Classification of multiple sclerosis based on patterns of CNS regional atrophy covariance

被引:13
作者
Tsagkas, Charidimos [1 ,2 ,3 ,4 ,5 ,6 ]
Parmar, Katrin [1 ,2 ,3 ,4 ,5 ]
Pezold, Simon [7 ]
Barro, Christian [1 ,2 ,3 ,4 ,8 ]
Chakravarty, Mallar M. [9 ,10 ,11 ]
Gaetano, Laura [12 ]
Naegelin, Yvonne [1 ,2 ,3 ,4 ]
Amann, Michael [1 ,2 ,3 ,4 ,6 ,7 ]
Papadopoulou, Athina [1 ,2 ,3 ,4 ,5 ,13 ,14 ,15 ,16 ]
Wuerfel, Jens [6 ,7 ,13 ,14 ,15 ,16 ]
Kappos, Ludwig [1 ,2 ,3 ,4 ,5 ]
Kuhle, Jens [1 ,2 ,3 ,4 ]
Sprenger, Till [1 ,2 ,3 ,4 ,17 ]
Granziera, Cristina [1 ,2 ,3 ,4 ,5 ]
Magon, Stefano [1 ,2 ,3 ,4 ,18 ]
机构
[1] Univ Hosp Basel, Dept Med, Neurol Clin & Policlin, Basel, Switzerland
[2] Univ Hosp Basel, Dept Clin Res, Neurol Clin & Policlin, Basel, Switzerland
[3] Univ Hosp Basel, Dept Biomed Engn, Neurol Clin & Policlin, Basel, Switzerland
[4] Univ Basel, Basel, Switzerland
[5] Univ Hosp Basel, Dept Med & Biomed Engn, Translat Imaging Neurol ThINK Basel, Basel, Switzerland
[6] Med Image Anal Ctr AG, Basel, Switzerland
[7] Univ Basel, Dept Biomed Engn, Allschwil, Switzerland
[8] Harvard Med Sch, Ann Romney Ctr Neurol Dis, Brigham & Womens Hosp, Dept Neurol, Boston, MA 02115 USA
[9] McGill Univ, Dept Psychiat, Montreal, PQ, Canada
[10] Douglas Mental Hlth Univ Inst, Cerebral Imaging Ctr, Verdun, PQ, Canada
[11] McGill Univ, Dept Biomed Engn, Montreal, PQ, Canada
[12] F Hoffmann La Roche Ltd, Basel, Switzerland
[13] Charite Univ Med Berlin, NeuroCure Clin Res Ctr, Berlin, Germany
[14] Free Univ Berlin, Berlin, Germany
[15] Humboldt Univ, Berlin, Germany
[16] Berlin Inst Hlth, Berlin, Germany
[17] DKD HELIOS Klin Wiesbaden, Dept Neurol, Wiesbaden, Germany
[18] F Hoffmann La Roche Ltd, Roche Innovat Ctr Basel, Pharma Res & Early Dev, Basel, Switzerland
基金
欧盟地平线“2020”; 瑞士国家科学基金会;
关键词
atrophy; biomarkers; classification; demyelinating autoimmune diseases; MRI; multiple sclerosis; neurodegeneration; INDEPENDENT COMPONENTS-ANALYSIS; SPINAL-CORD LESIONS; DEEP GRAY-MATTER; MENINGEAL INFLAMMATION; THALAMIC SUBNUCLEI; MRI CRITERIA; DIAGNOSIS; BRAIN; MS; DISABILITY;
D O I
10.1002/hbm.25375
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
There is evidence that multiple sclerosis (MS) pathology leads to distinct patterns of volume loss over time (VLOT) in different central nervous system (CNS) structures. We aimed to use such patterns to identify patient subgroups. MS patients of all classical disease phenotypes underwent annual clinical, blood, and MRI examinations over 6 years. Spinal, striatal, pallidal, thalamic, cortical, white matter, and T2-weighted lesion volumes as well as serum neurofilament light chain (sNfL) were quantified. CNS VLOT patterns were identified using principal component analysis and patients were classified using hierarchical cluster analysis. 225 MS patients were classified into four distinct Groups A, B, C, and D including 14, 59, 141, and 11 patients, respectively). These groups did not differ in baseline demographics, disease duration, disease phenotype distribution, and lesion-load expansion. Interestingly, Group A showed pronounced spinothalamic VLOT, Group B marked pallidal VLOT, Group C small between-structure VLOT differences, and Group D myelocortical volume increase and pronounced white matter VLOT. Neurologic deficits were more severe and progressed faster in Group A that also had higher mean sNfL levels than all other groups. Group B experienced more frequent relapses than Group C. In conclusion, there are distinct patterns of VLOT across the CNS in MS patients, which do not overlap with clinical MS subtypes and are independent of disease duration and lesion-load but are partially associated to sNfL levels, relapse rates, and clinical worsening. Our findings support the need for a more biologic classification of MS subtypes including volumetric and body-fluid markers.
引用
收藏
页码:2399 / 2415
页数:17
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