| Literature DB >> 31447759 |
Michaela Andelova1, Tomas Uher1, Jan Krasensky2, Lukas Sobisek3, Eliska Kusova2, Barbora Srpova1, Karolina Vodehnalova1, Lucie Friedova1, Jiri Motyl1, Jana Lizrova Preiningerova1, Eva Kubala Havrdova1, Dana Horakova1, Manuela Vaneckova2.
Abstract
Introduction: Spinal cord (SC) pathology is strongly associated with disability in multiple sclerosis (MS). We aimed to evaluate the association between focal and diffuse SC abnormalities and spinal cord volume and to assess their contribution to physical disability in MS patients.Entities:
Keywords: diffuse abnormalities; focal lesions; magnetic resonance imaging; spinal cord; spinal cord reserve
Year: 2019 PMID: 31447759 PMCID: PMC6691803 DOI: 10.3389/fneur.2019.00820
Source DB: PubMed Journal: Front Neurol ISSN: 1664-2295 Impact factor: 4.003
Figure 1Schematic representation of the proposed pipeline for spinal cord segmentation.
Figure 2Examples of four different spinal cord patterns (from left to right): (1) normally appearing spinal cord, (2) sharply demarcated nodular T2-hyperintense lesion, (3) combination of relatively sharply demarcated lesions and diffuse T2-hyperintense abnormality, and (4) diffuse abnormality without demarcated lesions, often with noticeably irregular spinal cord diameter and atrophy.
Demographic, clinical and MRI parameters of the cohort.
| n patients (% women) | 1,249 (71) | 902 (70) | 347 (75.5) |
| Mean age years ± SD | 40.6 ± 9.7 | 38.8 ± 9.0 | 45.5 ± 7.9 |
| Mean DD years ± SD | 11.1 ± 7.7 | 9.36 ± 6.8 | 15.59 ± 7.93 |
| Median EDSS (min.–max.) | 2.5 (0–7.0) | 2.0 (0–3) | 4.0 (3.5–7) |
| MUCCA (mm2 ± SD) | 83.95 ± 9.69 | 85.99 ± 8.81 | 78.65 ± 9.86 |
| Normally appearing n (%) | 424 (33.9) | 346 (38.4) | 78 (22.5) |
| Focal lesions n (%) | 318 (25.5) | 225 (24.9) | 93 (26.8) |
| Diffuse changes n (%) | 326 (26.1) | 217 (24.1) | 109 (31.4) |
| Diffuse changes and focal lesions n (%) | 181 (14.5) | 114 (12.6) | 67 (19.3) |
DD, disease duration; EDSS, Expanded Disability Status Scale; MUCCA, mean upper cervical cord area; SD, standard deviation.
Distribution of SC phenotypes and its relationship to spinal cord volume (MUCCA) and disability (EDSS).
| Normally appearing SC | 44.04 | 88.37 ± 7.63 | 1.5 | 33.12 | 85.63 ± 9.04 | 2.0 | 9.09 | 86.32 ± 8.84 | 5.0 |
| Lesions only | 26.61 | 88.68 ± 8.96 | 1.5 | 24.82 | 84.40 ± 9.18 | 2.0 | 32.73 | 75.83 ± 7.57 | 5.0 |
| Diffuse changes | 20.18 | 87.22 ± 8.37 | 2.0 | 27.44 | 80.55 ± 10.27 | 2.5 | 29.09 | 75.80 ± 12.12 | 5.5 |
| Diffuse changes+lesions | 9.17 | 86.21 ± 8.48 | 2.0 | 14.62 | 82.44 ± 9.01 | 2.5 | 29.09 | 76.03 ± 11.17 | 5.5 |
MUCCA, mean upper cervical cord cross-sectional area; EDSS, expanded disability status scale.
Figure 3Distribution of spinal cord phenotypes in patients with CIS, RRMS, and SPMS and its association with spinal cord volume (MUCCA–mean upper cross-sectional cervical cord area).
Predictors of cervical spinal cord volume characterized by the mean upper cervical cord cross-sectional area.
| Disease duration | 47.711 | <0.001 | 0.038 |
| Age | 1.121 | 0.290 | 0.001 |
| Sex | 1.889 | 0.170 | 0.002 |
| Total intracranial volume | 127.680 | <0.001 | 0.094 |
| Number of lesions | 3.166 | 0.075 | 0.003 |
| Diffuse SC abnormalities | 45.904 | <0.001 | 0.036 |
| Corrected model | 58.164 | <0.001 | 0.222 |
Statistical analysis was performed using multivariable ANCOVA. SC, spinal cord.
Spearman rank correlation coefficients indicating association between T2 hyperintense spinal cord lesion number and clinical measures.
| Number of SC lesions | m | n.s. | n.s. | 0.192 | n.s. | n.s. | n.s. | n.s. | n.s. |
| f | n.s. | n.s. | n.s. | n.s. | n.s. | n.s. | n.s. | n.s. | |
| all | 0.077 | 0.059 | n.s. | n.s. | n.s. | 0.062 | n.s. | n.s. | |
| MUCCA (mm2) | m | −0.326 | −0.355 | −0.218 | −0.197 | n.s. | −0.280 | −0.155 | −0.277 |
| f | −0.316 | −0.339 | −0.231 | −0.276 | n.s. | −0.267 | −0.156 | −0.265 | |
| all | −0.315 | −0.341 | −0.231 | −0.251 | n.s. | −0.279 | −0.161 | −0.272 |
FS, functional system; MUCCA, mean upper cervical cord cross-sectional area; n.s., not significant;
p <0.01 after correction for false discovery rate.
Figure 4Proportions of patients with EDSS > 3.0 in different SC phenotypes defined by dichotomized magnetic resonance imaging predictors–MUCCA below and above median, presence, respectively, absence of focal lesions and diffuse changes. Means and 95% confidence intervals are shown.
Demographic, clinical, and MRI parameters in the four SC phenotypes.
| MUCCA | 91.54 ± 5.92 | 91.33 ± 5.88 | 78.0 ± 5.52 | 75.88 ± 6.59 |
| Age | 39.47 ± 9.63 | 39.26 ± 9.08 | 43.18 ± 9.38 | 41.57 ± 9.89 |
| Disease duration | 8.77 ± 6.12 | 10.0 ± 7.64 | 11.29 ± 7.30 | 13.18 ± 8.03 |
| EDSS | 2.0 (0–6) | 2.0 (0–6.5) | 2.0 (0–6.5) | 3.0 (0–7.0) |
MUCCA, mean upper cervical cord cross-sectional area; EDSS, Expanded Disability Status Scale. Data are presented as means (±standard deviation) except of EDSS steps that are described as median (min.–max.).
Association between disability group and demographical, clinical and SC pathology measures.
| Disease duration | 0.070 | 0.010 | <0.001 | 1.073 | 1.051–1.095 | 0.207 | 192.51 | <0.001 |
| Age | 0.049 | 0.009 | <0.001 | 1.050 | 1.033–1.068 | |||
| Gender | −0.261 | 0.163 | 0.108 | 0.770 | 0.560–1.059 | |||
| Block1: MUCCA (below) median | 1.040 | 0.150 | <0.001 | 2.828 | 2.109–3.791 | 0.263 | 58.18 | <0.001 |
| Block 2: +Presence of diffuse changes | 0.632 | 0.177 | <0.001 | 1.881 | 1.330–2.661 | 0.266 | 4.64 | 0.031 |
| Block 3: +Presence of focal lesions | 0.660 | 0.196 | 0.001 | 1.935 | 1.317–2.843 | 0.279 | 11.416 | 0.001 |
| Block1: MUCCA (below) median | 1.040 | 0.150 | <0.001 | 2.828 | 2.109–3.791 | 0.263 | 58.18 | <0.001 |
| Block 2: + Presence of diffuse changes | 0.346 | 0.146 | 0.018 | 1.413 | 1.061–1.883 | 0.268 | 4.64 | 0.031 |
| Block 3: + Number of lesions | 0.227 | 0.064 | <0.001 | 1.255 | 1.107–1.423 | 0.279 | 12.38 | <0.001 |
MUCCA, mean upper cervical cord cross-sectional area; R2, Nagelkerke R square; χ.
Association between disability group (EDSS ≤ 1.5 and EDSS > 1.5) and demographical, clinical, and SC pathology measures in patients with EDSS ≤ 4.0.
| Disease duration | 0.030 | 0.011 | 0.005 | 1.031 | 1.009–1.052 | 0.115 | 98.41 | <0.001 |
| Age | 0.058 | 0.008 | <0.001 | 1.060 | 1.042–1.077 | |||
| Gender | −0.172 | 0.142 | 0.227 | 0.842 | 0.637–1.113 | |||
| Block1: MUCCA (below) median | 0.337 | 0.134 | 0.012 | 1.401 | 1.078–1.820 | 0.125 | 9.23 | 0.002 |
| Block 2: +Presence of diffuse changes | 0.483 | 0.139 | <0.001 | 1.621 | 1.235–2.127 | 0.138 | 11.40 | 0.001 |
| Block 3: +Presence of focal lesions | 0.217 | 0.135 | 0.108 | 1.242 | 0.953–1.618 | 0.140 | 2.60 | 0.107 |
| Block1: MUCCA (below) median | 0.335 | 0.134 | 0.012 | 1.399 | 1.076–1.818 | 0.125 | 9.226 | 0.002 |
| Block 2: +Presence of diffuse changes | 0.484 | 0.138 | <0.001 | 1.622 | 1.237–2.128 | 0.138 | 11.39 | 0.001 |
| Block 3: +number of focal lesions | 0.179 | 0.064 | 0.006 | 1.196 | 1.054–1.357 | 0.146 | 7.961 | 0.005 |
MUCCA, mean upper cervical cord cross-sectional area; R2, Nagelkerke R square; χ.