Serum neurofilament light chain for individual prognostication of disease activity in people with multiple sclerosis: a retrospective modelling and validation study

被引:371
作者
Benkert, Pascal [1 ]
Meier, Stephanie [2 ,3 ]
Schaedelin, Sabine [1 ]
Manouchehrinia, Ali [6 ]
Yaldizli, Ozgur [2 ,3 ]
Maceski, Aleksandra [2 ,3 ]
Oechtering, Johanna [2 ,3 ]
Achtnichts, Lutz [8 ]
Conen, David [10 ]
Derfuss, Tobias [2 ,3 ]
Lalive, Patrice H. [13 ,14 ]
Mueller, Christian [5 ]
Muller, Stefanie [15 ]
Naegelin, Yvonne [2 ,3 ]
Oksenberg, Jorge R. [16 ,17 ]
Pot, Caroline [12 ]
Salmen, Anke [9 ]
Willemse, Eline [2 ,3 ]
Kockum, Ingrid [6 ]
Blennow, Kaj [19 ]
Zetterberg, Henrik [19 ,20 ,21 ]
Gobbi, Claudio [11 ,18 ]
Kappos, Ludwig [2 ,3 ]
Wiendl, Heinz [22 ]
Berger, Klaus [23 ]
Sormani, Maria Pia [24 ]
Granziera, Cristina [2 ,3 ,4 ]
Piehl, Fredrik [6 ,7 ]
Leppert, David [2 ,3 ]
Kuhle, Jens [2 ,3 ]
机构
[1] Univ Basel, Univ Hosp Basel, Dept Clin Res, Clin Trial Unit, Basel, Switzerland
[2] Univ Basel, Univ Hosp Basel, Neurol Clink & Polidin, MS Ctr, Basel, Switzerland
[3] Univ Basel, Univ Hosp Basel, Res Ctr Clin Neuroimmunol & Neurosci Basel, Basel, Switzerland
[4] Univ Basel, Univ Hosp Basel, Dept Med & Biomed Engn, Translat Imaging Neurol Basel, Basel, Switzerland
[5] Univ Basel, Univ Hosp Basel, Cardiovasc Res Inst Basel, Dept Med,Cardiol Div, Basel, Switzerland
[6] Karolinska Univ Hosp, Karolinska Inst, Ctr Mol Med, Dept Clin Neurosci, Stockholm, Sweden
[7] Stockholm Hlth Serv, Acad Specialist Ctr, Ctr Neurol, Stockholm, Sweden
[8] Cantonal Hosp Aarau, Dept Neurol, Aarau, Switzerland
[9] Univ Bern, Bern Univ Hosp, Dept Neurol, Bern, Switzerland
[10] McMaster Univ, Populat Hlth Res Inst, Hamilton, ON, Canada
[11] Neuroctr Southern Switzerland, Multiple Sclerosis Ctr, Dept Neurol, Lugano, Switzerland
[12] Univ Lausanne, Lausanne Univ Hosp, Dept Clin Neurosci, Serv Neurol, Lausanne, Switzerland
[13] Univ Hosp Geneva, Dept Neurosci, Div Neurol, Unit Neuroimmunol & Neuromuscular Dis, Geneva, Switzerland
[14] Fac Med, Geneva, Switzerland
[15] Cantonal Hosp St Gallen, MD Dept Neurol, St Gallen, Switzerland
[16] Univ Calif San Francisco, Dept Neurol, San Francisco, CA 94143 USA
[17] Univ Calif San Francisco, Weill Inst Neurosci, San Francisco, CA 94143 USA
[18] Univ Svizzera Italiana, Fac Biomed Sci, Lugano, Switzerland
[19] Univ Gothenburg, Sahlgrenska Univ Hosp, Inst Neurosci & Physiol, Dept Psychiat & Neurochem,Clin Neurochem Lab, Molndal, Sweden
[20] UCL Inst Neurol, Dept Neurodegenerat Dis, London, England
[21] Dementia Res Inst UCL, London, England
[22] Univ Hosp Munster, Inst Translat Neurol, Dept Neurol, Munster, Germany
[23] Univ Munster, Inst Epidemiol & Social Med, Munster, Germany
[24] Univ Genoa, Dept Hlth Sci, Genoa, Italy
基金
瑞士国家科学基金会;
关键词
DISABILITY;
D O I
10.1016/S1474-4422(22)00009-6
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background Serum neurofilament light chain (sNfL) is a biomarker of neuronal damage that is used not only to monitor disease activity and response to drugs and to prognosticate disease course in people with multiple sclerosis on the group level. The absence of representative reference values to correct for physiological age-dependent increases in sNfL has limited the diagnostic use of this biomarker at an individual level. We aimed to assess the applicability of sNfL for identification of people at risk for future disease activity by establishing a reference database to derive reference values corrected for age and body-mass index (BMI). Furthermore, we used the reference database to test the suitability of sNfL as an endpoint for group-level comparison of effectiveness across disease modifying therapies. Methods For derivation of a reference database of sNfL values, a control group was created, comprising participants with no evidence of CNS disease taking part in four cohort studies in Europe and North America. We modelled the distribution of sNfL concentrations in function of physiological age-related increase and BMI-dependent modulation, to derive percentile and Z score values from this reference database, via a generalised additive model for location, scale, and shape. We tested the reference database in participants with multiple sclerosis in the Swiss Multiple Sclerosis Cohort (SMSC). We compared the association of sNfL Z scores with clinical and MRI characteristics recorded longitudinally to ascertain their respective disease prognostic capacity. We validated these findings in an independent sample of individuals with multiple sclerosis who were followed up in the Swedish Multiple Sclerosis registry. Findings We obtained 10 133 blood samples from 5390 people (median samples per patient 1 [IQR 1-2] in the control group). In the control group, sNfL concentrations rose exponentially with age and at a steeper increased rate after approximately 50 years of age. We obtained 7769 samples from 1313 people (median samples per person 6.0 [IQR 3.0-8.0]). In people with multiple sclerosis from the SMSC, sNfL percentiles and Z scores indicated a gradually increased risk for future acute (eg, relapse and lesion formation) and chronic (disability worsening) disease activity. A sNfL Z score above 1.5 was associated with an increased risk of future clinical or MRI disease activity in all people with multiple sclerosis (odds ratio 3.15, 95% CI 2.35-4.23; p<0.0001) and in people considered stable with no evidence of disease activity (2.66, 1.08-6.55; p=0.034). Increased Z scores outperformed absolute raw sNfL cutoff values for diagnostic accuracy. At the group level, the longitudinal course of sNfL Z score values in people with multiple sclerosis from the SMSC decreased to those seen in the control group with use of monoclonal antibodies (ie, alemtuzumab, natalizumab, ocrelizumab, and rituximab) and, to a lesser extent, oral therapies (ie, dimethyl fumarate, fingolimod, siponimod, and teriflunomide). However, longitudinal sNfL Z scores remained elevated with platform compounds (interferons and glatiramer acetate; p<0.0001 for the interaction term between treatment category and treatment duration). Results were fully supported in the validation cohort (n=4341) from the Swedish Multiple Sclerosis registry. Interpretation The use of sNfL percentiles and Z scores allows for identification of individual people with multiple sclerosis at risk for a detrimental disease course and suboptimal therapy response beyond clinical and MRI measures, specifically in people with disease activity-free status. Additionally, sNfL might be used as an endpoint for comparing effectiveness across drug classes in pragmatic trials. Copyright (C) 2022 Published by Elsevier Ltd. All rights reserved.
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收藏
页码:246 / 257
页数:12
相关论文
共 41 条
[1]   Profiling individual clinical responses by high-frequency serum neurofilament assessment in MS [J].
Akguen, Katja ;
Kretschmann, Nicole ;
Haase, Rocco ;
Proschmann, Undine ;
Kitzler, Hagen H. ;
Reichmann, Heinz ;
Ziemssen, Tjalf .
NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION, 2019, 6 (03)
[2]   Validation of the Swedish Multiple Sclerosis Register Further Improving a Resource for Pharmacoepidemiologic Evaluations [J].
Alping, Peter ;
Piehl, Fredrik ;
Langer-Gould, Annette ;
Frisell, Thomas ;
Burman, Joachim ;
Fink, Katharina ;
Fogdell-Hahn, Anna ;
Gunnarsson, Martin ;
Hillert, Jan ;
Kockum, Ingrid ;
Lycke, Jan ;
Nilsson, Petra ;
Olsson, Tomas ;
Salzer, Jonatan ;
Svenningsson, Anders ;
Virtanen, Suvi ;
Vrethem, Magnus .
EPIDEMIOLOGY, 2019, 30 (02) :230-233
[3]   Serum neurofilament as a predictor of disease worsening and brain and spinal cord atrophy in multiple sclerosis [J].
Barro, Christian ;
Benkert, Pascal ;
Disanto, Giulio ;
Tsagkas, Charidimos ;
Amann, Michael ;
Naegelin, Yvonne ;
Leppert, David ;
Gobbi, Claudio ;
Granziera, Cristina ;
Yaldizli, Ozgur ;
Michalak, Zuzanna ;
Wuerfel, Jens ;
Kappos, Ludwig ;
Parmar, Katrin ;
Kuhle, Jens .
BRAIN, 2018, 141 :2382-2391
[4]   Clinical implications of serum neurofilament in newly diagnosed MS patients: A longitudinal multicentre cohort study [J].
Bittner, Stefan ;
Steffen, Falk ;
Uphaus, Timo ;
Muthuraman, Muthuraman ;
Fleischer, Vinzenz ;
Salmen, Anke ;
Luessi, Felix ;
Berthele, Achim ;
Klotz, Luisa ;
Meuth, Sven G. ;
Bayas, Antonios ;
Paul, Friedemann ;
Hartung, Hans-Peter ;
Linker, Ralf ;
Heesen, Christoph ;
Stangel, Martin ;
Wildemann, Brigitte ;
Bergh, Florian Then ;
Tackenberg, Bjoern ;
Kuempfel, Tania ;
Weber, Frank ;
Zettl, Uwe K. ;
Ziemann, Ulf ;
Tumani, Hayrettin ;
Groppa, Sergiu ;
Muehlau, Mark ;
Lukas, Carsten ;
Hemmer, Bernhard ;
Wiendl, Heinz ;
Gold, Ralf ;
Zipp, Frauke .
EBIOMEDICINE, 2020, 56
[5]   New insights into the burden and costs of multiple sclerosis in Europe: Results for Switzerland [J].
Calabrese, Pasquale ;
Kobelt, Gisela ;
Berg, Jenny ;
Capsa, Daniela ;
Eriksson, Jennifer .
MULTIPLE SCLEROSIS JOURNAL, 2017, 23 :192-203
[6]   Temporal profile of serum neurofilament light in multiple sclerosis: Implications for patient monitoring [J].
Calabresi, Peter A. ;
Arnold, Douglas L. ;
Sangurdekar, Dipen ;
Singh, Carol M. ;
Altincatal, Arman ;
de Moor, Carl ;
Engle, Bob ;
Goyal, Jaya ;
Deykin, Aaron ;
Szak, Suzanne ;
Kieseier, Bernd C. ;
Rudick, Richard A. ;
Plavina, Tatiana .
MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (10) :1497-1505
[7]   Neurofilament light chain serum levels correlate with 10-year MRI outcomes in multiple sclerosis [J].
Chitnis, Tanuja ;
Gonzalez, Cindy ;
Healy, Brian C. ;
Saxena, Shrishti ;
Rosso, Mattia ;
Barro, Christian ;
Michalak, Zuzanna ;
Paul, Anu ;
Kivisakk, Pia ;
Diaz-Cruz, Camilo ;
Sattarnezhad, Neda ;
Pierre, Isabelle V. ;
Glanz, Bonnie I. ;
Tomic, Davorka ;
Kropshofer, Harald ;
Haring, Dieter ;
Leppert, David ;
Kappos, Ludwig ;
Bakshi, Rohit ;
Weiner, Howard L. ;
Kuhle, Jens .
ANNALS OF CLINICAL AND TRANSLATIONAL NEUROLOGY, 2018, 5 (12) :1478-1491
[8]   Long-Term Evolution of Multiple Sclerosis Disability in the Treatment Era [J].
Cree, Bruce A. C. ;
Gourraud, Pierre-Antoine ;
Oksenberg, Jorge R. ;
Bevan, Carolyn ;
Crabtree-Hartman, Elizabeth ;
Gelfand, Jeffrey M. ;
Goodin, Douglas S. ;
Graves, Jennifer ;
Green, Ari J. ;
Mowry, Ellen ;
Okuda, Darin T. ;
Pelletier, Daniel ;
von Buedingen, H-Christian ;
Zamvil, Scott S. ;
Agrawal, Alisha ;
Caillier, Stacy ;
Ciocca, Caroline ;
Gomez, Refujia ;
Kanner, Rachel ;
Lincoln, Robin ;
Lizee, Antoine ;
Qualley, Pamela ;
Santaniello, Adam ;
Suleiman, Leena ;
Bucci, Monica ;
Panara, Valentina ;
Papinutto, Nico ;
Stern, William A. ;
Zhu, Alyssa H. ;
Cutter, Gary R. ;
Baranzini, Sergio ;
Henry, Roland G. ;
Hauser, Stephen L. .
ANNALS OF NEUROLOGY, 2016, 80 (04) :499-510
[9]   Clinical use of bone densitometry - Scientific review [J].
Cummings, SR ;
Bates, D ;
Black, DM .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2002, 288 (15) :1889-1897
[10]  
Curtis Alexander E, 2016, Aorta (Stamford), V4, P124, DOI 10.12945/j.aorta.2016.16.014