Table 1 Datasets used in the present study
From: A practical Alzheimer’s disease classifier via brain imaging-based deep learning on 85,721 samples
Full Name of Dataset | Number of T1 Scans | T1 Scans after QC | Age (mean ± std) | Number of Subjects | Number of Sites | Manufacturers | Field Strength |
|---|---|---|---|---|---|---|---|
Adolescent Brain Cognition Development | 31,176 | 30,222 | 13.76 ± 10.08 | 11,875 | 21 | SIE/PHI/GE | 3T |
UK Biobank | 20,124 | 19,744 | 63.1 ± 7.46 | 20,124 | 4 | SIE | 3T |
Alzheimer’s Disease Neuroimaging Initiative | 16,596 | 16,431 | 74.97 ± 7.4 | 2546 | 57 | SIE/PHI/GE | 3T/1.5T |
Open Access Series of Imaging Studies | 3150 | 3099 | 67.54 ± 20.64 | 1664 | (5) | SIE | 3T/1.5T |
REST-meta-MDD sample | 2380 | 2363 | 36.2 ± 15.11 | 2380 | 17 | SIE/PHI/GE | 3T/1.5T |
Brain Genomics Superstruct Project | 1570 | 1552 | 21.54 ± 2.89 | 1570 | 2 | SIE | 3T |
Human Connectome Project | 1267 | 1220 | / | 1267 | 1 | SIE | 7T/3T |
Autism Brain Imaging Data Exchange | 1102 | 1073 | 17.09 ± 8.06 | 1102 | 17 | SIE/PHI/GE | 3T/1.5T |
Autism Brain Imaging Data Exchange II | 1043 | 1019 | 15.16 ± 9.39 | 1043 | 19 | SIE/PHI/GE | 3T/1.5T |
1000 Functional Connectomes Project | 897 | 864 | 25.8 ± 10.76 | 897 | 33 | SIE/PHI/GE | 3T/1.5T |
ADHD-200 Sample | 876 | 864 | 12.35 ± 3.28 | 876 | 8 | SIE/PHI | 3T/1.5T |
Consortium for Reliability and Reproducibility | 714 | 691 | 23.45 ± 12.31 | 715 | 2 | SIE/GE | 3T |
Cambridge Centre for Ageing Neuroscience (Cam-CAN) | 652 | 523 | 54.36 ± 18.55 | 652 | 1 | SIE | 3T |
Enhanced Nathan Kline Institute - Rockland Sample | 646 | 616 | 38.63 ± 21.21 | 646 | 1 | SIE | 3T |
Southwest University Longitudinal Imaging Multimodal | 586 | 581 | 20.1 ± 1.3 | 586 | 1 | SIE | 3T |
Child Mind Institute Healthy Brain Network | 572 | 506 | 10.74 ± 3.65 | 572 | 3 | SIE | 3T/1.5T |
Establishing Moderators and Biosignatures of Antidepressant | 540 | 523 | / | 540 | 4 | SIE/PHI/GE | 3T |
Southwest University Adult Lifespan Dataset | 493 | 483 | 45.16 ± 17.45 | 493 | 1 | SIE | 3T |
Max Planck Institute Leipzig Mind-Brain-Body Dataset | 316 | 291 | / | 316 | 1 | SIE | 3T |
Beijing Enhanced Sample | 180 | 176 | 21.22 ± 1.94 | 180 | 1 | SIE | 3T |
Nathan Kline Institute - Rockland Sample | 167 | 151 | 35.59 ± 20.71 | 167 | 1 | SIE | 3T |
The Center for Biomedical Research Excellence | 147 | 137 | / | 147 | 1 | SIE | 3T |
The Age-ility Project | 110 | 105 | 21.87 ± 5.39 | 110 | 1 | SIE | 3T |
Parkinson’s Disease Datasets | 68 | 65 | 66.18 ± 7.58 | 68 | 2 | SIE | 3T/1.5T |
Power et al., 2012 Neuroimage Sample | 63 | 62 | 14.25 ± 6.05 | 63 | 1 (2) | SIE | 3T |
NYU Institute for Pediatric Neuroscience | 47 | 45 | 30.4 ± 8.98 | 47 | 1 | SIE | 3T |
Beijing Eyes Open Eyes Closed Sample | 46 | 44 | 22.54 ± 2.18 | 46 | 1 | SIE | 3T |
Multi-Modal MRI Reproducibility Resource | 42 | 42 | 31.76 ± 9.35 | 42 | 1 | PHI | 3T |
Adelstein et al., 2011, PLoS ONE Sample | 39 | 36 | 29.59 ± 8.38 | 39 | 1 | SIE | 3T |
Cleveland CCF | 31 | 29 | 43.55 ± 11.14 | 31 | 1 | SIE | 3T |
Virginia Tech Carilion Research Institute | 25 | 24 | 26.84 ± 8.17 | 25 | 1 (3) | SIE | 3T |
Beijing Short TR Sample | 24 | 23 | 23.71 ± 6.74 | 24 | 1 | SIE | 3T |
FIND Lab sample | 13 | 12 | 24.08 ± 3.73 | 13 | 1 | GE | 3T |
The Midnight Scan Club dataset | 10 | 10 | 29.1 ± 3.35 | 10 | 1 | SIE | 3T |
85,712 | 83,735 | 50,876 | 217 |