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July 19, 2022; 99 (3) Research Article

Brain Metabolism and Amyloid Load in Individuals With Subjective Cognitive Decline or Pre–Mild Cognitive Impairment

View ORCID ProfileGiacomo Tondo, Cecilia Boccalini, Emilia Giovanna Vanoli, Luca Presotto, View ORCID ProfileCristina Muscio, Valentina Ciullo, Nerisa Banaj, Federica Piras, Graziella Filippini, Pietro Tiraboschi, Fabrizio Tagliavini, View ORCID ProfileGiovanni Battista Frisoni, View ORCID ProfileStefano F. Cappa, View ORCID ProfileGianfranco Spalletta, Daniela Perani, on behalf of the Network-AD project
First published April 29, 2022, DOI: https://doi.org/10.1212/WNL.0000000000200351
Giacomo Tondo
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Cecilia Boccalini
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Emilia Giovanna Vanoli
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Luca Presotto
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Cristina Muscio
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Valentina Ciullo
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Nerisa Banaj
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Federica Piras
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Graziella Filippini
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Pietro Tiraboschi
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Fabrizio Tagliavini
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Giovanni Battista Frisoni
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Stefano F. Cappa
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Gianfranco Spalletta
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Daniela Perani
From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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From Vita-Salute San Raffaele University (G.T., C.B., D.P.); In Vivo Human Molecular and Structural Neuroimaging Unit, Division of Neuroscience (G.T., C.B., L.P., D.P.), IRCCS San Raffaele Scientific Institute; Nuclear Medicine Unit (E.G.V., L.P., D.P.), San Raffaele Hospital; Unit of Neurology and Neuropathology (P.T.), Fondazione IRCCS Istituto Neurologico Carlo Besta (C.M., G.F., F.T.), Milan; Laboratory of Neuropsychiatry (V.C., N.B., F.P., G.S.), IRCCS Santa Lucia Foundation, Rome; IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli (G.B.F.), Brescia, Italy; Memory Clinic and LANVIE-Laboratory of Neuroimaging of Aging (G.B.F.), University Hospitals and University of Geneva, Switzerland; ICoN (S.F.C.), Scuola Universitaria Superiore IUSS Pavia; and IRCCS Mondino Foundation (S.F.C.), Pavia, Italy.
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Brain Metabolism and Amyloid Load in Individuals With Subjective Cognitive Decline or Pre–Mild Cognitive Impairment
Giacomo Tondo, Cecilia Boccalini, Emilia Giovanna Vanoli, Luca Presotto, Cristina Muscio, Valentina Ciullo, Nerisa Banaj, Federica Piras, Graziella Filippini, Pietro Tiraboschi, Fabrizio Tagliavini, Giovanni Battista Frisoni, Stefano F. Cappa, Gianfranco Spalletta, Daniela Perani, on behalf of the Network-AD project
Neurology Jul 2022, 99 (3) e258-e269; DOI: 10.1212/WNL.0000000000200351

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Abstract

Background and Objective This was a multicenter study aimed at investigating the characteristics of cognitive decline, neuropsychiatric symptoms, and brain imaging in individuals with subjective cognitive decline (SCD) and subtle cognitive decline (pre–mild cognitive impairment [pre–MCI]).

Methods Data were obtained from the Network-AD project (NET-2011-02346784). The included participants underwent baseline cognitive and neurobehavioral evaluation, FDG-PET, and amyloid PET. We used principal component analysis (PCA) to identify independent neuropsychological and neuropsychiatric dimensions and their association with brain metabolism.

Results A total of 105 participants (SCD = 49, pre–MCI = 56) were included. FDG-PET was normal in 45% of participants and revealed brain hypometabolism in 55%, with a frontal-like pattern as the most frequent finding (28%). Neuropsychiatric symptoms emerging from the Neuropsychiatric Inventory and the Starkstein Apathy Scale were highly prevalent in the whole sample (78%). An abnormal amyloid load was detected in the 18% of the participants who underwent amyloid PET (n = 60). PCA resulted in 3 neuropsychological factors: (1) executive/visuomotor, correlating with hypometabolism in frontal and occipital cortices and basal ganglia; (2) memory, correlating with hypometabolism in temporoparietal regions; and (3) visuospatial/constructional, correlating with hypometabolism in frontoparietal cortices. Two factors emerged from the neuropsychiatric PCA: (1) affective, correlating with hypometabolism in orbitofrontal and cingulate cortex and insula; (2) hyperactive/psychotic, correlating with hypometabolism in frontal, temporal, and parietal regions.

Discussion FDG-PET evidence suggests either normal brain function or different patterns of brain hypometabolism in SCD and pre–MCI. These results indicate that SCD and pre–MCI represent heterogeneous populations. Different neuropsychological and neuropsychiatric profiles emerged, which correlated with neuronal dysfunction in specific brain regions. Long-term follow-up studies are needed to assess the risk of progression to dementia in these conditions.

Glossary

AAL=
automated anatomical labeling;
Aβ=
β-amyloid;
AD=
Alzheimer disease;
ADL=
activities of daily living;
ANOVA=
analysis of variance;
CDR=
Clinical Dementia Rating;
DLB=
dementia with Lewy bodies;
DSM-5=
Diagnostic and Statistical Manual of Mental Disorders, 5th edition;
FCSRT=
Free and Cued Selective Reminding Test;
KMO=
Kaiser-Meyer-Olkin;
MCI=
mild cognitive impairment;
MMSE=
Mini-Mental State Examination;
NPI=
Neuropsychiatric Inventory;
NPS=
neuropsychiatric symptoms;
PCA=
principal component analysis;
pre–MCI=
pre–mild cognitive impairment;
ROI=
region of interest;
SAS=
Starkstein Apathy Scale;
SCD=
subjective cognitive decline;
SPM=
statistical parametric mapping;
SUVR=
standard uptake value ratio;
TMT=
Trail-Making Test

Footnotes

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

  • Submitted and externally peer reviewed. The handling editor was Linda Hershey, MD, PhD.

  • Received September 4, 2021.
  • Accepted in final form February 21, 2022.
  • © 2022 American Academy of Neurology
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