The detailed information of 13 cohorts used in our study. The first six cohorts are used for the five-fold-cross-validation experiment. The inflammatory bowel disease and ASD disease cohorts are used for cross study experiment.
Disease name . | Cohort name . | Disease cases . | Healthy controls . | Total number samples (TN) . | Feature numbers . | Imbalance Ratio (IR) . | Reference . |
---|---|---|---|---|---|---|---|
obesity | Obesity | 164 | 89 | 253 | 465 | 1.84 | [17, 43] |
colorectal cancer | Colorectal | 48 | 73 | 121 | 507 | 1.52 | [17, 44] |
liver cirrhosis | Cirrhosis | 118 | 114 | 232 | 541 | 1.03 | [17, 45] |
Type 2 diabetes | EW-T2D | 53 | 43 | 96 | 381 | 1.23 | [17, 47] |
C-T2D | 170 | 174 | 344 | 606 | 1.02 | [17, 46] | |
Inflammatory bowel disease | IBD | 25 | 85 | 110 | 443 | 3.4 | [17, 48] |
NielsenHB_2014 | 148 | 248 | 396 | 292 | 1.67 | [16, 49] | |
IjazUz_2017 | 56 | 38 | 94 | 230 | 1.34 | [16, 50] | |
ICDf | 44 | 38 | 82 | 246 | 1.15 | [30, 51] | |
Autism spectrum disorders | Li_ASD | 120 | 401 | 521 | 1342 | 3.34 | [52] |
Chen_ASD | 76 | 47 | 123 | 455 | 1.61 | [53] | |
Arizo_ASD | 20 | 20 | 40 | 841 | 1.0 | [54] | |
Dan_ASD | 143 | 143 | 286 | 1120 | 1.0 | [55] |
Disease name . | Cohort name . | Disease cases . | Healthy controls . | Total number samples (TN) . | Feature numbers . | Imbalance Ratio (IR) . | Reference . |
---|---|---|---|---|---|---|---|
obesity | Obesity | 164 | 89 | 253 | 465 | 1.84 | [17, 43] |
colorectal cancer | Colorectal | 48 | 73 | 121 | 507 | 1.52 | [17, 44] |
liver cirrhosis | Cirrhosis | 118 | 114 | 232 | 541 | 1.03 | [17, 45] |
Type 2 diabetes | EW-T2D | 53 | 43 | 96 | 381 | 1.23 | [17, 47] |
C-T2D | 170 | 174 | 344 | 606 | 1.02 | [17, 46] | |
Inflammatory bowel disease | IBD | 25 | 85 | 110 | 443 | 3.4 | [17, 48] |
NielsenHB_2014 | 148 | 248 | 396 | 292 | 1.67 | [16, 49] | |
IjazUz_2017 | 56 | 38 | 94 | 230 | 1.34 | [16, 50] | |
ICDf | 44 | 38 | 82 | 246 | 1.15 | [30, 51] | |
Autism spectrum disorders | Li_ASD | 120 | 401 | 521 | 1342 | 3.34 | [52] |
Chen_ASD | 76 | 47 | 123 | 455 | 1.61 | [53] | |
Arizo_ASD | 20 | 20 | 40 | 841 | 1.0 | [54] | |
Dan_ASD | 143 | 143 | 286 | 1120 | 1.0 | [55] |
The detailed information of 13 cohorts used in our study. The first six cohorts are used for the five-fold-cross-validation experiment. The inflammatory bowel disease and ASD disease cohorts are used for cross study experiment.
Disease name . | Cohort name . | Disease cases . | Healthy controls . | Total number samples (TN) . | Feature numbers . | Imbalance Ratio (IR) . | Reference . |
---|---|---|---|---|---|---|---|
obesity | Obesity | 164 | 89 | 253 | 465 | 1.84 | [17, 43] |
colorectal cancer | Colorectal | 48 | 73 | 121 | 507 | 1.52 | [17, 44] |
liver cirrhosis | Cirrhosis | 118 | 114 | 232 | 541 | 1.03 | [17, 45] |
Type 2 diabetes | EW-T2D | 53 | 43 | 96 | 381 | 1.23 | [17, 47] |
C-T2D | 170 | 174 | 344 | 606 | 1.02 | [17, 46] | |
Inflammatory bowel disease | IBD | 25 | 85 | 110 | 443 | 3.4 | [17, 48] |
NielsenHB_2014 | 148 | 248 | 396 | 292 | 1.67 | [16, 49] | |
IjazUz_2017 | 56 | 38 | 94 | 230 | 1.34 | [16, 50] | |
ICDf | 44 | 38 | 82 | 246 | 1.15 | [30, 51] | |
Autism spectrum disorders | Li_ASD | 120 | 401 | 521 | 1342 | 3.34 | [52] |
Chen_ASD | 76 | 47 | 123 | 455 | 1.61 | [53] | |
Arizo_ASD | 20 | 20 | 40 | 841 | 1.0 | [54] | |
Dan_ASD | 143 | 143 | 286 | 1120 | 1.0 | [55] |
Disease name . | Cohort name . | Disease cases . | Healthy controls . | Total number samples (TN) . | Feature numbers . | Imbalance Ratio (IR) . | Reference . |
---|---|---|---|---|---|---|---|
obesity | Obesity | 164 | 89 | 253 | 465 | 1.84 | [17, 43] |
colorectal cancer | Colorectal | 48 | 73 | 121 | 507 | 1.52 | [17, 44] |
liver cirrhosis | Cirrhosis | 118 | 114 | 232 | 541 | 1.03 | [17, 45] |
Type 2 diabetes | EW-T2D | 53 | 43 | 96 | 381 | 1.23 | [17, 47] |
C-T2D | 170 | 174 | 344 | 606 | 1.02 | [17, 46] | |
Inflammatory bowel disease | IBD | 25 | 85 | 110 | 443 | 3.4 | [17, 48] |
NielsenHB_2014 | 148 | 248 | 396 | 292 | 1.67 | [16, 49] | |
IjazUz_2017 | 56 | 38 | 94 | 230 | 1.34 | [16, 50] | |
ICDf | 44 | 38 | 82 | 246 | 1.15 | [30, 51] | |
Autism spectrum disorders | Li_ASD | 120 | 401 | 521 | 1342 | 3.34 | [52] |
Chen_ASD | 76 | 47 | 123 | 455 | 1.61 | [53] | |
Arizo_ASD | 20 | 20 | 40 | 841 | 1.0 | [54] | |
Dan_ASD | 143 | 143 | 286 | 1120 | 1.0 | [55] |
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