Table 2.
Performance comparison of epigenetic clocks in ECHO datasets
| Tissue | Array | Birth term | GA (weeks) | N | Knight | Bohlin | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| * | Median error† | Median res§ | Mean diff‡ | * | Median error† | Median res§ | Mean diff‡ | |||||
| Gestational age (weeks) estimation | ||||||||||||
| Blood spot | 450K | Term | 39.36 ± 1.91 | 253 | 0.35 | 1.11 | 0.96 | − 0.08 | 0.47 | 1.02 | 0.52 | − 0.94 |
| EPIC | Term | 38.73 ± 1.60 | 176 | 0.48 | 0.89 | 0.91 | − 0.32 | 0.65 | 1.42 | 0.43 | − 1.35 | |
| EPIC | Preterm | 25.65 ± 1.27 | 272 | 0.57 | 2.52 | 1.01 | 2.52 | 0.67 | 3.91 | 0.51 | 4.01 | |
| CBMC | EPIC | Term | 38.98 ± 1.39 | 142 | 0.38 | 2.02 | 0.83 | − 1.90 | 0.66 | 1.73 | 0.35 | − 1.56 |
| Cord blood | 27K | Term | 39.00 ± 1.29 | 159 | 0.31 | 1.10 | 0.97 | − 0.39 | 0.37 | 0.58 | 0.14 | − 0.31 |
| 450K | Term | 39.19 ± 1.43 | 1194 | 0.41 | 0.98 | 0.82 | − 0.45 | 0.57 | 1.10 | 0.46 | − 0.99 | |
| EPIC | Term | 38.92 ± 1.74 | 585 | 0.34 | 1.11 | 0.91 | − 0.49 | 0.55 | 1.64 | 0.52 | − 1.41 | |
| Tissue | Array | Birth term | GA (weeks) | N | Lee | Mayne | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| * | Median error† | Median res§ | Mean diff‡ | * | Median error† | Median res§ | Mean diff‡ | |||||
| Placental gestational age (weeks) estimation | ||||||||||||
| Placenta | 450K | Term | 38.98 ± 1.15 | 59 | 0.5 | 0.60 | 0.52 | − 0.11 | 0.27 | 1.55 | 0.83 | − 1.62 |
| EPIC | Term | 38.79 ± 1.18 | 121 | 0.36 | 0.88 | 0.76 | − 0.32 | − 0.05 | 2.11 | 1.37 | 0.92 | |
| Preterm | 25.68 ± 1.25 | 399 | 0.6 | 2.50 | 0.93 | 2.59 | 0.35 | 7.27 | 1.22 | 7.38 | ||
| Tissue | Array | Birth term | Age (days) | N | Horvath | PedBE | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| * | Median error† | Median res§ | Mean diff‡ | * | Median error† | Median res§ | Mean diff‡ | |||||
| Pediatric chronological age (years) estimation | ||||||||||||
| Buccal cells | EPIC | Term | 3.62 ± 5.24 | 72 | − 0.36 | 0.98 | 0.17 | 1.00 | 0.12 | 0.05 | 0.05 | 0.04 |
| Preterm | 84.95 ± 31.64 | 480 | 0.41 | 1.15 | 0.34 | 1.26 | 0.62 | 0.09 | 0.09 | 0.07 | ||
| PBMC | 450K | Term | 4044.20 ± 1098.28 | 150 | 0.79 | 1.72 | 1.26 | − 1.33 | 0.78 | 6.73 | 0.26 | − 5.29 |
| EPIC | Term | 2555 | 140 | NA | 3.48 | 1.24 | 3.48 | NA | 0.83 | 0.38 | − 0.72 | |
| Peripheral whole blood | 450K | Term | 2504.60 ± 705.79 | 307 | 0.68 | 0.85 | 0.86 | 0.30 | 0.56 | 1.73 | 0.30 | − 1.07 |
| EPIC | Term | 153 ± 93.44 | 46 | 0.74 | 1.50 | 0.29 | 1.49 | 0.68 | 4.09 | 0.18 | 4.09 | |
*Spearman correlation between predicted epigenetic age and observed gestational age/chronological age
†Median of the absolute difference between the predicted age and the observed age (weeks for gestational age and years for chronological age)
§Median of the absolute residuals from regressing the predicted epigenetic age onto the observed age (weeks for gestational age and years for chronological age)
‡Mean of the signed difference between the predicted age and the observed age (weeks for gestational age and years for chronological age).
CBMC: Cord blood mononuclear cells, GA: gestational age, PBMC: Peripheral blood mononuclear cells