Background
Methods
Study design
Selection criteria
Study examinations
Neuroimaging procedures
MRI procedure
Sequence number | Sequence labelling | Sequence approximate duration, minutes:seconds | Sequence compatibility with ADNI MRI protocol |
---|---|---|---|
1 | Localizer | 0:10 | |
2 | 3D T1-weighted | 9:00 | Yes |
3 | 2D T2-weighted FLAIR | 4:00 | Yes |
4 | 2D T2-weighted (GRE) | 5:30 | Yes |
5 | 2D T2-weighted TSE/FSE single-echo | 1:45 | |
6a
| Resting-state fMRI BOLD EPI | 10:00 | |
7a
| Diffusion-weighted imaging (DTI − DWI EPI) + B0 field map | 4:30 × 2–4 1:45 |
PET procedure
Image analysis
-
Whole-brain and grey/white volumetry performed using the method “segment” in SPM8 software
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Integrity of the default mode and of the salience network computed as the mean correlation across a set of Talairach coordinates
-
Mean FDG-PET uptake for the ROIs of the Automated Anatomical Labeling atlas relative to the pons reference region [43], including partial volume correction
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Mean FDG-PET uptake for a set of disease-specific ROIs inferred from the ADNI database [44]
Blood sampling
Cerebrospinal fluid sampling
Follow-up
Schedules of evaluation by follow-up wave (months) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Baseline | M6 | M12 | M18 | M24 | M30 | M36 | M42 | M48 | M54 | M60 | |
Socio-demographic characteristics | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ |
Medical history or incident events | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ |
Physical, neurological examinations | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ |
Medication | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ | □ | ■ |
Clinical Dementia Rating | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Full neuropsychological battery | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Subjective complaints | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Neuropsychiatric Inventory | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Lifestyle | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Autonomy in activities of daily living | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Motricity (SPPB) | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Quality of life (EQ-5D) | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Social sciences and health economic questionnaires | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ | ■ |
Blood sampling laboratory assessment | ■ | ■ | ■ | ■ | ■ | ■ | |||||
Biobank | ■ | ■ | ■ | ||||||||
DNA sample collection | ■ | ■ | ■ | ||||||||
RNA collection | ■ | ■ | ■ | ||||||||
Brain structural MRI | ■ | ■ | ■ | ||||||||
18F-FDG-PET scan | ☑ | ☑ | ☑ | ||||||||
Lumbar puncture | ☑ | ☑ | ☑ |
Statistical analysis
Results
Total | |
---|---|
No. of subjects | 2323 |
Female sex, % | 61.8 |
Age in years, mean (SD) | 70.9 (8.7) |
Baccalaureate degree or higher education level, % | 54.8 |
Diabetes, % | 7.4 |
Hypertension, % | 33.8 |
Dyslipidaemia, % | 27.8 |
History of cardiovascular disease, % | 11.8 |
Apathy, % | 17.2 |
Depression,% | 33.6 |
Anxiety, % | 41.8 |
No. of limitations in IADL, % | |
One | 10.3 |
Two or more | 2.6 |
SPPB score, mean (SD) | 10.6 (1.9) |
At least one APOE ε4 allele for carried, % | 30.0 |
CDR Sum of Boxes, mean (SD) | 0.6 (0.7) |
MMSE score, mean (SD) | 27.9 (1.9) |
Verbal fluency, letter P, mean (SD) | 20.4 (7.2) |
Verbal fluency, animals, mean (SD) | 28.3 (8.8) |
DMS48, immediate recall, mean (SD) | 44.7 (4.0) |
Praxis total score, mean (SD) | 21.8 (1.6) |
TMT A, time in seconds, mean (SD) | 2.1 (0.93) |
TMT B, time in seconds, mean (SD) | 5.2 (4.4) |
FCSRT total immediate free recall, mean (SD) | 25.9 (8.4) |
FCSRT total free and cued delayed recall, mean (SD) | 14.9 (2.3) |
Digit span standardised score, mean (SD) | 9.9 (3.1) |
Rey Complex Figure Test, immediate copy score, mean (SD) | 32.9 (4.3) |
Rey Complex Figure Test, 3-minute copy score, mean (SD) | 15.1 (7.0) |
FAB score, mean (SD) | 16.2 (1.9) |
DO 80 score, mean (SD) | 78.6 (3.3) |
Hippocampal volume, right, cm3, mean (SD) | 2.76 (0.42) |
Hippocampal volume, left, cm3, mean (SD) | 2.66 (0.41) |
Brain parenchymal fraction, %, mean (SD) | 81.5 (1.3) |
White matter lesion volume, cm3, mean (SD) | 10.3 (13.8) |
Cortical thickness, right, mm, mean (SD) | 2.32 (0.11) |
Cortical thickness left, mm, mean (SD) | 2.33 (0.11) |
Angular and parietal inferior, right, FDG uptake, mean (SD) | 1.74 (0.21) |
Parietal inferior, left, FDG uptake, mean (SD) | 1.71 (0.21) |
Precuneus and cingulum, posterior left, FDG uptake, mean (SD) | 1.94 (0.24) |
Temporal, inferior left, FDG uptake, mean (SD) | 1.62 (0.17) |
Temporal, inferior right, FDG uptake, mean (SD) | 1.64 (0.17) |
Cognitive categories | ||||||
---|---|---|---|---|---|---|
Isolated cognitive complaint | Single-domain aMCI | Multi-domain aMCI | Single-domain naMCI | Multi-domain naMCI |
P valuea
| |
No. of subjects | 370 | 207 | 998 | 392 | 346 | |
Female sex, % | 65.4 | 51.2 | 57.3 | 66.8 | 71.7 | <0.0001 |
Age in years, mean (SD) | 69.8 (8.0) | 68.8 (9.6) | 70.9 (9.0) | 71.6 (8.0) | 72.2 (8.6) | <0.0001 |
Baccalaureate degree or above, % | 65.8 | 58.0 | 47.3 | 61.9 | 55.2 | <0.0001 |
Diabetes, % | 4.9 | 7.3 | 8.9 | 5.6 | 7.8 | 0.07 |
Hypertension, % | 28.4 | 34.3 | 35.4 | 31.6 | 37.0 | 0.08 |
Dyslipidaemia, % | 26.0 | 26.1 | 30.5 | 26.3 | 25.1 | 0.19 |
History of cardiovascular disease, % | 9.0 | 10.7 | 13.5 | 11.0 | 11.9 | 0.21 |
Apathy, % | 7.1 | 15.7 | 22.2 | 14.3 | 17.7 | <0.0001 |
Depression, % | 27.3 | 31.1 | 38.9 | 27.6 | 33.4 | <0.0001 |
Anxiety, % | 32.1 | 43.3 | 46.9 | 36.9 | 42.1 | <0.0001 |
Number of limitations in IADL, % | ||||||
One | 8.3 | 7.4 | 10.1 | 11.2 | 13.4 | 0.04 |
Two or more | 1.7 | 2.6 | 3.3 | 0.8 | 3.3 | |
SPPB score, mean (SD) | 10.9 (0.09) | 10.5 (0.13) | 10.3 (0.06) | 10.7 (0.09) | 10.5 (0.10) | <0.0001 |
At least one APOE ε4 allele carried, % | 26.0 | 27.3 | 33.5 | 20.9 | 26.0 | 0.007 |
CDR Sum of Boxes, mean (SE) | 0.33 (0.03) | 0.50 (0.05) | 0.85 (0.02) | 0.38 (0.03) | 0.53 (0.04) | <0.0001 |
MMSE score, mean (SE) | 28.7 (0.09) | 28.3 (0.12) | 27.3 (0.06) | 28.5 (0.09) | 27.9 (0.10) | <0.0001 |
Verbal fluency, letter P, mean (SE) | 24.0 (0.34) | 22.9 (0.45) | 18.5 (0.21) | 22.0 (0.33) | 18.7 (0.35) | <0.0001 |
Verbal fluency, animals, mean (SE) | 33.7 (0.41) | 31.6 (0.55) | 25.0 (0.25) | 21.3 (0.40) | 26.9 (0.41) | <0.0001 |
DMS48, immediate recall, mean (SE) | 46.9 (0.18) | 43.9 (0.24) | 42.5 (0.11) | 46.9 (0.17) | 46.8 (0.19) | <0.0001 |
Praxis total score, mean (SE) | 22.7 (0.08) | 22.6 (0.10) | 21.5 (0.05) | 22.1 (0.07) | 21.2 (0.08) | <0.0001 |
TMT A time, seconds, mean(SE) | 1.6 (0.04) | 1.6 (0.06) | 2.3 (0.03) | 1.9 (0.4) | 2.3 (0.05) | <0.0001 |
TMT B time, seconds, mean (SE) | 3.5 (0.21) | 3.7 (0.29) | 6.4 (0.13) | 4.2 (0.21) | 5.7 (0.22) | <0.0001 |
FCSRT, total immediate free recall, mean (SE) | 30.7 (0.36) | 25.7 (0.48) | 21.9 (0.22) | 29.8 (0.34) | 28.0 (0.37) | <0.0001 |
FCSRT, total free and cued delayed recall, mean (SE) | 15.8 (0.11) | 14.8 (0.14) | 13.9 (0.10) | 15.8 (0.10) | 15.8 (0.11) | <0.0001 |
Digit span, standardised score, mean (SE) | 11.2 (0.15) | 10.9 (0.20) | 9.4 (0.09) | 10.4 (0.15) | 8.9 (0.16) | <0.0001 |
Rey Complex Figure Test, immediate copy score, mean (SE) | 34.0 (0.22) | 33.6 (0.29) | 32.1 (0.13) | 33.8 (0.21) | 32.5 (0.22) | <0.0001 |
Rey Complex Figure Test, 3-minute copy score, mean (SE) | 19.3 (0.31) | 14.4 (0.42) | 11.6 (0.19) | 18.8 (0.30) | 16.4 (0.34) | <0.0001 |
FAB score, mean (SE) | 17.5 (0.08) | 17.5 (0.11) | 15.5 (0.05) | 16.5 (0.08) | 15.4 (0.09) | <0.0001 |
DO 80 score, mean (SE) | 79.5 (0.17) | 79.1 (0.22) | 77.9 (0.11) | 79.2 (0.16) | 78.7 (0.17) | <0.0001 |
Hippocampal volume, right, cm3, mean (SE) | 2.84 (0.02) | 2.77 (0.03) | 2.68 (0.01) | 2.84 (0.02) | 2.78 (0.02) | <0.0001 |
Hippocampal volume, left, cm3, mean (SE) | 2.75 (0.02) | 2.65 (0.03) | 2.60 (0.01) | 2.73 (0.02) | 2.67 (0.02) | <0.0001 |
Brain parenchymal fraction, %, mean (SE) | 81.6 (0.06) | 81.5 (0.08) | 81.4 (0.04) | 81.7 (0.06) | 81.4 (0.06) | <0.0001 |
White matter lesion volume, cm3, mean (SE) | 7.9 (0.76) | 10.5 (1.0) | 12.0 (0.46) | 9.3 (0.74) | 9.3 (0.78) | <0.0001 |
Cortical thickness, right, mm, mean (SE) | 2.34 (0.01) | 2.33 (0.01) | 2.31 (0.003) | 2.34 (0.005) | 2.32 (0.006) | <0.0001 |
Cortical thickness, left, mm, mean (SE) | 2.34 (0.005) | 2.33 (0.01) | 2.32 (0.003) | 2.34 (0.005) | 2.32 (0.006) | 0.0005 |
Angular and parietal inferior, right, FDG uptake, mean (SE) | 1.79 (0.01) | 1.77 (0.02) | 1.70 (0.01) | 1.79 (0.01) | 1.74 (0.01) | <0.0001 |
Parietal inferior, left, FDG uptake, mean (SE) | 1.75 (0.01) | 1.74 (0.02) | 1.67 (0.01) | 1.76 (0.01) | 1.71 (0.01) | <0.0001 |
Precuneus and cingulum, posterior left, FDG uptake, mean (SE) | 2.00 (0.01) | 1.97 (0.02) | 1.89 (0.01) | 1.99 (0.01) | 1.94 (0.01) | <0.0001 |
Temporal, inferior left, FDG uptake, mean (SE) | 1.65 (0.01) | 1.64 (0.01) | 1.58 (0.01) | 1.65 (0.01) | 1.61 (0.01) | <0.0001 |
Temporal, inferior right, FDG uptake, mean (SE) | 1.68 (0.01) | 1.65 (0.01) | 1.60 (0.01) | 1.66 (0.01) | 1.64 (0.01) | <0.0001 |