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. 2023 Jun 6;12:e85104. doi: 10.7554/eLife.85104

Table 2. Associations between health risk factors and biological age measures.

Estimates were calculated using linear regression, adjusted for chronological age, sex, ethnicity, and study centre. Bold indicates p<0.05 and *indicates FDR <5%. Telomere length is expressed as a standard deviation (SD) decrease in length (multiplied by –1) to provide estimates indicative of accelerated biological age, as the other biological age indicators. Telomere Length N=1162, DNA methylation age N=1173, Transcriptome age N=1007, Immunometabolic age N=1152.

Telomere Length DNA methylation age TranScriptome age Immunometabolic age
SD Decrease (95% CI) p-value Increase in years Δ Age (95% CI) p-value Increase in years Δ Age (95% CI) p-value Increase in years Δ Age (95% CI) p-value
Sex-Male - - - - - - - -
Sex-Female –0.27 (-0.39,–0.16) 3.30E-06* 0.07 (-0.01, 0.16) 0.1 0 (-0.01, 0.02) 0.73 0.06 (-0.01, 0.13) 0.086
Prenatal factors
maternal non-active smoker during pregnancy - - - - - - - -
Maternal active smoker during pregnancy 0.07 (-0.1, 0.23) 0.41 0.15 (0.03, 0.28) 0.018 0 (-0.02, 0.02) 0.88 –0.04 (-0.14, 0.06) 0.43
Birthweight (kg) –0.098 (-0.218, 0.023) 0.11 –0.021 (-0.114, 0.072) 0.66 0.005 (-0.01, 0.02) 0.51 0.102 (0.027, 0.177) 0.0075
Gestational age (weeks) –0.012 (-0.048, 0.024) 0.52 0.013 (-0.015, 0.041) 0.35 0 (-0.005, 0.004) 0.89 0.018 (-0.005, 0.04) 0.12
Family Capital
Maternal Education (low) - - - - - - - -
Maternal Education (medium) –0.06 (-0.26, 0.13) 0.53 0.02 (-0.14, 0.17) 0.84 0.01 (-0.02, 0.03) 0.61 0.08 (-0.04, 0.2) 0.21
Maternal Education (high) –0.1 (-0.29, 0.1) 0.32 –0.07 (-0.22, 0.08) 0.37 0 (-0.02, 0.03) 0.85 0.12 (0, 0.24) 0.051
Family Affluence (low) - - - - - - - -
Family Affluence (medium) –0.15 (-0.34, 0.05) 0.13 –0.11 (-0.26, 0.03) 0.13 0 (-0.03, 0.02) 0.85 0.02 (-0.1, 0.14) 0.8
Family Affluence (high) –0.27 (-0.47,–0.07) 0.0081 –0.14 (-0.29, 0.02) 0.083 0.01 (-0.01, 0.04) 0.35 0.09 (-0.04, 0.21) 0.17
Family Social Capital (low) - - - - - - - -
Family Social Capital (medium) –0.06 (-0.21, 0.09) 0.45 –0.03 (-0.14, 0.09) 0.62 0.02 (0.01, 0.04) 0.012 –0.04 (-0.14, 0.05) 0.36
Family Social Capital (high) –0.15 (-0.3, 0) 0.054 –0.12 (-0.23, 0) 0.048 0.02 (0.01, 0.04) 0.011 –0.06 (-0.15, 0.04) 0.25
Child factors
No passive smoke exposure - - - - - - - -
Passive smoke exposure 0.05 (-0.08, 0.18) 0.42 0.11 (0.02, 0.21) 0.023 0.01 (0, 0.03) 0.16 –0.01 (-0.09, 0.07) 0.76
Physical Activity-Low - - - - - - - -
Physical Activity-Medium 0.09 (-0.06, 0.23) 0.25 –0.08 (-0.2, 0.03) 0.15 –0.01 (-0.03, 0.01) 0.17 0.03 (-0.06, 0.12) 0.56
Physical Activity-High 0.14 (-0.01, 0.29) 0.067 –0.1 (-0.22, 0.01) 0.08 0 (-0.02, 0.01) 0.69 –0.06 (-0.15, 0.04) 0.24
KIDMED diet score –0.03 (-0.064, 0.005) 0.092 0.005 (-0.022, 0.031) 0.74 0.004 (-0.001, 0.008) 0.10 –0.005 (-0.027, 0.016) 0.64