroscience, 030217 neurology & neurosurgery, Autoantibodies
Abstract

The success of clinical trials of selective B-cell depletion in patients with relapsing multiple sclerosis (MS) and primary progressive MS has led to a conceptual shift in the understanding of MS pathogenesis, away from the classical model in which T cells were the sole central actors and toward a more complex paradigm with B cells having an essential role in both the inflammatory and neurodegenerative components of the disease process. The role of B cells in MS was selected as the topic of the 27th Annual Meeting of the European Charcot Foundation. Results of the meeting are presented in this concise review, which recaps current concepts underlying the biology and therapeutic rationale behind B-cell–directed therapeutics in MS, and proposes strategies to optimize the use of existing anti–B-cell treatments and provide future directions for research in this area. ANN NEUROL 2021;89:13–23.

Published
2020
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16. Erratum:Early Reduction of MRI Activity During 6 Months of Cladribine Tablet Treatment for Highly Active Relapsing Multiple Sclerosis: MAGNIFY-MS (Neurol Neuroimmunol Neuroinflamm (2022) 9: 4 (e1187) DOI: 10.1212/NXI.0000000000001187)

Author

de Stefano, N., Barkhof, F., and Montalban, X.

Abstract

In the Research Article "Early Reduction of MRI Activity During 6 Months of Cladribine Tablet Treatment for Highly Active Relapsing Multiple Sclerosis: MAGNIFY-MS"by de Stefano et al.,1 the author byline should include Dr. Claire Mwape as author #14. Further, the footnote regarding APC funding for this paper should read "The Article Processing Charge was funded by the healthcare business of Merck KGaA, Darmstadt, Germany."The market authorisation holder for MAVENCLAD stated in the introduction should read "the healthcare business of Merck KGaA, Darmstadt Germany". Lastly, the link on page 4 for the data-sharing portal for the health care business of Merck KGaA, Darmstadt, Germany should appear as follows: emdgroup.com/en/research/our-approach-to-research-and-development/healthcare/clinicaltrials/ commitment-responsible-data-sharing.html. The article has been replaced by a corrected version. The original version with the changes highlighted is available from a link in the corrected article. The editorial staff and authors regret these errors.

Published
2022
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24. 20266. EFICACIA Y PREDICTORES DE RESPUESTA A FAMPRIDINA EN UNA MUESTRA DE PACIENTES CON ESCLEROSIS MÚLTIPLE: UN ESTUDIO EN VIDA REAL

Author

Martínez Campos, E., Robles, M., Horno, R., Castilló, J., Vidal Jordana, A., Zabalza, A., Rodríguez Acevedo, B., Vilaseca, A., Arrambide, G., Papolla, A., Midaglia, L., Galán, I., Ariño, H., Carvajal, R., Mongay, N., Cobo Calvo, Á., Comabella, M., Sastre Garriga, J., Tintoré, M., Montalban, X., and Rio, J.

Published
2024
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27. 20946. COMBINACIÓN DE LA PROTEÍNA ÁCIDA FIBRILAR GLIAL Y LA CADENA LIGERA DE LOS NEUROFILAMENTOS EN SUERO PARA PREDECIR EL EMPEORAMIENTO DE LA DISCAPACIDAD Y LA RESPUESTA TERAPÉUTICA EN ESCLEROSIS MÚLTIPLE

Author

Monreal Laguillo, E., Fernández Velasco, J., Álvarez Lafuente, R., Sainz de la Maza Cantero, S., García Sánchez, M., Llufriu, S., Casanova, B., Comabella, M., Martínez Yélamos, S., Galimberti, D., Ramió Torrentà, L., Martínez Ginés, M., Aladro, Y., Ayuso, L., Martínez Rodríguez, J., Brieva, L., Villarrubia, N., Eichau, S., Rodero Romero, A., Espiño, M., Blanco, Y., Saiz, A., Montalban, X., Tintoré, M., Domínguez Mozo, M., Cuello, J., Romero Pinel, L., Ghezzi, L., Pilo de la Fuente, B., Pérez Miralles, F., Quiroga Varela, A., Rubio, L., Rodríguez Jorge, F., Chico García, J., Sainz Amo, R., Masjuan Vallejo, J., Costa-Frossard França, L., and Villar, L.

Published
2024
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32. Immunology

Author

Montalban, X., Comi, Giancarlo, editor, Meldolesi, Jacopo, editor, Ecari, Ugo, editor, Filippi, Massimo, editor, and Martino, Gianvito, editor

Published
2002
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33. Response to interferon-beta treatment in multiple sclerosis patients: a genome-wide association study

Author

Mahurkar, S, Moldovan, M, Suppiah, V, Sorosina, M, Clarelli, F, Liberatore, G, Malhotra, S, Montalban, X, Antigüedad, A, Krupa, M, Jokubaitis, V G, McKay, F C, Gatt, P N, Fabis-Pedrini, M J, Martinelli, V, Comi, G, Lechner-Scott, J, Kermode, A G, Slee, M, Taylor, B V, Vandenbroeck, K, Comabella, M, Boneschi, F M, Australian, The, and King, C

Published
2016
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34. ECTRIMS/EAN guideline on the pharmacological treatment of people with multiple sclerosis

Author

Montalban, X., Gold, R., Thompson, A. J., Otero‐Romero, S., Amato, M. P., Chandraratna, D., Clanet, M., Comi, G., Derfuss, T., Fazekas, F., Hartung, H. P., Havrdova, E., Hemmer, B., Kappos, L., Liblau, R., Lubetzki, C., Marcus, E., Miller, D. H., Olsson, T., Pilling, S., Selmaj, K., Siva, A., Sorensen, P. S., Sormani, M. P., Thalheim, C., Wiendl, H., and Zipp, F.

Published
2018
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39. Artificial intelligence extension of the OSCAR-IB criteria

Author

Petzold, A., Albrecht, P., Balcer, L., Bekkers, E., Brandt, A. U., Calabresi, P. A., Deborah, O. G., Graves, J. S., Green, A., Keane, P. A., Nij Bijvank, J. A., Sander, J. W., Paul, F., Saidha, S., Villoslada, P., Wagner, S. K., Yeh, E. A., Aktas, O., Antel, J., Asgari, N., Audo, I., Avasarala, J., Avril, D., Bagnato, F. R., Banwell, B., Bar-Or, A., Behbehani, R., Manterola, A. B., Bennett, J., Benson, L., Bernard, J., Bremond-Gignac, D., Britze, J., Burton, J., Calkwood, J., Carroll, W., Chandratheva, A., Cohen, J., Comi, G., Cordano, C., Costa, S., Costello, F., Courtney, A., Cruz-Herranz, A., Cutter, G., Crabb, D., Delott, L., De Seze, J., Diem, R., Dollfuss, H., El Ayoubi, N. K., Fasser, C., Finke, C., Fischer, D., Fitzgerald, K., Fonseca, P., Frederiksen, J. L., Frohman, E., Frohman, T., Fujihara, K., Cuellar, I. G., Galetta, S., Garcia-Martin, E., Giovannoni, G., Glebauskiene, B., Suarez, I. G., Jensen, G. P., Hamann, S., Hartung, H. -P., Havla, J., Hemmer, B., Huang, S. -C., Imitola, J., Jasinskas, V., Jiang, H., Kafieh, R., Kappos, L., Kardon, R., Keegan, D., Kildebeck, E., Kim, U. S., Klistorner, S., Knier, B., Kolbe, S., Korn, T., Krupp, L., Lagreze, W., Leocani, L., Levin, N., Liskova, P., Preiningerova, J. L., Lorenz, B., May, E., Miller, D., Mikolajczak, J., Said, S. M., Montalban, X., Morrow, M., Mowry, E., Murta, J., Navas, C., Nolan, R., Nowomiejska, K., Oertel, F. C., Oh, J., Oreja-Guevara, C., Orssaud, C., Osborne, B., Outteryck, O., Paiva, C., Palace, J., Papadopoulou, A., Patsopoulos, N., Pontikos, N., Preising, M., Prince, J., Reich, D., Rejdak, R., Ringelstein, M., Rodriguez de Antonio, L., Sahel, J. -A., Sanchez-Dalmau, B., Sastre-Garriga, J., Schippling, S., Schuman, J., Shindler, K., Shin, R., Shuey, N., Soelberg, K., Specovius, S., Suppiej, A., Thompson, A., Toosy, A., Torres, R., Touitou, V., Trauzettel-Klosinski, S., van der Walt, A., Vermersch, P., Vidal-Jordana, A., Waldman, A. T., Waters, C., Wheeler, R., White, O., Wilhelm, H., Winges, K. M., Wiegerinck, N., Wiehe, L., Wisnewski, T., Wong, S., Wurfel, J., Yaghi, S., You, Y., Yu, Z., Yu-Wai-Man, P., Zemaitien≐, R., Zimmermann, H., Albrecht P., Petzold A., Balcer, L., Bekkers, E., Brandt, A. U., Calabresi, P. A., Deborah, O. G., Graves, J. S., Green, A., Keane, P. A., Nij Bijvank, J. A., Sander, J. W., Paul, F., Saidha, S., Villoslada, P., Wagner, S. K., Yeh, E. A., Aktas, O., Antel, J., Asgari, N., Audo, I., Avasarala, J., Avril, D., Bagnato, F. R., Banwell, B., Bar-Or, A., Behbehani, R., Manterola, A. B., Bennett, J., Benson, L., Bernard, J., Bremond-Gignac, D., Britze, J., Burton, J., Calkwood, J., Carroll, W., Chandratheva, A., Cohen, J., Comi, G., Cordano, C., Costa, S., Costello, F., Courtney, A., Cruz-Herranz, A., Cutter, G., Crabb, D., Delott, L., De Seze, J., Diem, R., Dollfuss, H., El Ayoubi, N. K., Fasser, C., Finke, C., Fischer, D., Fitzgerald, K., Fonseca, P., Frederiksen, J. L., Frohman, E., Frohman, T., Fujihara, K., Cuellar, I. G., Galetta, S., Garcia-Martin, E., Giovannoni, G., Glebauskiene, B., Suarez, I. G., P. , Jensen, G., Hamann, S., Hartung, H. -P., Havla, J., Hemmer, B., Huang, S. -C., Imitola, J., Jasinskas, V., Jiang, H., Kafieh, R., Kappos, L., Kardon, R., Keegan, D., Kildebeck, E., Kim, U. S., Klistorner, S., Knier, B., Kolbe, S., Korn, T., Krupp, L., Lagreze, W., Leocani, L., Levin, N., Liskova, P., Preiningerova, J. L., Lorenz, B., May, E., Miller, D., Mikolajczak, J., Said, S. M., Montalban, X., Morrow, M., Mowry, E., Murta, J., Navas, C., Nolan, R., Nowomiejska, K., Oertel, F. C., Oh, J., Oreja-Guevara, C., Orssaud, C., Osborne, B., Outteryck, O., Paiva, C., Palace, J., Papadopoulou, A., Patsopoulos, N., Pontikos, N., Preising, M., Prince, J., Reich, D., Rejdak, R., Ringelstein, M., Rodriguez de Antonio, L., Sahel, J. -A., Sanchez-Dalmau, B., Sastre-Garriga, J., Schippling, S., Schuman, J., Shindler, K., Shin, R., Shuey, N., Soelberg, K., Specovius, S., Suppiej, A., Thompson, A., Toosy, A., Torres, R., Touitou, V., Trauzettel-Klosinski, S., van der Walt, A., Vermersch, P., Vidal-Jordana, A., Waldman, A. T., Waters, C., Wheeler, R., White, O., Wilhelm, H., Winges, K. M., Wiegerinck, N., Wiehe, L., Wisnewski, T., Wong, S., Wurfel, J., Yaghi, S., You, Y., Yu, Z., Yu-Wai-Man, P., Zemaitien≐, R., and Zimmermann, H.

Subjects
0301 basic medicine, Big Data, medicine.medical_specialty, Neurology, media_common.quotation_subject, Big data, MEDLINE, Reviews, Socio-culturale, Neurosciences. Biological psychiatry. Neuropsychiatry, Review, Public domain, Retina, Cohort Studies, 03 medical and health sciences, Annotation, 0302 clinical medicine, Artificial Intelligence, medicine, Humans, Quality (business), RC346-429, Tomography, media_common, Image pattern recognition, business.industry, General Neuroscience, Nervous System Diseases, Tomography, Optical Coherence, Algorithms, 030104 developmental biology, Optical Coherence, Imaging technology, RC0321, Neurology. Diseases of the nervous system, Neurology (clinical), Artificial intelligence, sense organs, business, 030217 neurology & neurosurgery, RC321-571
Abstract

Artificial intelligence (AI)‐based diagnostic algorithms have achieved ambitious aims through automated image pattern recognition. For neurological disorders, this includes neurodegeneration and inflammation. Scalable imaging technology for big data in neurology is optical coherence tomography (OCT). We highlight that OCT changes observed in the retina, as a window to the brain, are small, requiring rigorous quality control pipelines. There are existing tools for this purpose. Firstly, there are human‐led validated consensus quality control criteria (OSCAR‐IB) for OCT. Secondly, these criteria are embedded into OCT reporting guidelines (APOSTEL). The use of the described annotation of failed OCT scans advances machine learning. This is illustrated through the present review of the advantages and disadvantages of AI‐based applications to OCT data. The neurological conditions reviewed here for the use of big data include Alzheimer disease, stroke, multiple sclerosis (MS), Parkinson disease, and epilepsy. It is noted that while big data is relevant for AI, ownership is complex. For this reason, we also reached out to involve representatives from patient organizations and the public domain in addition to clinical and research centers. The evidence reviewed can be grouped in a five‐point expansion of the OSCAR‐IB criteria to embrace AI (OSCAR‐AI). The review concludes by specific recommendations on how this can be achieved practically and in compliance with existing guidelines.

Published
2021
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40. Risk of requiring a wheelchair in primary progressive multiple sclerosis: Data from the ORATORIO trial and the MSBase registry

Author

Butzkueven, H, Spelman, T, Horakova, D, Hughes, S, Solaro, C, Izquierdo, G, Kubala Havrdova, E, Grand'Maison, F, Prat, A, Girard, M, Hupperts, R, Onofrj, M, Lugaresi, A, Taylor, B, Giovannoni, G, Kappos, L, Hauser, SL, Montalban, X, Craveiro, L, Freitas, R, Model, F, Overell, J, Muros-Le Rouzic, E, Sauter, A, Wang, Q, Wormser, D, Wolinsky, JS, Butzkueven, H, Spelman, T, Horakova, D, Hughes, S, Solaro, C, Izquierdo, G, Kubala Havrdova, E, Grand'Maison, F, Prat, A, Girard, M, Hupperts, R, Onofrj, M, Lugaresi, A, Taylor, B, Giovannoni, G, Kappos, L, Hauser, SL, Montalban, X, Craveiro, L, Freitas, R, Model, F, Overell, J, Muros-Le Rouzic, E, Sauter, A, Wang, Q, Wormser, D, and Wolinsky, JS

Abstract

BACKGROUND AND PURPOSE: Reaching Expanded Disability Status Scale (EDSS) ≥7.0 represents the requirement for a wheelchair. Here we (i) assess the effect of ocrelizumab on time to EDSS ≥7.0 over the ORATORIO (NCT01194570) double-blind and extended controlled periods (DBP+ECP), (ii) quantify likely long-term benefits by extrapolating results, and (iii) assess the plausibility of extrapolations using an independent real-world cohort (MSBase registry; ACTRN12605000455662). METHODS: Post hoc analyses assessing time to 24-week confirmed EDSS ≥7.0 in two cohorts of patients with primary progressive multiple sclerosis (baseline EDSS 3.0-6.5) were investigated in ORATORIO and MSBase. RESULTS: In the ORATORIO DBP+ECP, ocrelizumab reduced the risk of 24-week confirmed EDSS ≥7.0 (hazard ratio = 0.54, 95% confidence interval [CI]: 0.31-0.92; p = 0.022). Extrapolated median time to 24-week confirmed EDSS ≥7.0 was 12.1 and 19.2 years for placebo and ocrelizumab, respectively (7.1-year delay [95% CI: -4.3 to 18.4]). In MSBase, the median time to 24-week confirmed EDSS ≥7.0 was 12.4 years. CONCLUSIONS: Compared with placebo, ocrelizumab significantly delayed time to 24-week confirmed wheelchair requirement in ORATORIO. The plausibility of the extrapolated median time to reach this milestone in the placebo group was supported by observed real-world data from MSBase. Extrapolated benefits for ocrelizumab over placebo could represent a truly meaningful delay in loss of ambulation and independence.

Published
2022

41. Factors associated with treatment escalation among MS specialists and general neurologists:Results from an International cojoint study

Author

Saposnik, G., Andhavarapu, S., Fernandez, O., Kim, H. J., Wiendl, H., Foss, M., Zuo, F., Havrdova, E. K., Celius, E., Caceres, F., Magyari, M., Bermel, R., Costa, A., Terzaghi, M., Kalincik, T., Popescu, Speranta-Maria, Amato, M. P., Montalban, X., Oh, J., Saposnik, G., Andhavarapu, S., Fernandez, O., Kim, H. J., Wiendl, H., Foss, M., Zuo, F., Havrdova, E. K., Celius, E., Caceres, F., Magyari, M., Bermel, R., Costa, A., Terzaghi, M., Kalincik, T., Popescu, Speranta-Maria, Amato, M. P., Montalban, X., and Oh, J.

Abstract

Background: Previous studies in multiple sclerosis (MS) showed that therapeutic inertia (TI) affects 60-90% of neurologists and up to 25% of daily treatment decisions. The objective of this study was to determine the most common factors and attribute levels associated with decisions to treatment escalation in an international study in MS care.Methods: 300 neurologists with MS expertise from 20 countries were invited to participate. Participants were presented with 12 pairs of simulated MS patient profiles described by 13 clinically relevant factors. We used disaggregated discrete choice experiments to estimate the weight of factors and attributes affecting physicians' decisions when considering treatment selection. Participants were asked to select the ideal candidate for treat-ment escalation from modest to higher-efficacy therapies.Results: Overall, 229 neurologists completed the study (completion rate: 76.3%). The top 3 weighted factors associated with treatment escalation were: previous relapses (20%), baseline expanded disability status scale [EDSS] (18%), and MRI activity (13%). Patient demographics and desire for pregnancy had a modest influence (Conclusions: Our results provide critical information on factors influencing neurologists' treatment decisions and should be applied to continuing medical education strategies.

Published
2022

46. A multicentric investigation of the diagnostic accuracy of cortical lesions and central vein sign in multiple sclerosis

Author

Cagol, A., Cortese, R., Barakovic, M., Schaedelin, S., Ruberte, E., Absinta, M., Barkhof, F., Calabrese, M., Marco Castellaro, Ciccarelli, O., Cocozza, S., Stefano, N., Enzinger, C., Filippi, M., Jurynczyk, M., Maggi, P., Mahmoudi, N., Montalban, X., Palace, J., Pontillo, G., Rocca, M. A., Ropele, S., Rovira, A., Schoonheim, M. M., Sowa, P., Strijbis, E., Wattjes, M. P., Wuerfel, J., Kappos, L., and Granziera, C.

Published
2022

47. Ofatumumab versus Teriflunomide in Multiple Sclerosis

Author

Hauser S. L., Bar-Or A., Cohen J. A., Comi G., Correale J., Coyle P. K., Cross A. H., de Seze J., Leppert D., Montalban X., Selmaj K., Wiendl H., Kerloeguen C., Willi R., Li B., Kakarieka A., Tomic D., Goodyear A., Pingili R., Haring D. A., Ramanathan K., Merschhemke M., Kappos L., Stephen L Hauser, Ludwig Kappos, Amit Bar-Or, Jeffrey A Cohen, Giancarlo Comi, Jorge Correale, Patricia K Coyle, Anne Cross, Jerome de Seze, Xavier Montalban, Krzysztof Selmaj, Heinz Wiendl, Stephen C Reingold, Garry R Cutter, Thomas Doerner, Hans-Peter Hartung, Per Soelberg Sørensen, Israel Steiner, Jerry S Wolinsky, Carlos Ballario, Christian Calvo Vildoso, Jorge Gustavo Jose, Norma Haydee Deri, Susana Liwacki, Jeannette Lechner-Scott, John Parratt, Suzanne Hodgkinson, Eva-Maria Maida, Fritz Leutmezer, Barbara Willekens, Bart Van Wijmeersch, Guy Laureys, Jo Caekebeke, Karine Geens, Ludo Vanopdenbosch, Olivier Deryck, Valerie Delvaux, Vincent Van Pesch, Ivan Milanov, Ivaylo Tarnev, Lyubomir Haralanov, Maria Manova Slavova, Penko Shotekov, Francois Emond, Francois Grandmaison, Francois Jacques, Liesly Lee, Marie Sarah Gagne Brosseau, Mark Freedman, Martin Cloutier, Robert Carruthers, Sarah Morrow, Yves Lapierre, Anton Vladic, Hana Bokun, Igor Antoncic, Marija Bosnjak Pasic, Mario Habek, Silva Butkovic Soldo, Vladimira Vuletic, Alena Martinkova, Eva Meluzinova, Ivana Stetkarova, Jan Mares, Jolana Markova, Marta Vachova, Martin Valis, Michaela Tyblova, Michal Dufek, Ondrej Skoda, Pavel Hradilek, Ana Voldsgaard Jensen, Helle Hvilsted Nielsen, Kristina Svendsen, Mads Ravnborg, Peter Vestergaard Rasmussen, Katrin Gross-Paju, Sulev Haldre, Juha Pekka Eralinna, Marja-Liisa Sumelahti, Bruno Brochet, Celine Louapre, Christine Lebrun-Frenay, David Axel Laplaud, Gilles Edan, Giovanni Castelnovo, Marc Debouverie, Patrick Vermersch, Pierre Clavelou, Pierre Labauge, Achim Berthele, Aiden Haghikia, Anselm Kornhuber, Arnfin Bergmann, Benedikt Frank, Birte Elias-Hamp, Bjoern Tackenberg, Brigitte Wildemann, Erik Strauss, Eugen Schlegel, Florian Then Bergh, Gereon Nelles, Hayrettin Tumani, Karl-Otto Sigel, Martin Stangel, Matthias Boehringer, Olaf Martin Hoffmann, Patrick Oschmann, Reinhard Hohlfeld, Silke Walter, Sylvia Menck, Till Sprenger, Tjalf Ziemssen, Veit Ulrich Becker, Vera Straeten, Konstantinos Kilidireas, Konstantinos Voumvourakis, Nikolaos Fakas, Nikolaos Grigoriadis, Agnes Koves, Csilla Rozsa, Krisztina Kovacs, Laszlo Vecsei, Satori Maria, Zita Biro, Anshu Rohatgi, Dheeraj Khurana, Jeyaraj Durai Pandian, Joy Dev Mukherji, Lekha Pandit, Meena Angamuthu Kanikannan, Pahari Ghosh, Rahul Chakor, Rahul Kulkarni, Roopkumar Gursahani, Sangeeta Ravat, Srinivasa Rangasetty, Suresh Kumar, Alla Shifrin, Arnon Karni, Radi Shahien, Ron Milo, Antonio Uccelli, Carlo Pozzilli, Francesco Sacca, Giacomo Lus, Girolama Alessandra Marfia, Laura Brambilla, Marco Salvetti, Massimo Filippi, Mauro Zaffaroni, Paolo Gallo, Silvia Rossi, Simona Bonavita, Valeria Studer, Andrejs Millers, Guntis Karelis, Jolanta Kalnina, Dalia Mickeviciene, Rasa Kizlaitiene, Angelica Carbajal Ramirez, Juan Jose Lopez Prieto, Beatrijs Wokke, Bob W Van Oosten, Peter Van Domburg, Raymond Hupperts, Rogier Q Hintzen, Astrid Edland, Cesar Castaneda, Julio Perez, Martin Gavidia, Andrzej Wiak, Bartosz Karaszewski, Elzbieta Jasinska, Halina Bartosik Psujek, Iwona Jastrzebska, Jaroslaw Slawek, Maciej Maciejowski, Miroslaw Dziki, Monika Adamczyk Sowa, Robert Bonek, Waldemar Fryze, Ana Martins Da Silva, Angela Timoteo, Antonio Vasco Salgado, Carlos Capela, Carlos Veira, Filipe Correia, Joao Cerqueira, Joao De Sa, Livia De Sousa, Raquel Gouveia, Alina Sergeevna Agafina, Anna Naumovna Belova, Denis Viktorovich Sazonov, Dmitry Pokhabov, Ekaterina Igorevna Kairbekova, Elena Gennadievna Arefieva, Farit Axatovich Khabirov, Igor Vyacheslavovich Litvinenko, Igor Stolyarov, Irina Aleksandrovna Sokolova, Larisa Ivanovna Volkova, Maria Vafaevna Davydovskaya, Maria Nikolaevna Zaharova, Nadezhda Alekseevna Malkova, Natalia Agafonovna Totolyan, Nikolay Vasilievich Dorogov, Stella Anatolievna Sivertseva, Egon Kurca, Georgi Krastev, Miroslav Brozman, Peter Koleda, Peter Turcani, Peter Valkovic, Viera Hancinova, Vladimir Donath, Chris Retief, Michael Isaacs, Albert Saiz Hinarejos, Alfredo Rodriguez Antigüedad, Bonaventura Casanova Estruch, Celia Oreja-Guevara, Gemma Reig Rosello, Jose Carlos Alvarez Cermeño, Jose Martinez Rodriguez, Jose Meca Lallana, Juan Antonio Garcia Merino, Lucia Forero Diaz, Lucienne Costa Frossard Franca, Luis Querol Gutierrez, Lluis Ramio Torrenta, Pedro Serrano Castro, Rafael Arroyo Gonzalez, Sara Eichau Madueño, Sergio Martinez Yelamos, Tamara Castillo Trivino, Virgina Meca Lallana, Xaviere Montalban Gairin, Fredrik Piehl, Jan Lycke, Chiara Zecca, Tobias Derfuss, Thy-Sheng Lin, Somsak Tiamkao, Ayse Nur Yuceyar, Aysun Soysal, Belgin Petek Balci, Cavit Boz, Husnu Efendi, Murat Terzi, Serhan Sevim, Serkan Ozakbas, Andrew Gale, Ben Turner, David Barnes, David Paling, Eli Silber, James Overell, Matthew Craner, Aaron Carlson, Adam Wolff, Adaeze Onuoha, Adnan Subei, Ahmad Ata, Aimee Borazanci, Akram Dastagir, Alberto Vasquez, Alison Brooke Allen, Andrew P Keegan, Angel Carrasco, Angel R Chinea Martinez, Ann Bass, Annette Okai, April Erwin, Ariel Antezana-Antezana, Barbara Green, Bharathy E Sundaram, Bhupendra Khatri, Bhupesh Dihenia, Bogdan Gheorghiu, Brian Costell, Brian Steingo, Bruce L Hughes, Carrie M Hersh, Christopher Laganke, Christopher Luzzio, Corey Ford, Craig Edward Herrman, Craig Senzon, Cynthia Huffman, Daniel R Wynn, David D O Bear, David Lesch, David H Mattson, David Weisman, Deborah A Burke, Dennis W Dietrich, Deren Huang, Derrick Robertson, Djamchid Lotfi, Don Joseph Alfonso, Dusan Stefoski, Edward J Fox, Emily Pharr, Enrique Alvarez, Evanthia Bernitsas, Faria Amjad, Gabriel Pardo, Geoffrey Eubank, Gerald Mcintosh, Giles F Crowell, Hemanth Rao, J Michael Hemphill, Jack H Florin, Jacqueline Nicholas, James Napier, James Scott, Jason M Silversteen, Javier Vasallo, Jean-Raphael Schneider, Jeanette Wendt, Jeffrey Cohen, Jeffrey Gross, Jeffrey Groves, Jeffrey Kaplan, Jessica Stulc, Joanna A Cooper, John Foley, John Scagnelli, Jonathan C Calkwood, Jose Pizarro Otero, Jose Rafecas, Joshua Katz, Juliette S Saad, Katherine Standley, Keith Edwards, Kenneth Sharlin, Khurram Bashir, Kimberly Wagner, Kore Liow, Larry Lee Blankenship Jr, Laszlo Mate, Liliana Montoya, Lon D Lynn, Mark Agius, Mark Cascione, Mark Allan Goldstein, Mark Janicki, Martin R Bialow, Mary Denise Hughes, Matthew J Baker, Michelle Apperson, Michelle B Kuczma, M Mateo Paz Soldan, Mirela Cerghet, Nathaniel Robb Whaley, Paul K Winner, Pavle Repovic, Praful Kelkar, Romero Rekha Pillai, Ricardo Ayala, Richard Sater, Randall Trudell, Robert Fairborn Armstrong, Robert Thomas Nahouraii, Robert Naismith, Ronald S Murray, Samuel Hunter, Sara Qureshi, Sharon Lynch, Sibyl Wray, Silvia R Delgado, Stacy Donlon, Stanley Cohan, Stanya Smith, Stuart James Shafer, Susan Azalone, Susan Hibbs, Tamara A Miller, Thomas Giancarlo, Troy Desai, Varun K Saxena, Virginia Simnad, William David Honeycutt, William Logan, William E McElveen, William Wagner, University of California [San Francisco] (UCSF), University of California, Perelman School of Medicine, University of Pennsylvania [Philadelphia], Cleveland Clinic, IRCCS Ospedale San Raffaele [Milan, Italy], Fundación para la Lucha contra las Enfermedades Neurológicas de la Infancia [Buenos Aires] (FLENI), FLENI, Stony Brook University [SUNY] (SBU), State University of New York (SUNY), Washington University School of Medicine in St. Louis, Washington University in Saint Louis (WUSTL), CIC Strasbourg (Centre d’Investigation Clinique Plurithématique (CIC - P) ), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Strasbourg (UNISTRA)-Hôpital de Hautepierre [Strasbourg]-Nouvel Hôpital Civil de Strasbourg, University Hospital Basel [Basel], Vall d'Hebron University Hospital [Barcelona], University of Warmia and Mazury [Olsztyn], University of Münster, Novartis Pharma S.A.S., Novartis Pharmaceuticals, University of Basel (Unibas), Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier), Université de Montpellier (UM), Willekens, Barbara, ASCLEPIOS I and ASCLEPIOS II Trial Groups, Hauser, S. L., Bar-Or, A., Cohen, J. A., Comi, G., Correale, J., Coyle, P. K., Cross, A. H., de Seze, J., Leppert, D., Montalban, X., Selmaj, K., Wiendl, H., Kerloeguen, C., Willi, R., Li, B., Kakarieka, A., Tomic, D., Goodyear, A., Pingili, R., Haring, D. A., Ramanathan, K., Merschhemke, M., Kappos, L., Asclepios, I and ASCLEPIOS II Trial Group, Filippi, M, L Hauser, Stephen, Kappos, Ludwig, Bar-Or, Amit, A Cohen, Jeffrey, Comi, Giancarlo, Correale, Jorge, K Coyle, Patricia, Cross, Anne, de Seze, Jerome, Montalban, Xavier, Selmaj, Krzysztof, Wiendl, Heinz, C Reingold, Stephen, R Cutter, Garry, Doerner, Thoma, Hartung, Hans-Peter, Soelberg Sørensen, Per, Steiner, Israel, S Wolinsky, Jerry, Ballario, Carlo, Calvo Vildoso, Christian, Gustavo Jose, Jorge, Haydee Deri, Norma, Liwacki, Susana, Lechner-Scott, Jeannette, Parratt, John, Hodgkinson, Suzanne, Maida, Eva-Maria, Leutmezer, Fritz, Van Wijmeersch, Bart, Laureys, Guy, Caekebeke, Jo, Geens, Karine, Vanopdenbosch, Ludo, Deryck, Olivier, Delvaux, Valerie, Van Pesch, Vincent, Milanov, Ivan, Tarnev, Ivaylo, Haralanov, Lyubomir, Manova Slavova, Maria, Shotekov, Penko, Emond, Francoi, Grandmaison, Francoi, Jacques, Francoi, Lee, Liesly, Sarah Gagne Brosseau, Marie, Freedman, Mark, Cloutier, Martin, Carruthers, Robert, Morrow, Sarah, Lapierre, Yve, Vladic, Anton, Bokun, Hana, Antoncic, Igor, Bosnjak Pasic, Marija, Habek, Mario, Butkovic Soldo, Silva, Vuletic, Vladimira, Martinkova, Alena, Meluzinova, Eva, Stetkarova, Ivana, Mares, Jan, Markova, Jolana, Vachova, Marta, Valis, Martin, Tyblova, Michaela, Dufek, Michal, Skoda, Ondrej, Hradilek, Pavel, Voldsgaard Jensen, Ana, Hvilsted Nielsen, Helle, Svendsen, Kristina, Ravnborg, Mad, Vestergaard Rasmussen, Peter, Gross-Paju, Katrin, Haldre, Sulev, Pekka Eralinna, Juha, Sumelahti, Marja-Liisa, Brochet, Bruno, Louapre, Celine, Lebrun-Frenay, Christine, Axel Laplaud, David, Edan, Gille, Castelnovo, Giovanni, Debouverie, Marc, Vermersch, Patrick, Clavelou, Pierre, Labauge, Pierre, Berthele, Achim, Haghikia, Aiden, Kornhuber, Anselm, Bergmann, Arnfin, Frank, Benedikt, Elias-Hamp, Birte, Tackenberg, Bjoern, Wildemann, Brigitte, Strauss, Erik, Schlegel, Eugen, Then Bergh, Florian, Nelles, Gereon, Tumani, Hayrettin, Sigel, Karl-Otto, Stangel, Martin, Boehringer, Matthia, Martin Hoffmann, Olaf, Oschmann, Patrick, Hohlfeld, Reinhard, Walter, Silke, Menck, Sylvia, Sprenger, Till, Ziemssen, Tjalf, Ulrich Becker, Veit, Straeten, Vera, Kilidireas, Konstantino, Voumvourakis, Konstantino, Fakas, Nikolao, Grigoriadis, Nikolao, Koves, Agne, Rozsa, Csilla, Kovacs, Krisztina, Vecsei, Laszlo, Maria, Satori, Biro, Zita, Rohatgi, Anshu, Khurana, Dheeraj, Durai Pandian, Jeyaraj, Dev Mukherji, Joy, Pandit, Lekha, Angamuthu Kanikannan, Meena, Ghosh, Pahari, Chakor, Rahul, Kulkarni, Rahul, Gursahani, Roopkumar, Ravat, Sangeeta, Rangasetty, Srinivasa, Kumar, Suresh, Shifrin, Alla, Karni, Arnon, Shahien, Radi, Milo, Ron, Uccelli, Antonio, Pozzilli, Carlo, Sacca, Francesco, Lus, Giacomo, Alessandra Marfia, Girolama, Brambilla, Laura, Salvetti, Marco, Filippi, Massimo, Zaffaroni, Mauro, Gallo, Paolo, Rossi, Silvia, Bonavita, Simona, Studer, Valeria, Millers, Andrej, Karelis, Gunti, Kalnina, Jolanta, Mickeviciene, Dalia, Kizlaitiene, Rasa, Carbajal Ramirez, Angelica, Jose Lopez Prieto, Juan, Wokke, Beatrij, W Van Oosten, Bob, Van Domburg, Peter, Hupperts, Raymond, Q Hintzen, Rogier, Edland, Astrid, Castaneda, Cesar, Perez, Julio, Gavidia, Martin, Wiak, Andrzej, Karaszewski, Bartosz, Jasinska, Elzbieta, Bartosik Psujek, Halina, Jastrzebska, Iwona, Slawek, Jaroslaw, Maciejowski, Maciej, Dziki, Miroslaw, Adamczyk Sowa, Monika, Bonek, Robert, Fryze, Waldemar, Martins Da Silva, Ana, Timoteo, Angela, Vasco Salgado, Antonio, Capela, Carlo, Veira, Carlo, Correia, Filipe, Cerqueira, Joao, De Sa, Joao, De Sousa, Livia, Gouveia, Raquel, Sergeevna Agafina, Alina, Naumovna Belova, Anna, Viktorovich Sazonov, Deni, Pokhabov, Dmitry, Igorevna Kairbekova, Ekaterina, Gennadievna Arefieva, Elena, Axatovich Khabirov, Farit, Vyacheslavovich Litvinenko, Igor, Stolyarov, Igor, Aleksandrovna Sokolova, Irina, Ivanovna Volkova, Larisa, Vafaevna Davydovskaya, Maria, Nikolaevna Zaharova, Maria, Alekseevna Malkova, Nadezhda, Agafonovna Totolyan, Natalia, Vasilievich Dorogov, Nikolay, Anatolievna Sivertseva, Stella, Kurca, Egon, Krastev, Georgi, Brozman, Miroslav, Koleda, Peter, Turcani, Peter, Valkovic, Peter, Hancinova, Viera, Donath, Vladimir, Retief, Chri, Isaacs, Michael, Saiz Hinarejos, Albert, Rodriguez Antigüedad, Alfredo, Casanova Estruch, Bonaventura, Oreja-Guevara, Celia, Reig Rosello, Gemma, Carlos Alvarez Cermeño, Jose, Martinez Rodriguez, Jose, Meca Lallana, Jose, Antonio Garcia Merino, Juan, Forero Diaz, Lucia, Costa Frossard Franca, Lucienne, Querol Gutierrez, Lui, Ramio Torrenta, Llui, Serrano Castro, Pedro, Arroyo Gonzalez, Rafael, Eichau Madueño, Sara, Martinez Yelamos, Sergio, Castillo Trivino, Tamara, Meca Lallana, Virgina, Montalban Gairin, Xaviere, Piehl, Fredrik, Lycke, Jan, Zecca, Chiara, Derfuss, Tobia, Lin, Thy-Sheng, Tiamkao, Somsak, Nur Yuceyar, Ayse, Soysal, Aysun, Petek Balci, Belgin, Boz, Cavit, Efendi, Husnu, Terzi, Murat, Sevim, Serhan, Ozakbas, Serkan, Gale, Andrew, Turner, Ben, Barnes, David, Paling, David, Silber, Eli, Overell, Jame, Craner, Matthew, Carlson, Aaron, Wolff, Adam, Onuoha, Adaeze, Subei, Adnan, Ata, Ahmad, Borazanci, Aimee, Dastagir, Akram, Vasquez, Alberto, Brooke Allen, Alison, P Keegan, Andrew, Carrasco, Angel, R Chinea Martinez, Angel, Bass, Ann, Okai, Annette, Erwin, April, Antezana-Antezana, Ariel, Green, Barbara, E Sundaram, Bharathy, Khatri, Bhupendra, Dihenia, Bhupesh, Gheorghiu, Bogdan, Costell, Brian, Steingo, Brian, L Hughes, Bruce, M Hersh, Carrie, Laganke, Christopher, Luzzio, Christopher, Ford, Corey, Edward Herrman, Craig, Senzon, Craig, Huffman, Cynthia, R Wynn, Daniel, O Bear, David D, Lesch, David, H Mattson, David, Weisman, David, A Burke, Deborah, W Dietrich, Denni, Huang, Deren, Robertson, Derrick, Lotfi, Djamchid, Joseph Alfonso, Don, Stefoski, Dusan, J Fox, Edward, Pharr, Emily, Alvarez, Enrique, Bernitsas, Evanthia, Amjad, Faria, Pardo, Gabriel, Eubank, Geoffrey, Mcintosh, Gerald, F Crowell, Gile, Rao, Hemanth, Michael Hemphill, J, H Florin, Jack, Nicholas, Jacqueline, Napier, Jame, Scott, Jame, M Silversteen, Jason, Vasallo, Javier, Schneider, Jean-Raphael, Wendt, Jeanette, Cohen, Jeffrey, Gross, Jeffrey, Groves, Jeffrey, Kaplan, Jeffrey, Stulc, Jessica, A Cooper, Joanna, Foley, John, Scagnelli, John, C Calkwood, Jonathan, Pizarro Otero, Jose, Rafecas, Jose, Katz, Joshua, S Saad, Juliette, Standley, Katherine, Edwards, Keith, Sharlin, Kenneth, Bashir, Khurram, Wagner, Kimberly, Liow, Kore, Lee Blankenship Jr, Larry, Mate, Laszlo, Montoya, Liliana, D Lynn, Lon, Agius, Mark, Cascione, Mark, Allan Goldstein, Mark, Janicki, Mark, R Bialow, Martin, Denise Hughes, Mary, J Baker, Matthew, Apperson, Michelle, B Kuczma, Michelle, Mateo Paz Soldan, M, Cerghet, Mirela, Robb Whaley, Nathaniel, K Winner, Paul, Repovic, Pavle, Kelkar, Praful, Rekha Pillai, Romero, Ayala, Ricardo, Sater, Richard, Trudell, Randall, Fairborn Armstrong, Robert, Thomas Nahouraii, Robert, Naismith, Robert, S Murray, Ronald, Hunter, Samuel, Qureshi, Sara, Lynch, Sharon, Wray, Sibyl, R Delgado, Silvia, Donlon, Stacy, Cohan, Stanley, Smith, Stanya, James Shafer, Stuart, Azalone, Susan, Hibbs, Susan, A Miller, Tamara, Giancarlo, Thoma, Desai, Troy, K Saxena, Varun, Simnad, Virginia, David Honeycutt, William, Logan, William, E McElveen, William, Wagner, William, Stephen, L Hauser, Ludwig, Kappo, Amit, Bar-Or, Jeffrey, A Cohen, Giancarlo, Comi, Jorge, Correale, Patricia, K Coyle, Anne, Cro, Jerome de Seze, Xavier, Montalban, Krzysztof, Selmaj, Heinz, Wiendl, Stephen, C Reingold, Garry, R Cutter, Thomas, Doerner, Hans-Peter, Hartung, Per Soelberg Sørensen, Israel, Steiner, Jerry, S Wolinsky, Carlos, Ballario, Christian Calvo Vildoso, Jorge Gustavo Jose, Norma Haydee Deri, Susana, Liwacki, Jeannette, Lechner-Scott, John, Parratt, Suzanne, Hodgkinson, Eva-Maria, Maida, Fritz, Leutmezer, Barbara, Willeken, Bart Van Wijmeersch, Guy, Laurey, Karine, Geen, Ludo, Vanopdenbosch, Olivier, Deryck, Valerie, Delvaux, Vincent Van Pesch, Ivan, Milanov, Ivaylo, Tarnev, Lyubomir, Haralanov, Maria Manova Slavova, Penko, Shotekov, Francois, Emond, Francois, Grandmaison, Francois, Jacque, Liesly, Lee, Marie Sarah Gagne Brosseau, Mark, Freedman, Martin, Cloutier, Robert, Carruther, Sarah, Morrow, Yves, Lapierre, Anton, Vladic, Hana, Bokun, Igor, Antoncic, Marija Bosnjak Pasic, Mario, Habek, Silva Butkovic Soldo, Vladimira, Vuletic, Alena, Martinkova, Eva, Meluzinova, Ivana, Stetkarova, Jan, Mare, Jolana, Markova, Marta, Vachova, Martin, Vali, Michaela, Tyblova, Michal, Dufek, Ondrej, Skoda, Pavel, Hradilek, Ana Voldsgaard Jensen, Helle Hvilsted Nielsen, Kristina, Svendsen, Mads, Ravnborg, Peter Vestergaard Rasmussen, Katrin, Gross-Paju, Sulev, Haldre, Juha Pekka Eralinna, Marja-Liisa, Sumelahti, Bruno, Brochet, Celine, Louapre, Christine, Lebrun-Frenay, David Axel Laplaud, Gilles, Edan, Giovanni, Castelnovo, Marc, Debouverie, Patrick, Vermersch, Pierre, Clavelou, Pierre, Labauge, Achim, Berthele, Aiden, Haghikia, Anselm, Kornhuber, Arnfin, Bergmann, Benedikt, Frank, Birte, Elias-Hamp, Bjoern, Tackenberg, Brigitte, Wildemann, Erik, Strau, Eugen, Schlegel, Florian Then Bergh, Gereon, Nelle, Hayrettin, Tumani, Karl-Otto, Sigel, Martin, Stangel, Matthias, Boehringer, Olaf Martin Hoffmann, Patrick, Oschmann, Reinhard, Hohlfeld, Silke, Walter, Sylvia, Menck, Till, Sprenger, Tjalf, Ziemssen, Veit Ulrich Becker, Vera, Straeten, Konstantinos, Kilidirea, Konstantinos, Voumvouraki, Nikolaos, Faka, Nikolaos, Grigoriadi, Agnes, Kove, Csilla, Rozsa, Krisztina, Kovac, Laszlo, Vecsei, Satori, Maria, Zita, Biro, Anshu, Rohatgi, Dheeraj, Khurana, Jeyaraj Durai Pandian, Joy Dev Mukherji, Lekha, Pandit, Meena Angamuthu Kanikannan, Pahari, Ghosh, Rahul, Chakor, Rahul, Kulkarni, Roopkumar, Gursahani, Sangeeta, Ravat, Srinivasa, Rangasetty, Suresh, Kumar, Alla, Shifrin, Arnon, Karni, Radi, Shahien, Ron, Milo, Antonio, Uccelli, Carlo, Pozzilli, Sacca', Francesco, Giacomo, Lu, Girolama Alessandra Marfia, Laura, Brambilla, Marco, Salvetti, Massimo, Filippi, Mauro, Zaffaroni, Paolo, Gallo, Silvia, Rossi, Simona, Bonavita, Valeria, Studer, Andrejs, Miller, Guntis, Kareli, Jolanta, Kalnina, Dalia, Mickeviciene, Rasa, Kizlaitiene, Angelica Carbajal Ramirez, Juan Jose Lopez Prieto, Beatrijs, Wokke, Bob, W Van Oosten, Peter Van Domburg, Raymond, Huppert, Rogier, Q Hintzen, Astrid, Edland, Cesar, Castaneda, Julio, Perez, Martin, Gavidia, Andrzej, Wiak, Bartosz, Karaszewski, Elzbieta, Jasinska, Halina Bartosik Psujek, Iwona, Jastrzebska, Jaroslaw, Slawek, Maciej, Maciejowski, Miroslaw, Dziki, Monika Adamczyk Sowa, Robert, Bonek, Waldemar, Fryze, Ana Martins Da Silva, Angela, Timoteo, Antonio Vasco Salgado, Carlos, Capela, Carlos, Veira, Filipe, Correia, Joao, Cerqueira, Joao De Sa, Livia De Sousa, Raquel, Gouveia, Alina Sergeevna Agafina, Anna Naumovna Belova, Denis Viktorovich Sazonov, Dmitry, Pokhabov, Ekaterina Igorevna Kairbekova, Elena Gennadievna Arefieva, Farit Axatovich Khabirov, Igor Vyacheslavovich Litvinenko, Igor, Stolyarov, Irina Aleksandrovna Sokolova, Larisa Ivanovna Volkova, Maria Vafaevna Davydovskaya, Maria Nikolaevna Zaharova, Nadezhda Alekseevna Malkova, Natalia Agafonovna Totolyan, Nikolay Vasilievich Dorogov, Stella Anatolievna Sivertseva, Egon, Kurca, Georgi, Krastev, Miroslav, Brozman, Peter, Koleda, Peter, Turcani, Peter, Valkovic, Viera, Hancinova, Vladimir, Donath, Chris, Retief, Michael, Isaac, Albert Saiz Hinarejos, Alfredo Rodriguez Antigüedad, Bonaventura Casanova Estruch, Celia, Oreja-Guevara, Gemma Reig Rosello, Jose Carlos Alvarez Cermeño, Jose Martinez Rodriguez, Jose Meca Lallana, Juan Antonio Garcia Merino, Lucia Forero Diaz, Lucienne Costa Frossard Franca, Luis Querol Gutierrez, Lluis Ramio Torrenta, Pedro Serrano Castro, Rafael Arroyo Gonzalez, Sara Eichau Madueño, Sergio Martinez Yelamos, Tamara Castillo Trivino, Virgina Meca Lallana, Xaviere Montalban Gairin, Fredrik, Piehl, Jan, Lycke, Chiara, Zecca, Tobias, Derfu, Thy-Sheng, Lin, Somsak, Tiamkao, Ayse Nur Yuceyar, Aysun, Soysal, Belgin Petek Balci, Cavit, Boz, Husnu, Efendi, Murat, Terzi, Serhan, Sevim, Serkan, Ozakba, Andrew, Gale, Ben, Turner, David, Barne, David, Paling, Eli, Silber, James, Overell, Matthew, Craner, Aaron, Carlson, Adam, Wolff, Adaeze, Onuoha, Adnan, Subei, Ahmad, Ata, Aimee, Borazanci, Akram, Dastagir, Alberto, Vasquez, Alison Brooke Allen, Andrew, P Keegan, Angel, Carrasco, Angel, R Chinea Martinez, Ann, Ba, Annette, Okai, April, Erwin, Ariel, Antezana-Antezana, Barbara, Green, Bharathy, E Sundaram, Bhupendra, Khatri, Bhupesh, Dihenia, Bogdan, Gheorghiu, Brian, Costell, Brian, Steingo, Bruce, L Hughe, Carrie, M Hersh, Christopher, Laganke, Christopher, Luzzio, Corey, Ford, Craig Edward Herrman, Craig, Senzon, Cynthia, Huffman, Daniel, R Wynn, David D, O Bear, David, Lesch, David, H Mattson, David, Weisman, Deborah, A Burke, Dennis, W Dietrich, Deren, Huang, Derrick, Robertson, Djamchid, Lotfi, Don Joseph Alfonso, Dusan, Stefoski, Edward, J Fox, Emily, Pharr, Enrique, Alvarez, Evanthia, Bernitsa, Faria, Amjad, Gabriel, Pardo, Geoffrey, Eubank, Gerald, Mcintosh, Giles, F Crowell, Hemanth, Rao, J Michael Hemphill, Jack, H Florin, Jacqueline, Nichola, James, Napier, James, Scott, Jason, M Silversteen, Javier, Vasallo, Jean-Raphael, Schneider, Jeanette, Wendt, Jeffrey, Cohen, Jeffrey, Gro, Jeffrey, Grove, Jeffrey, Kaplan, Jessica, Stulc, Joanna, A Cooper, John, Foley, John, Scagnelli, Jonathan, C Calkwood, Jose Pizarro Otero, Jose, Rafeca, Joshua, Katz, Juliette, S Saad, Katherine, Standley, Keith, Edward, Kenneth, Sharlin, Khurram, Bashir, Kimberly, Wagner, Kore, Liow, Larry Lee Blankenship Jr, Laszlo, Mate, Liliana, Montoya, Lon, D Lynn, Mark, Agiu, Mark, Cascione, Mark Allan Goldstein, Mark, Janicki, Martin, R Bialow, Mary Denise Hughes, Matthew, J Baker, Michelle, Apperson, Michelle, B Kuczma, M Mateo Paz Soldan, Mirela, Cerghet, Nathaniel Robb Whaley, Paul, K Winner, Pavle, Repovic, Praful, Kelkar, Romero Rekha Pillai, Ricardo, Ayala, Richard, Sater, Randall, Trudell, Robert Fairborn Armstrong, Robert Thomas Nahouraii, Robert, Naismith, Ronald, S Murray, Samuel, Hunter, Sara, Qureshi, Sharon, Lynch, Sibyl, Wray, Silvia, R Delgado, Stacy, Donlon, Stanley, Cohan, Stanya, Smith, Stuart James Shafer, Susan, Azalone, Susan, Hibb, Tamara, A Miller, Thomas, Giancarlo, Troy, Desai, Varun, K Saxena, Virginia, Simnad, William David Honeycutt, William, Logan, William, E McElveen, William, Wagner, University of California [San Francisco] (UC San Francisco), University of California (UC), University of Pennsylvania, Université de Strasbourg (UNISTRA)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Nouvel Hôpital Civil de Strasbourg-Hôpital de Hautepierre [Strasbourg], Westfälische Wilhelms-Universität Münster = University of Münster (WWU), Herrada, Anthony, and UCL - SSS/IONS/CEMO - Pôle Cellulaire et moléculaire

Subjects
Male, MESH: Multiple Sclerosis, Relapsing-Remitting, T-Lymphocytes, Hydroxybutyrates, Kaplan-Meier Estimate, 030204 cardiovascular system & hematology, Pharmacology, Relapsing-Remitting, MESH: Magnetic Resonance Imaging, chemistry.chemical_compound, 0302 clinical medicine, Teriflunomide, Monoclonal, MESH: Double-Blind Method, 030212 general & internal medicine, Humanized, MESH: Toluidines, B-Lymphocytes, [SDV.MHEP] Life Sciences [q-bio]/Human health and pathology, biology, Subcutaneous, B-Lymphocyte, Brain, General Medicine, Magnetic Resonance Imaging, MESH: Crotonates, Crotonates, Pyrimidine metabolism, Disease Progression, Female, MESH: Disease Progression, Antibody, Human, Adult, Multiple Sclerosis, Toluidines, medicine.drug_class, Injections, Subcutaneous, Injections, Subcutaneou, Monoclonal antibody, Ofatumumab, Settore MED/26, Antibodies, Monoclonal, Humanized, Crotonate, Antibodies, Injections, 03 medical and health sciences, MESH: Brain, Multiple Sclerosis, Relapsing-Remitting, Double-Blind Method, MESH: B-Lymphocytes, Nitriles, medicine, Humans, MESH: Kaplan-Meier Estimate, MESH: Humans, business.industry, Multiple sclerosis, MESH: Injections, Subcutaneous, MESH: Adult, medicine.disease, MESH: Male, MESH: T-Lymphocytes, T-Lymphocyte, Multicenter study, chemistry, MESH: Antibodies, Monoclonal, Humanized, biology.protein, Human medicine, business, MESH: Female, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology
Abstract

International audience; Background: Ofatumumab, a subcutaneous anti-CD20 monoclonal antibody, selectively depletes B cells. Teriflunomide, an oral inhibitor of pyrimidine synthesis, reduces T-cell and B-cell activation. The relative effects of these two drugs in patients with multiple sclerosis are not known.Methods: In two double-blind, double-dummy, phase 3 trials, we randomly assigned patients with relapsing multiple sclerosis to receive subcutaneous ofatumumab (20 mg every 4 weeks after 20-mg loading doses at days 1, 7, and 14) or oral teriflunomide (14 mg daily) for up to 30 months. The primary end point was the annualized relapse rate. Secondary end points included disability worsening confirmed at 3 months or 6 months, disability improvement confirmed at 6 months, the number of gadolinium-enhancing lesions per T1-weighted magnetic resonance imaging (MRI) scan, the annualized rate of new or enlarging lesions on T2-weighted MRI, serum neurofilament light chain levels at month 3, and change in brain volume.Results: Overall, 946 patients were assigned to receive ofatumumab and 936 to receive teriflunomide; the median follow-up was 1.6 years. The annualized relapse rates in the ofatumumab and teriflunomide groups were 0.11 and 0.22, respectively, in trial 1 (difference, -0.11; 95% confidence interval [CI], -0.16 to -0.06; P

Published
2020
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48. Kappa free light chains is a valid tool in the diagnostics of MS: A large multicenter study

Author

Leurs, CE, Twaalfhoven, HAM, Lissenberg-Witte, BI, van Pesch, V, Dujmovic, I, Drulovic, J, Castellazzi, M, Bellini, T, Pugliatti, M, Kuhle, J, Villar, LM, Alvarez-Cermeño, JC, Alvarez-Lafuente, R, Hegen, H, Deisenhammer, F, Walchhofer, LM, Thouvenot, E, Comabella, M, Montalban, X, Vécsei, L, Rajda, C, Galimberti, D, Scarpini, E, Altintas, A, Rejdak, K, Frederiksen, JL, Pihl-Jensen, G, Jensen, PEH, Khalil, M, Voortman, MM, Fazekas, F, Saiz, Albert, La Puma, D, Vercammen, M, Vanopdenbosch, L, Uitdehaag, BMJ, Killestein, J, Bridel, C, Teunissen, Charlotte E, Universitat Autònoma de Barcelona, UCL - SSS/IONS/CEMO - Pôle Cellulaire et moléculaire, UCL - (SLuc) Service de neurologie, Basic (bio-) Medical Sciences, Ayşe, Altıntaş, Leurs, C.E., Twaalfhoven, H.A.M., Lissenberg-Witte, B.I., van Pesch, V., Dujmovic, I., Drulovic, J., Castellazzi, M., Bellini, T., Pugliatti, M., Kuhle, J., Villar, L.M., Alvarez-Cermeño, J.C., Alvarez-Lafuente, R., Hegen, H., Deisenhammer, F., Walchhofer, L.M., Thouvenot, E., Comabella, M., Montalban, X., Vécsei, L., Rajda, C., Galimberti, D., Scarpini, E., Rejdak, K., Frederiksen, J.L., Pihl-Jensen, G., Jensen, P.E.H., Khalil, M., Voortman, M.M., Fazekas, F., Saiz, A., La Puma, D., Vercammen, M., Vanopdenbosch, L., Uitdehaag, B.M.J., Killestein, J., Bridel, C., Teunissen, C., School of Medicine, Department of Neurology, Neurology, Laboratory Medicine, Epidemiology and Data Science, APH - Methodology, Amsterdam Neuroscience - Neuroinfection & -inflammation, Academic Medical Center - Academisch Medisch Centrum [Amsterdam] (AMC), University of Amsterdam [Amsterdam] (UvA), Department of Anatomy and Neurosciences [Amsterdam, The Netherlands] (Amsterdam Neuroscience), Section Clinical Neuroanatomy [Amsterdam, The Netherlands], VU University Medical Center [Amsterdam]-VU University Medical Center [Amsterdam], Vrije Universiteit Medical Centre (VUMC), Vrije Universiteit Amsterdam [Amsterdam] (VU), Cliniques Universitaires Saint-Luc [Bruxelles], Clinical Centre of Serbia, Università degli Studi di Ferrara (UniFE), University Hospital Basel [Basel], Hospital Universitario Ramón y Cajal [Madrid], Universidad de Alcalá - University of Alcalá (UAH), Red Española de Esclerosis Múltiple (REEM), Instituto de Investigación Sanitaria del Hospital Clínico San Carlos [Madrid, Spain] (IdISSC), Department of Neurology, Medical University of Innsbruck, Service de Neurologie [CHU Nimes] (Pôle NIRR), Hôpital Universitaire Carémeau [Nîmes] (CHU Nîmes), Centre Hospitalier Universitaire de Nîmes (CHU Nîmes)-Centre Hospitalier Universitaire de Nîmes (CHU Nîmes), Centre d'Esclerosi Múltiple de Catalunya (CemCat), Vall d'Hebron University Hospital [Barcelona], Centre de résonance magnétique biologique et médicale (CRMBM), Assistance Publique - Hôpitaux de Marseille (APHM)-Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS), University of Szeged [Szeged], Centro Dino Ferrari [Milano], Università degli Studi di Milano [Milano] (UNIMI)-Fondazione IRCCS Ca' Granda - Ospedale Maggiore Policlinico, Koç University, Medical University of Lublin, Rigshospitalet [Copenhagen], Copenhagen University Hospital, Danish Multiple Sclerosis Research Centre, Copenhagen University Hospital-Copenhagen University Hospital, Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz 8010, Austria, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona (UB), Department of Neurology, AZ Sint Jan Brugge Oostende, Neuroscience Amsterdam, VU University Medical Centre, 1081HV 1117, Amsterdam, Amsterdam Neuroscience [Pays-Bas], and Vrije Universiteit Amsterdam [Amsterdam] (VU)-University of Amsterdam [Amsterdam] (UvA)-VU University Medical Center [Amsterdam]

Subjects
KFLC (kappa free light chain), Adult, Male, Multiple Sclerosis, Clinical Neurology, Esclerosi múltiple, CSF, CSF (cerebrospinal fluid), Immunoglobulin light chain, Sensitivity and Specificity, NO, Multiple sclerosis, Immunoglobulin kappa-Chains, 03 medical and health sciences, 0302 clinical medicine, Nuclear magnetic resonance, Immunoglobulin lambda-Chains, Humans, Medicine, Diagnostic biomarker, biomarkers, KFLC, OCB, 030304 developmental biology, 0303 health sciences, business.industry, Biochemical markers, Oligoclonal Bands, Reproducibility of Results, Middle Aged, OCB (oligoclonal IgG band), Free Light Chain, Biomarkers, Neurology, Multicenter study, Marcadors bioquímics, [SDV.IMM]Life Sciences [q-bio]/Immunology, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, Female, Neurology (clinical), business, Original Research Papers, 030217 neurology & neurosurgery, Kappa
Abstract

Objective: to validate kappa free light chain (KFLC) and lambda free light chain (LFLC) indices as a diagnostic biomarker in multiple sclerosis (MS). Methods: we performed a multicenter study including 745 patients from 18 centers (219 controls and 526 clinically isolated syndrome (CIS)/MS patients) with a known oligoclonal IgG band (OCB) status. KFLC and LFLC were measured in paired cerebrospinal fluid (CSF) and serum samples. Gaussian mixture modeling was used to define a cut-off for KFLC and LFLC indexes. Results: the cut-off for the KFLC index was 6.6 (95% confidence interval (CI) = 5.2–138.1). The cut-off for the LFLC index was 6.9 (95% CI = 4.5–22.2). For CIS/MS patients, sensitivity of the KFLC index (0.88; 95% CI = 0.85–0.90) was higher than OCB (0.82; 95%CI = 0.79–0.85; p < 0.001), but specificity (0.83; 95% CI = 0.78–0.88) was lower (OCB = 0.92; 95% CI = 0.89–0.96; p < 0.001). Both sensitivity and specificity for the LFLC index were lower than OCB. Conclusion: compared with OCB, the KFLC index is more sensitive but less specific for diagnosing CIS/MS. Lacking an elevated KFLC index is more powerful for excluding MS compared with OCB but the latter is more important for ruling in a diagnosis of CIS/MS., NA

Published
2020
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