A multiple sclerosis disease progression measure based on cumulative disability

被引:2
作者
Manouchehrinia, Ali [1 ]
Kingwell, Elaine [2 ,3 ]
Zhu, Feng [2 ,3 ]
Tremlett, Helen [2 ,3 ]
Hillert, Jan [1 ]
Ramanujam, Ryan [1 ,4 ]
机构
[1] Karolinska Inst, Karolinska Univ Hosp Solna, Dept Clin Neurosci, Stockholm, Sweden
[2] Univ British Columbia, UBC Hosp, Fac Med Neurol, Vancouver, BC, Canada
[3] Univ British Columbia, Djavad Mowafaghian Ctr Brain Hlth, Vancouver, BC, Canada
[4] Royal Inst Technol, Dept Math, Stockholm, Sweden
基金
加拿大健康研究院;
关键词
Multiple sclerosis; progression measure; outcome; disability;
D O I
10.1177/1352458520988632
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Existing severity measurements in multiple sclerosis (MS) are often cross-sectional, making longitudinal comparisons of disease course between individuals difficult. Objective: The objective of this study is to create a severity metric that can reliably summarize a patient's disease course. Methods: We developed the nARMSS - normalized ARMSS (age-related MS severity score) over follow-up, using the deviation of individual ARMSS scores from the expected value and integrated over the corresponding time period. The nARMSS scales from -5 to +5; a positive value indicates a more severe disease course for a patient when compared to other patients with similar disease timings. Results: Using Swedish MS registry data, the nARMSS was tested using data at 2 and 4 years of follow-up to predict the most severe quartile during the subsequent period up to 10 years total follow-up. The metric used was area under the curve of the receiver operating characteristic (AUC-ROC). This resulted in measurements of 0.929 and 0.941. In an external Canadian validation cohort, the equivalent AUC-ROCs were 0.901 and 0.908. Conclusion: The nARMSS provides a reliable, generalizable and easily measurable metric which makes longitudinal comparison of disease course between individuals feasible.
引用
收藏
页码:1875 / 1883
页数:9
相关论文
共 16 条
[1]   From the Gothenburg cohort to the Swedish multiple sclerosis registry [J].
Andersen, O. .
ACTA NEUROLOGICA SCANDINAVICA, 2012, 126 :13-19
[2]   The Swedish MS registry - clinical support tool and scientific resource [J].
Hillert, J. ;
Stawiarz, L. .
ACTA NEUROLOGICA SCANDINAVICA, 2015, 132 :11-19
[3]   The Multiple Sclerosis Impact Scale (MSIS-29) - A new patient-based outcome measure [J].
Hobart, J ;
Lamping, D ;
Fitzpatrick, R ;
Riazi, A ;
Thompson, A .
BRAIN, 2001, 124 :962-973
[4]   Cognitive function predicts work disability among multiple sclerosis patients [J].
Kavaliunas, Andrius ;
Tinghog, Petter ;
Friberg, Emilie ;
Olsson, Tomas ;
Alexanderson, Kristina ;
Hillert, Jan ;
Karrenbauer, Virginija Danylaite .
MULTIPLE SCLEROSIS JOURNAL-EXPERIMENTAL TRANSLATIONAL AND CLINICAL, 2019, 5 (01)
[5]   Cognitive function is a major determinant of income among multiple sclerosis patients in Sweden acting independently from physical disability [J].
Kavaliunas, Andrius ;
Danylaite Karrenbauer, Virginija ;
Gyllensten, Hanna ;
Manouchehrinia, Ali ;
Glaser, Anna ;
Olsson, Tomas ;
Alexanderson, Kristina ;
Hillert, Jan .
MULTIPLE SCLEROSIS JOURNAL, 2019, 25 (01) :104-112
[6]   Development of a sensitive Outcome for economical Drug screening for Progressive Multiple sclerosis Treatment [J].
Kosa, Peter ;
Ghazali, Danish ;
Tanigawa, Makoto ;
Barbour, Chris ;
Cortese, Irene ;
Kelley, William ;
Snyder, Blake ;
Ohayon, Joan ;
Fenton, Kaylan ;
Lehky, Tanya ;
Wu, Tianxia ;
Greenwood, Mark ;
Nair, Govind ;
Bielekova, Bibiana .
FRONTIERS IN NEUROLOGY, 2016, 7
[7]  
KURTZKE JF, 1983, NEUROLOGY, V33, P1444, DOI 10.1212/WNL.33.11.1444
[8]   Predicting risk of secondary progression in multiple sclerosis: A nomogram [J].
Manouchehrinia, Ali ;
Zhu, Feng ;
Piani-Meier, Daniela ;
Lange, Markus ;
Silva, Diego G. ;
Carruthers, Robert ;
Glaser, Anna ;
Kingwell, Elaine ;
Tremlett, Helen ;
Hillert, Jan .
MULTIPLE SCLEROSIS JOURNAL, 2019, 25 (08) :1102-1112
[9]   Age Related Multiple Sclerosis Severity Score: Disability ranked by age [J].
Manouchehrinia, Ali ;
Westerlind, Helga ;
Kingwell, Elaine ;
Zhu, Feng ;
Carruthers, Robert ;
Ramanujam, Ryan ;
Ban, Maria ;
Glaser, Anna ;
Sawcer, Stephen ;
Tremlett, Helen ;
Hillert, Jan .
MULTIPLE SCLEROSIS JOURNAL, 2017, 23 (14) :1938-1946
[10]   Long-term Cognitive Outcomes in Patients With Pediatric-Onset vs Adult-Onset Multiple Sclerosis [J].
McKay, Kyla A. ;
Manouchehrinia, Ali ;
Berrigan, Lindsay ;
Fisk, John D. ;
Olsson, Tomas ;
Hillert, Jan .
JAMA NEUROLOGY, 2019, 76 (09) :1028-1034