Combining clinical and magnetic resonance imaging markers enhances prediction of 12-year disability in multiple sclerosis

被引:40
作者
Uher, Tomas [1 ,2 ,3 ]
Vaneckova, Manuela [3 ,4 ]
Sobisek, Lukas [5 ]
Tyblova, Michaela [1 ,2 ,3 ]
Seidl, Zdenek [3 ,4 ]
Krasensky, Jan [3 ,4 ]
Ramasamy, Deepa [6 ]
Zivadinov, Robert [6 ,7 ]
Havrdova, Eva [1 ,2 ,3 ]
Kalincik, Tomas [8 ,9 ]
Horakova, Dana [1 ,2 ,3 ]
机构
[1] Charles Univ Prague, Fac Med 1, Dept Neurol, Katerinska 30, Prague 12000, Czech Republic
[2] Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Katerinska 30, Prague 12000, Czech Republic
[3] Charles Univ Prague, Gen Univ Hosp, Katerinska 30, Prague 12000, Czech Republic
[4] Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech Republic
[5] Univ Econ, Dept Stat & Probabil, Prague, Czech Republic
[6] SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY USA
[7] SUNY Buffalo, Sch Med & Biomed Sci, MR Imaging Clin Translat Res Ctr, Buffalo, NY USA
[8] Univ Melbourne, Dept Med, Melbourne, Vic, Australia
[9] Royal Melbourne Hosp, Dept Neurol, Melbourne, Vic, Australia
关键词
Multiple sclerosis; magnetic resonance imaging; disability; predictors; brain atrophy; lesions; GRAY-MATTER ATROPHY; LONG-TERM DISABILITY; INTERFERON-BETA; FOLLOW-UP; TREATMENT RESPONSE; BRAIN ATROPHY; PROGRESSION; MS; NATALIZUMAB; FINGOLIMOD;
D O I
10.1177/1352458516642314
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Disease progression and treatment efficacy vary among individuals with multiple sclerosis. Reliable predictors of individual disease outcomes are lacking. Objective: To examine the accuracy of the early prediction of 12-year disability outcomes using clinical and magnetic resonance imaging (MRI) parameters. Methods: A total of 177 patients from the original Avonex-Steroids-Azathioprine study were included. Participants underwent 3-month clinical follow-ups. Cox models were used to model the associations between clinical and MRI markers at baseline or after 12 months with sustained disability progression (SDP) over the 12-year observation period. Results: At baseline, T2 lesion number, T1 and T2 lesion volumes, corpus callosum (CC), and thalamic fraction were the best predictors of SDP (hazard ratio (HR) = 1.7-4.6; p <= 0.001-0.012). At 12 months, Expanded Disability Status Scale (EDSS) and its change, number of new or enlarging T2 lesions, and CC volume % change were the best predictors of SDP over the follow-up (HR = 1.7-3.5; p <= 0.001-0.017). A composite score was generated from a subset of the best predictors of SDP. Scores of >= 4 had greater specificity (90%-100%) and were associated with greater cumulative risk of SDP (HR = 3.2-21.6; p < 0.001) compared to the individual predictors. Conclusion: The combination of established MRI and clinical indices with MRI volumetric predictors improves the prediction of SDP over long-term follow-up and may provide valuable information for therapeutic decisions.
引用
收藏
页码:51 / 61
页数:11
相关论文
共 35 条
[1]   Subcortical and Cortical Gray Matter Atrophy in a Large Sample of Patients with Clinically Isolated Syndrome and Early Relapsing-Remitting Multiple Sclerosis [J].
Bergsland, N. ;
Horakova, D. ;
Dwyer, M. G. ;
Dolezal, O. ;
Seidl, Z. K. ;
Vaneckova, M. ;
Krasensky, J. ;
Havrdova, E. ;
Zivadinov, R. .
AMERICAN JOURNAL OF NEURORADIOLOGY, 2012, 33 (08) :1573-1578
[2]   Predictors of Long-Term Outcome in Multiple Sclerosis Patients Treated with Interferon Beta [J].
Bermel, Robert A. ;
You, Xiaojun ;
Foulds, Pamela ;
Hyde, Robert ;
Simon, Jack H. ;
Fisher, Elizabeth ;
Rudick, Richard A. .
ANNALS OF NEUROLOGY, 2013, 73 (01) :95-103
[3]   The predictive value of gray matter atrophy in clinically isolated syndromes [J].
Calabrese, M. ;
Rinaldi, F. ;
Mattisi, I. ;
Bernardi, V. ;
Favaretto, A. ;
Perini, P. ;
Gallo, P. .
NEUROLOGY, 2011, 77 (03) :257-263
[4]   Relapse and disability outcomes in patients with multiple sclerosis treated with fingolimod: subgroup analyses of the double-blind, randomised, placebo-controlled FREEDOMS study [J].
Devonshire, Virginia ;
Havrdova, Eva ;
Radue, Ernst Wilhelm ;
O'Connor, Paul ;
Zhang-Auberson, Lixin ;
Agoropoulou, Catherine ;
Haering, Dieter Adrian ;
Francis, Gordon ;
Kappos, Ludwig .
LANCET NEUROLOGY, 2012, 11 (05) :420-428
[5]   Assessing treatment response to interferon-β Is there a role for MRI? [J].
Dobson, Ruth ;
Rudick, Richard A. ;
Turner, Ben ;
Schmierer, Klaus ;
Giovannoni, Gavin .
NEUROLOGY, 2014, 82 (03) :248-254
[6]   Gray matter damage predicts the accumulation of disability 13 years later in MS [J].
Filippi, Massimo ;
Preziosa, Paolo ;
Copetti, Massimiliano ;
Riccitelli, Gianna ;
Horsfield, Mark A. ;
Martinelli, Vittorio ;
Comi, Giancarlo ;
Rocca, Maria A. .
NEUROLOGY, 2013, 81 (20) :1759-1767
[7]   Eight-year follow-up study of brain atrophy in patients with MS [J].
Fisher, E ;
Rudick, RA ;
Simon, JH ;
Cutter, G ;
Baier, M ;
Lee, JC ;
Miller, D ;
Weinstock-Guttman, B ;
Mass, MK ;
Dougherty, DS ;
Simonian, NA .
NEUROLOGY, 2002, 59 (09) :1412-1420
[8]   Location of brain lesions predicts conversion of clinically isolated syndromes to multiple sclerosis [J].
Giorgio, Antonio ;
Battaglini, Marco ;
Rocca, Maria Assunta ;
De Leucio, Alessandro ;
Absinta, Martina ;
van Schijndel, Ronald ;
Rovira, Alex ;
Tintore, Mar ;
Chard, Declan ;
Ciccarelli, Olga ;
Enzinger, Christian ;
Gasperini, Claudio ;
Frederiksen, Jette ;
Filippi, Massimo ;
Barkhof, Frederik ;
De Stefano, Nicola .
NEUROLOGY, 2013, 80 (03) :234-241
[9]   Relationship between early clinical characteristics and long term disability outcomes: 16 year cohort study (follow-up) of the pivotal interferon β-1b trial in multiple sclerosis [J].
Goodin, Douglas S. ;
Traboulsee, Anthony ;
Knappertz, Volker ;
Reder, Anthony T. ;
Li, David ;
Langdon, Dawn ;
Wolf, Christian ;
Beckmann, Karola ;
Konieczny, Andreas ;
Ebers, George C. .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2012, 83 (03) :282-287
[10]   INTERRATER AND INTRARATER SCORING AGREEMENT USING GRADES 1.0 TO 3.5 OF THE KURTZKE EXPANDED DISABILITY STATUS SCALE (EDSS) [J].
GOODKIN, DE ;
COOKFAIR, D ;
WENDE, K ;
BOURDETTE, D ;
PULLICINO, P ;
SCHEROKMAN, B ;
WHITHAM, R ;
JACOBS, L ;
MUNSCHAUER, F ;
EMRICH, L ;
GRANGER, C ;
HERNDON, R ;
RUDICK, R ;
FISCHER, J ;
SIMON, J ;
SALAZAR, A .
NEUROLOGY, 1992, 42 (04) :859-863