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

被引:331
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
    Akguen, Katja
    Kretschmann, Nicole
    Haase, Rocco
    Proschmann, Undine
    Kitzler, Hagen H.
    Reichmann, Heinz
    Ziemssen, Tjalf
    [J]. NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION, 2019, 6 (03):
  • [2] Validation of the Swedish Multiple Sclerosis Register Further Improving a Resource for Pharmacoepidemiologic Evaluations
    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
    [J]. EPIDEMIOLOGY, 2019, 30 (02) : 230 - 233
  • [3] Serum neurofilament as a predictor of disease worsening and brain and spinal cord atrophy in multiple sclerosis
    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
    [J]. BRAIN, 2018, 141 : 2382 - 2391
  • [4] Clinical implications of serum neurofilament in newly diagnosed MS patients: A longitudinal multicentre cohort study
    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
    [J]. EBIOMEDICINE, 2020, 56
  • [5] New insights into the burden and costs of multiple sclerosis in Europe: Results for Switzerland
    Calabrese, Pasquale
    Kobelt, Gisela
    Berg, Jenny
    Capsa, Daniela
    Eriksson, Jennifer
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2017, 23 : 192 - 203
  • [6] Temporal profile of serum neurofilament light in multiple sclerosis: Implications for patient monitoring
    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
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2021, 27 (10) : 1497 - 1505
  • [7] Neurofilament light chain serum levels correlate with 10-year MRI outcomes in multiple sclerosis
    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
    [J]. ANNALS OF CLINICAL AND TRANSLATIONAL NEUROLOGY, 2018, 5 (12): : 1478 - 1491
  • [8] Long-Term Evolution of Multiple Sclerosis Disability in the Treatment Era
    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.
    [J]. ANNALS OF NEUROLOGY, 2016, 80 (04) : 499 - 510
  • [9] Clinical use of bone densitometry - Scientific review
    Cummings, SR
    Bates, D
    Black, DM
    [J]. 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