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Research ArticleAdult Brain

Clinical Profiles and Patterns of Neurodegeneration in Amyotrophic Lateral Sclerosis: A Cluster-Based Approach Based on MR Imaging Metrics

G. Milella, A. Introna, D.M. Mezzapesa, E. D’Errico, A. Fraddosio, M. Ucci, S. Zoccolella and I.L. Simone
American Journal of Neuroradiology April 2023, 44 (4) 403-409; DOI: https://doi.org/10.3174/ajnr.A7823
G. Milella
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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A. Introna
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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D.M. Mezzapesa
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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E. D’Errico
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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A. Fraddosio
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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M. Ucci
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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S. Zoccolella
bAzienda Sanitaria Locale Bari (S.Z.), San Paolo Hospital, Bari, Italy
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I.L. Simone
aFrom the Neurology Unit (G.M., A.I., D.M.M., E.D., A.F., M.U., I.L.S.), Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari “Aldo Moro,” Bari, Italy
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Article Figures & Data

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  • FIG 1.
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    FIG 1.

    Estimated marginal means with SDs of the PreCT (A), ParaCT (B), and MOv (C) are plotted for each radiologic cluster adjusted for age and sex. Estimated marginal means and SDs of the CS are reported in the black dotted lines. The asterisk indicates P < .001.

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    FIG 2.

    Kaplan Mayer survival curves in patients with ALS stratified according to radiologic clusters.

Tables

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  • Association between MR imaging clusters and clinical features in patients with ALSa

    ALS Population (n = 90)Cluster 1 (n = 28)Cluster 2 (n = 51)Cluster 3 (n = 11)P Value
    Age at onset (median) (IQR) (yr)57 (50–65)67 (62–70)41 (44–54)46 (45–54)P = .045b
    P = .001c
    P = nsd
    Sex (No. of patients) (male/female)47:439:1929:229:2P  = .035b
    P = .005c
    P = nsd
    Site of onset (spinal/bulbar) (No. of patients)67/2320/836/1511/0P = nsb
    P  = .047c
    P  = .039d
    ALS phenotypes: classic/bulbar/flail arm/flail leg/pyramidal/respiratory/PLMN/PUMN (No. of patients)68/7/0/0/0/0/15/025/2/0/0/0/0/1/034/5//0/0/0/0/12/09/0//0/0/0/0/2/0P = nsb
    P = nsc
    P = nsd
    El Escorial-revised, categories: definite/probable/possible (No. of patients)22/36/3212/14/28/18/252/4/5P < .001b
    P = .017c
    P = nsd
    ODI (median) (IQR) (mo)10.07 (6.08–19.27)9.18 (6.08–14.32)11.73 (6.23–19.53)8.97 (4.07–19.27)P = nsb
    P = nsc
    P = nsd
    ALSFRS-r (median score) (IQR)38 (34–42)34 (31–37)40 (35–43)40 (38–43)P  = .001b
    P < .001c
    P = nsd
    Progression rate (median) (IQR)0.83 (0.45–1.38)1.26 (0.68–2.84)0.70 (0.29–1,20)0.80 (0.45–1.12)P  = .002b
    P  = .022c
    P = nsd
    Long/short survivors (No. of patients)26/643/2517/346/5P  = .032b
    P  = .008c
    P = nsd
    Survival time from symptom onset to composite outcome (median) (estimated median) (95% CI) (mo)46.63 (37.95–55.31)34.5 (22.39 −46.6)46.63 (35.4–57.87)72.73 (42.98–102.47)P = .043b
    P  = .004c
    P = nsd
    • Note:—ns indicates not significant; PLMN, prevalent lower motor neuron; PUMN, prevalent upper motor neuron.

    • ↵a Group differences in the demographic and clinical variables were evaluated using a Mann-Whitney U test for continuous variables and χ2 tests for discrete variables. Log-rank tests were used to test for differences in survival between different radiologic clusters.

    • ↵b Cluster 1 versus cluster 2.

    • ↵c Cluster 1 versus cluster 3.

    • ↵d Cluster 2 versus cluster 3.

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American Journal of Neuroradiology: 44 (4)
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1 Apr 2023
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G. Milella, A. Introna, D.M. Mezzapesa, E. D’Errico, A. Fraddosio, M. Ucci, S. Zoccolella, I.L. Simone
Clinical Profiles and Patterns of Neurodegeneration in Amyotrophic Lateral Sclerosis: A Cluster-Based Approach Based on MR Imaging Metrics
American Journal of Neuroradiology Apr 2023, 44 (4) 403-409; DOI: 10.3174/ajnr.A7823

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ALS Neurodegeneration Patterns: MRI-Based Clusters
G. Milella, A. Introna, D.M. Mezzapesa, E. D’Errico, A. Fraddosio, M. Ucci, S. Zoccolella, I.L. Simone
American Journal of Neuroradiology Apr 2023, 44 (4) 403-409; DOI: 10.3174/ajnr.A7823
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