Cognitive decline is common in multiple sclerosis and strongly affects overall quality of life. Despite the identification of cross-sectional MRI correlates of cognitive impairment, predictors of future cognitive decline remain unclear. The objective of this study was to identify which MRI measures of structural damage, demographic and/or clinical measures at baseline best predict cognitive decline, during a 5-year follow-up period. A total of 234 patients with clinically definite multiple sclerosis and 60 healthy control subjects were examined twice, with a 5-year interval (mean = 4.9 years, standard deviation = 0.9). An extensive neuropsychological evaluation was performed at both time points and the reliable change index was computed to evaluate cognitive decline. Both whole-brain and regional MRI (3 T) measures were assessed at baseline, including white matter lesion volume, diffusion-based white matter integrity, cortical and deep grey matter volume. Logistic regression analyses were performed to determine which baseline measures best predicted cognitive decline in the entire sample as well as in early relapsing-remitting (symptom duration <10 years), late relapsing-remitting (symptom duration >= 10 years) and progressive phenotypes. At baseline, patients with multiple sclerosis had a mean disease duration of 14.8 (standard deviation = 8.4) years and 96/234 patients (41%) were classified as cognitively impaired. A total of 66/234 patients (28%) demonstrated cognitive decline during follow-up, with higher frequencies in progressive compared to relapsing-remitting patients: 18/33 secondary progressive patients (55%), 10/19 primary progressive patients (53%) and 38/182 relapsing-remitting patients (21%). A prediction model that included only whole-brain MRI measures (Nagelkerke R-2 = 0.22, P < 0.001) showed cortical grey matter volume as the only significant MRI predictor of cognitive decline, while a prediction model that assessed regional MRI measures (Nagelkerke R-2 = 0.35, P < 0.001) indicated integrity loss of the anterior thalamic radiation, lesions in the superior longitudinal fasciculus and temporal atrophy as significant MRI predictors for cognitive decline. Disease stage specific regressions showed that cognitive decline in early relapsing-remitting multiple sclerosis was predicted by white matter integrity damage, while cognitive decline in late relapsing-remitting and progressive multiple sclerosis was predicted by cortical atrophy. These results indicate that patients with more severe structural damage at baseline, and especially cortical atrophy, are more prone to suffer from cognitive decline. New studies now need to further elucidate the underlying mechanisms leading to cortical atrophy, evaluate the value of including cortical atrophy as a possible outcome marker in clinical trials as well as study its potential use in individual patient management.
机构:
SUNY Buffalo, Dept Neurol, Buffalo, NY USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
Benedict, Ralph H. B.
DeLuca, John
论文数: 0引用数: 0
h-index: 0
机构:
Kessler Fdn, W Orange, NJ USA
Rutgers New Jersey Med Sch, Newark, NJ USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
DeLuca, John
Enzinger, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ Graz, Dept Neurol, Res Unit Neuronal Repair & Plast, Graz, AustriaSUNY Buffalo, Dept Neurol, Buffalo, NY USA
Enzinger, Christian
Geurts, Jeroen J. G.
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Med Ctr, MS Ctr Amsterdam, Dept Anat & Neurosci,Amsterdam Neurosci, Amsterdam, NetherlandsSUNY Buffalo, Dept Neurol, Buffalo, NY USA
Geurts, Jeroen J. G.
Krupp, Lauren B.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Neurol, Langone Med Ctr, Langone Multiple Sclerosis Comprehens Care Ctr, New York, NY 10016 USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
机构:
Univ Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Univ Buffalo, Buffalo Gen Med Ctr, Suite E2,100 High St, Buffalo, NY 14226 USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Benedict, Ralph H. B.
DeLuca, John
论文数: 0引用数: 0
h-index: 0
机构:
Kessler Fdn, W Orange, NJ USA
Rutgers New Jersey Med Sch, Newark, NJ USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
DeLuca, John
Phillips, Glenn
论文数: 0引用数: 0
h-index: 0
机构:
Biogen, Cambridge, MA USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Phillips, Glenn
LaRocca, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Natl Multiple Sclerosis Soc, New York, NY USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
LaRocca, Nicholas
Hudson, Lynn D.
论文数: 0引用数: 0
h-index: 0
机构:
Crit Path Inst, Tucson, AZ USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Hudson, Lynn D.
Rudick, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Biogen, Cambridge, MA USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
机构:SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Bergsland, N.
Horakova, D.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Horakova, D.
Dwyer, M. G.
论文数: 0引用数: 0
h-index: 0
机构:SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Dwyer, M. G.
Dolezal, O.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Dolezal, O.
Seidl, Z. K.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Seidl, Z. K.
Vaneckova, M.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Vaneckova, M.
Krasensky, J.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Krasensky, J.
Havrdova, E.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Havrdova, E.
Zivadinov, R.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
SUNY Buffalo, Jacobs Neurol Inst, Buffalo, NY 14260 USASUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Bonnet, Melissa C.
Deloire, Mathilde S. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Deloire, Mathilde S. A.
Salort, Emmanuelle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Salort, Emmanuelle
Dousset, Vincent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Dousset, Vincent
Petry, Klaus G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Petry, Klaus G.
Brochet, Bruno
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
机构:
SUNY Buffalo, Dept Neurol, Buffalo, NY USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
Benedict, Ralph H. B.
DeLuca, John
论文数: 0引用数: 0
h-index: 0
机构:
Kessler Fdn, W Orange, NJ USA
Rutgers New Jersey Med Sch, Newark, NJ USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
DeLuca, John
Enzinger, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ Graz, Dept Neurol, Res Unit Neuronal Repair & Plast, Graz, AustriaSUNY Buffalo, Dept Neurol, Buffalo, NY USA
Enzinger, Christian
Geurts, Jeroen J. G.
论文数: 0引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Med Ctr, MS Ctr Amsterdam, Dept Anat & Neurosci,Amsterdam Neurosci, Amsterdam, NetherlandsSUNY Buffalo, Dept Neurol, Buffalo, NY USA
Geurts, Jeroen J. G.
Krupp, Lauren B.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Neurol, Langone Med Ctr, Langone Multiple Sclerosis Comprehens Care Ctr, New York, NY 10016 USASUNY Buffalo, Dept Neurol, Buffalo, NY USA
机构:
Univ Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Univ Buffalo, Buffalo Gen Med Ctr, Suite E2,100 High St, Buffalo, NY 14226 USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Benedict, Ralph H. B.
DeLuca, John
论文数: 0引用数: 0
h-index: 0
机构:
Kessler Fdn, W Orange, NJ USA
Rutgers New Jersey Med Sch, Newark, NJ USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
DeLuca, John
Phillips, Glenn
论文数: 0引用数: 0
h-index: 0
机构:
Biogen, Cambridge, MA USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Phillips, Glenn
LaRocca, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Natl Multiple Sclerosis Soc, New York, NY USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
LaRocca, Nicholas
Hudson, Lynn D.
论文数: 0引用数: 0
h-index: 0
机构:
Crit Path Inst, Tucson, AZ USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
Hudson, Lynn D.
Rudick, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Biogen, Cambridge, MA USAUniv Buffalo, Dept Neurol, Suite E2,100 High St, Buffalo, NY 14226 USA
机构:SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Bergsland, N.
Horakova, D.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Horakova, D.
Dwyer, M. G.
论文数: 0引用数: 0
h-index: 0
机构:SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Dwyer, M. G.
Dolezal, O.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Dolezal, O.
Seidl, Z. K.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Seidl, Z. K.
Vaneckova, M.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Vaneckova, M.
Krasensky, J.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Radiol, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Krasensky, J.
Havrdova, E.
论文数: 0引用数: 0
h-index: 0
机构:
Charles Univ Prague, Fac Med 1, Dept Neurol, Prague, Czech Republic
Charles Univ Prague, Fac Med 1, Ctr Clin Neurosci, Prague, Czech RepublicSUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
Havrdova, E.
Zivadinov, R.
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
SUNY Buffalo, Jacobs Neurol Inst, Buffalo, NY 14260 USASUNY Buffalo, Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Bonnet, Melissa C.
Deloire, Mathilde S. A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Deloire, Mathilde S. A.
Salort, Emmanuelle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Salort, Emmanuelle
Dousset, Vincent
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Dousset, Vincent
Petry, Klaus G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France
Petry, Klaus G.
Brochet, Bruno
论文数: 0引用数: 0
h-index: 0
机构:
Univ Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, FranceUniv Victor Segalen, CHU Bordeaux, EA 2966, Case 78,Neurobiol Myelin Disorders Lab, F-33076 Bordeaux, France