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September 16, 2014; 83 (12) Article

Functional pattern of brain FDG-PET in amyotrophic lateral sclerosis

Marco Pagani, Adriano Chiò, Maria Consuelo Valentini, Johanna Öberg, Flavio Nobili, Andrea Calvo, Cristina Moglia, Davide Bertuzzo, Silvia Morbelli, Fabrizio De Carli, Piercarlo Fania, Angelina Cistaro
First published August 13, 2014, DOI: https://doi.org/10.1212/WNL.0000000000000792
Marco Pagani
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Adriano Chiò
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Maria Consuelo Valentini
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Johanna Öberg
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Flavio Nobili
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Andrea Calvo
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Cristina Moglia
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Davide Bertuzzo
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Silvia Morbelli
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Fabrizio De Carli
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Piercarlo Fania
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Angelina Cistaro
From the Institute of Cognitive Sciences and Technologies (M.P., A. Cistaro), CNR, Rome, Italy; Departments of Nuclear Medicine (M.P.) and Hospital Physics (J.O.), Karolinska Hospital, Stockholm, Sweden; ALS Center (A. Chiò, A. Calvo, C.M., D.B.), “Rita Levi Montalcini” Department of Neuroscience, University of Turin, Italy; Neuroscience Institute of Turin (A. Chiò), Italy; Department of Neuroradiology (M.C.V.), CTO Hospital, Turin, Italy; Clinical Neurology Unit (F.N.), Department of Neurosciences, Ophthalmology and Genetics (DINOGMI) and Department of Health Sciences (S.M.), Nuclear Medicine Unit, Department of Internal Medicine, University of Genoa, Italy; Institute of Molecular Bioimaging and Physiology (F.D.), CNR Genoa Unit, Italy; and Positron Emission Tomography Center IRMET S.p.A. (P.F., A. Cistaro), Euromedic Inc., Turin, Italy.
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Citation
Functional pattern of brain FDG-PET in amyotrophic lateral sclerosis
Marco Pagani, Adriano Chiò, Maria Consuelo Valentini, Johanna Öberg, Flavio Nobili, Andrea Calvo, Cristina Moglia, Davide Bertuzzo, Silvia Morbelli, Fabrizio De Carli, Piercarlo Fania, Angelina Cistaro
Neurology Sep 2014, 83 (12) 1067-1074; DOI: 10.1212/WNL.0000000000000792

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Abstract

Objective: We investigated a large sample of patients with amyotrophic lateral sclerosis (ALS) at rest in order to assess the value of 18F-2-fluoro-2-deoxy-d-glucose (18F-FDG) PET as a biomarker to discriminate patients from controls.

Methods: A total of 195 patients with ALS and 40 controls underwent brain 18F-FDG-PET, most within 5 months of diagnosis. Spinal and bulbar subgroups of ALS were also investigated. Twenty-five bilateral cortical and subcortical volumes of interest and cerebellum were taken into account, and 18F-FDG uptakes were individually normalized by whole-brain values. Group analyses investigated the ALS-related metabolic changes. Discriminant analysis investigating sensitivity and specificity was performed using the 51 volumes of interest as well as age and sex. Metabolic connectivity was explored by voxel-wise interregional correlation analysis.

Results: Hypometabolism was found in frontal, motor, and occipital cortex and hypermetabolism in midbrain, temporal pole, and hippocampus in patients with ALS compared to controls. A similar metabolic pattern was also found in the 2 subgroups. Discriminant analysis showed a sensitivity of 95% and a specificity of 83% in separating patients from controls. Connectivity analysis found a highly significant positive correlation between midbrain and white matter in corticospinal tracts in patients with ALS.

Conclusions: 18F-FDG distribution changes in ALS showed a clear pattern of hypometabolism in frontal and occipital cortex and hypermetabolism in midbrain. The latter might be interpreted as the neurobiological correlate of diffuse subcortical gliosis. Discriminant analysis resulted in high sensitivity and specificity in differentiating patients with ALS from controls. Once validated by diseased-control studies, the present methodology might represent a potentially useful biomarker for ALS diagnosis.

Classificaton of evidence: This study provides Class III evidence that 18F-FDG-PET accurately distinguishes patients with ALS from normal controls (sensitivity 95.4%, specificity 82.5%).

GLOSSARY

18F-FDG=
18F-2-fluoro-2-deoxy-d-glucose;
ALS=
amyotrophic lateral sclerosis;
BA=
Brodmann area;
CI=
confidence interval;
DA=
discriminant analysis;
FDRcorr=
corrected for multiple comparisons with the false discovery rate option;
ROC=
receiver operating characteristic

Footnotes

  • Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Supplemental data at Neurology.org

  • Received November 25, 2013.
  • Accepted in final form June 17, 2014.
  • © 2014 American Academy of Neurology
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