Multinomial logistic regression models for evaluating the odds of being classified in a specific trajectory class due to early-life predictors
Exposures . | Trajectory classification . | |||
---|---|---|---|---|
SNL vs SN . | SNH vs SN . | EA vs SN . | LA vs SN . | |
Model 1: Influence of maternal antenatal factors (mutually adjusted) | ||||
Ethnicity | ||||
Malay vs Chinese | 0.85 (0.48, 1.52) 0.592 | 1.27 (0.84, 1.93) 0.256 | 3.22 (1.49, 6.93) 0.003 | 1.07 (0.53, 2.18) 0.845 |
Indian vs Chinese | 2.30 (1.37, 3.87) 0.002 | 0.84 (0.51, 1.37) 0.480 | 3.36 (1.47, 7.69) 0.004 | 3.10 (1.68, 5.74) <0.0001 |
Maternal education | ||||
Secondary vs university | 1.32 (0.78, 2.25) 0.306 | 0.95 (0.62, 1.46) 0.818 | 2.70 (1.13, 6.44) 0.025 | 1.22 (0.63, 2.38) 0.553 |
Post-secondary vs university | 1.13 (0.78, 2.25) 0.646 | 0.98 (0.66, 1.44) 0.903 | 1.80 (0.77, 4.19) 0.172 | 1.03 (0.56, 1.89) 0.929 |
Parity | ||||
Nulliparous vs parous | 0.72 (0.46, 1.13) 0.152 | 1.13 (0.81, 1.59) 0.480 | 1.46 (0.78, 2.75) 0.241 | 1.85 (1.09, 3.16) 0.023 |
Maternal age (years) | 0.98 (0.94, 1.02) 0.318 | 0.99 (0.96, 1.03) 0.576 | 1.03 (0.97, 1.09) 0.332 | 0.99 (0.94, 1.05) 0.748 |
ppBMI (kg/m2) | 1.00 (0.94, 1.06) 0.966 | 1.06 (1.01, 1.11) 0.012 | 1.12 (1.05, 1.20) 0.001 | 1.10 (1.03, 1.17) 0.005 |
Maternal height (cm) | 0.95 (0.91, 0.98) 0.003 | 0.98 (0.95, 1.01) 0.157 | 1.03 (0.98, 1.09) 0.247 | 0.98 (0.94, 1.03) 0.408 |
Gestational diabetes mellitus | ||||
Yes vs no | 1.19 (0.69, 2.06) 0.535 | 1.08 (0.69, 1.69) 0.741 | 1.35 (0.61, 2.98) 0.458 | 1.33 (0.69, 2.55) 0.396 |
Hypertensive disorders of pregnancy | ||||
Yes vs no | 0.99 (0.41, 2.40) 0.978 | 0.50 (0.24, 1.05) 0.066 | 0.27 (0.06, 1.28) 0.100 | 0.93 (0.37, 2.35) 0.879 |
Rate of gestational weight gain | ||||
Inadequate vs adequate | 0.75 (0.39, 1.43) 0.379 | 1.16 (0.66, 2.01) 0.610 | 0.68 (0.20, 2.26) 0.530 | 1.54 (0.67, 3.53) 0.308 |
Excessive vs adequate | 0.72 (0.44, 1.18) 0.187 | 1.52 (1.03, 2.25) 0.036 | 1.24 (0.60, 2.53) 0.561 | 1.50 (0.78, 2.73) 0.239 |
Model 2: Influence of offspring polygenic risk score for obesity (adjusted for ethnicity and sex) | ||||
Polygenic risk scores (obesity) | 0.60 (0.40, 0.91) 0.015 | 1.34 (0.98, 1.83) 0.069 | 3.49 (1.90, 6.40) <0.0001 | 1.88 (1.13, 3.14) 0.015 |
Model 3: Influence of breastfeeding duration (adjusted for ethnicity, ppBMI, education and gestational diabetes) | ||||
Breastfeeding duration <3 vs ≥3 months | 1.05 (0.68, 1.63) 0.825 | 1.00 (0.70, 1.39) 0.945 | 1.74 (0.94, 3.22) 0.079 | 1.30 (0.76, 2.20) 0.36 |
Exposures . | Trajectory classification . | |||
---|---|---|---|---|
SNL vs SN . | SNH vs SN . | EA vs SN . | LA vs SN . | |
Model 1: Influence of maternal antenatal factors (mutually adjusted) | ||||
Ethnicity | ||||
Malay vs Chinese | 0.85 (0.48, 1.52) 0.592 | 1.27 (0.84, 1.93) 0.256 | 3.22 (1.49, 6.93) 0.003 | 1.07 (0.53, 2.18) 0.845 |
Indian vs Chinese | 2.30 (1.37, 3.87) 0.002 | 0.84 (0.51, 1.37) 0.480 | 3.36 (1.47, 7.69) 0.004 | 3.10 (1.68, 5.74) <0.0001 |
Maternal education | ||||
Secondary vs university | 1.32 (0.78, 2.25) 0.306 | 0.95 (0.62, 1.46) 0.818 | 2.70 (1.13, 6.44) 0.025 | 1.22 (0.63, 2.38) 0.553 |
Post-secondary vs university | 1.13 (0.78, 2.25) 0.646 | 0.98 (0.66, 1.44) 0.903 | 1.80 (0.77, 4.19) 0.172 | 1.03 (0.56, 1.89) 0.929 |
Parity | ||||
Nulliparous vs parous | 0.72 (0.46, 1.13) 0.152 | 1.13 (0.81, 1.59) 0.480 | 1.46 (0.78, 2.75) 0.241 | 1.85 (1.09, 3.16) 0.023 |
Maternal age (years) | 0.98 (0.94, 1.02) 0.318 | 0.99 (0.96, 1.03) 0.576 | 1.03 (0.97, 1.09) 0.332 | 0.99 (0.94, 1.05) 0.748 |
ppBMI (kg/m2) | 1.00 (0.94, 1.06) 0.966 | 1.06 (1.01, 1.11) 0.012 | 1.12 (1.05, 1.20) 0.001 | 1.10 (1.03, 1.17) 0.005 |
Maternal height (cm) | 0.95 (0.91, 0.98) 0.003 | 0.98 (0.95, 1.01) 0.157 | 1.03 (0.98, 1.09) 0.247 | 0.98 (0.94, 1.03) 0.408 |
Gestational diabetes mellitus | ||||
Yes vs no | 1.19 (0.69, 2.06) 0.535 | 1.08 (0.69, 1.69) 0.741 | 1.35 (0.61, 2.98) 0.458 | 1.33 (0.69, 2.55) 0.396 |
Hypertensive disorders of pregnancy | ||||
Yes vs no | 0.99 (0.41, 2.40) 0.978 | 0.50 (0.24, 1.05) 0.066 | 0.27 (0.06, 1.28) 0.100 | 0.93 (0.37, 2.35) 0.879 |
Rate of gestational weight gain | ||||
Inadequate vs adequate | 0.75 (0.39, 1.43) 0.379 | 1.16 (0.66, 2.01) 0.610 | 0.68 (0.20, 2.26) 0.530 | 1.54 (0.67, 3.53) 0.308 |
Excessive vs adequate | 0.72 (0.44, 1.18) 0.187 | 1.52 (1.03, 2.25) 0.036 | 1.24 (0.60, 2.53) 0.561 | 1.50 (0.78, 2.73) 0.239 |
Model 2: Influence of offspring polygenic risk score for obesity (adjusted for ethnicity and sex) | ||||
Polygenic risk scores (obesity) | 0.60 (0.40, 0.91) 0.015 | 1.34 (0.98, 1.83) 0.069 | 3.49 (1.90, 6.40) <0.0001 | 1.88 (1.13, 3.14) 0.015 |
Model 3: Influence of breastfeeding duration (adjusted for ethnicity, ppBMI, education and gestational diabetes) | ||||
Breastfeeding duration <3 vs ≥3 months | 1.05 (0.68, 1.63) 0.825 | 1.00 (0.70, 1.39) 0.945 | 1.74 (0.94, 3.22) 0.079 | 1.30 (0.76, 2.20) 0.36 |
Odds ratio (95% CI) with respect to the reference trajectory (Stable Normal) are presented. P-values are indicated after each reported odds ratio. P-values <0.05 are highlighted in bold. SNL, Stable Normal Low; SN, Stable Normal; SNH, Stable Normal High; EA, early acceleration; LA, late acceleration; BMI, body mass index; ppBMI, pre-pregnancy body mass index.
Multinomial logistic regression models for evaluating the odds of being classified in a specific trajectory class due to early-life predictors
Exposures . | Trajectory classification . | |||
---|---|---|---|---|
SNL vs SN . | SNH vs SN . | EA vs SN . | LA vs SN . | |
Model 1: Influence of maternal antenatal factors (mutually adjusted) | ||||
Ethnicity | ||||
Malay vs Chinese | 0.85 (0.48, 1.52) 0.592 | 1.27 (0.84, 1.93) 0.256 | 3.22 (1.49, 6.93) 0.003 | 1.07 (0.53, 2.18) 0.845 |
Indian vs Chinese | 2.30 (1.37, 3.87) 0.002 | 0.84 (0.51, 1.37) 0.480 | 3.36 (1.47, 7.69) 0.004 | 3.10 (1.68, 5.74) <0.0001 |
Maternal education | ||||
Secondary vs university | 1.32 (0.78, 2.25) 0.306 | 0.95 (0.62, 1.46) 0.818 | 2.70 (1.13, 6.44) 0.025 | 1.22 (0.63, 2.38) 0.553 |
Post-secondary vs university | 1.13 (0.78, 2.25) 0.646 | 0.98 (0.66, 1.44) 0.903 | 1.80 (0.77, 4.19) 0.172 | 1.03 (0.56, 1.89) 0.929 |
Parity | ||||
Nulliparous vs parous | 0.72 (0.46, 1.13) 0.152 | 1.13 (0.81, 1.59) 0.480 | 1.46 (0.78, 2.75) 0.241 | 1.85 (1.09, 3.16) 0.023 |
Maternal age (years) | 0.98 (0.94, 1.02) 0.318 | 0.99 (0.96, 1.03) 0.576 | 1.03 (0.97, 1.09) 0.332 | 0.99 (0.94, 1.05) 0.748 |
ppBMI (kg/m2) | 1.00 (0.94, 1.06) 0.966 | 1.06 (1.01, 1.11) 0.012 | 1.12 (1.05, 1.20) 0.001 | 1.10 (1.03, 1.17) 0.005 |
Maternal height (cm) | 0.95 (0.91, 0.98) 0.003 | 0.98 (0.95, 1.01) 0.157 | 1.03 (0.98, 1.09) 0.247 | 0.98 (0.94, 1.03) 0.408 |
Gestational diabetes mellitus | ||||
Yes vs no | 1.19 (0.69, 2.06) 0.535 | 1.08 (0.69, 1.69) 0.741 | 1.35 (0.61, 2.98) 0.458 | 1.33 (0.69, 2.55) 0.396 |
Hypertensive disorders of pregnancy | ||||
Yes vs no | 0.99 (0.41, 2.40) 0.978 | 0.50 (0.24, 1.05) 0.066 | 0.27 (0.06, 1.28) 0.100 | 0.93 (0.37, 2.35) 0.879 |
Rate of gestational weight gain | ||||
Inadequate vs adequate | 0.75 (0.39, 1.43) 0.379 | 1.16 (0.66, 2.01) 0.610 | 0.68 (0.20, 2.26) 0.530 | 1.54 (0.67, 3.53) 0.308 |
Excessive vs adequate | 0.72 (0.44, 1.18) 0.187 | 1.52 (1.03, 2.25) 0.036 | 1.24 (0.60, 2.53) 0.561 | 1.50 (0.78, 2.73) 0.239 |
Model 2: Influence of offspring polygenic risk score for obesity (adjusted for ethnicity and sex) | ||||
Polygenic risk scores (obesity) | 0.60 (0.40, 0.91) 0.015 | 1.34 (0.98, 1.83) 0.069 | 3.49 (1.90, 6.40) <0.0001 | 1.88 (1.13, 3.14) 0.015 |
Model 3: Influence of breastfeeding duration (adjusted for ethnicity, ppBMI, education and gestational diabetes) | ||||
Breastfeeding duration <3 vs ≥3 months | 1.05 (0.68, 1.63) 0.825 | 1.00 (0.70, 1.39) 0.945 | 1.74 (0.94, 3.22) 0.079 | 1.30 (0.76, 2.20) 0.36 |
Exposures . | Trajectory classification . | |||
---|---|---|---|---|
SNL vs SN . | SNH vs SN . | EA vs SN . | LA vs SN . | |
Model 1: Influence of maternal antenatal factors (mutually adjusted) | ||||
Ethnicity | ||||
Malay vs Chinese | 0.85 (0.48, 1.52) 0.592 | 1.27 (0.84, 1.93) 0.256 | 3.22 (1.49, 6.93) 0.003 | 1.07 (0.53, 2.18) 0.845 |
Indian vs Chinese | 2.30 (1.37, 3.87) 0.002 | 0.84 (0.51, 1.37) 0.480 | 3.36 (1.47, 7.69) 0.004 | 3.10 (1.68, 5.74) <0.0001 |
Maternal education | ||||
Secondary vs university | 1.32 (0.78, 2.25) 0.306 | 0.95 (0.62, 1.46) 0.818 | 2.70 (1.13, 6.44) 0.025 | 1.22 (0.63, 2.38) 0.553 |
Post-secondary vs university | 1.13 (0.78, 2.25) 0.646 | 0.98 (0.66, 1.44) 0.903 | 1.80 (0.77, 4.19) 0.172 | 1.03 (0.56, 1.89) 0.929 |
Parity | ||||
Nulliparous vs parous | 0.72 (0.46, 1.13) 0.152 | 1.13 (0.81, 1.59) 0.480 | 1.46 (0.78, 2.75) 0.241 | 1.85 (1.09, 3.16) 0.023 |
Maternal age (years) | 0.98 (0.94, 1.02) 0.318 | 0.99 (0.96, 1.03) 0.576 | 1.03 (0.97, 1.09) 0.332 | 0.99 (0.94, 1.05) 0.748 |
ppBMI (kg/m2) | 1.00 (0.94, 1.06) 0.966 | 1.06 (1.01, 1.11) 0.012 | 1.12 (1.05, 1.20) 0.001 | 1.10 (1.03, 1.17) 0.005 |
Maternal height (cm) | 0.95 (0.91, 0.98) 0.003 | 0.98 (0.95, 1.01) 0.157 | 1.03 (0.98, 1.09) 0.247 | 0.98 (0.94, 1.03) 0.408 |
Gestational diabetes mellitus | ||||
Yes vs no | 1.19 (0.69, 2.06) 0.535 | 1.08 (0.69, 1.69) 0.741 | 1.35 (0.61, 2.98) 0.458 | 1.33 (0.69, 2.55) 0.396 |
Hypertensive disorders of pregnancy | ||||
Yes vs no | 0.99 (0.41, 2.40) 0.978 | 0.50 (0.24, 1.05) 0.066 | 0.27 (0.06, 1.28) 0.100 | 0.93 (0.37, 2.35) 0.879 |
Rate of gestational weight gain | ||||
Inadequate vs adequate | 0.75 (0.39, 1.43) 0.379 | 1.16 (0.66, 2.01) 0.610 | 0.68 (0.20, 2.26) 0.530 | 1.54 (0.67, 3.53) 0.308 |
Excessive vs adequate | 0.72 (0.44, 1.18) 0.187 | 1.52 (1.03, 2.25) 0.036 | 1.24 (0.60, 2.53) 0.561 | 1.50 (0.78, 2.73) 0.239 |
Model 2: Influence of offspring polygenic risk score for obesity (adjusted for ethnicity and sex) | ||||
Polygenic risk scores (obesity) | 0.60 (0.40, 0.91) 0.015 | 1.34 (0.98, 1.83) 0.069 | 3.49 (1.90, 6.40) <0.0001 | 1.88 (1.13, 3.14) 0.015 |
Model 3: Influence of breastfeeding duration (adjusted for ethnicity, ppBMI, education and gestational diabetes) | ||||
Breastfeeding duration <3 vs ≥3 months | 1.05 (0.68, 1.63) 0.825 | 1.00 (0.70, 1.39) 0.945 | 1.74 (0.94, 3.22) 0.079 | 1.30 (0.76, 2.20) 0.36 |
Odds ratio (95% CI) with respect to the reference trajectory (Stable Normal) are presented. P-values are indicated after each reported odds ratio. P-values <0.05 are highlighted in bold. SNL, Stable Normal Low; SN, Stable Normal; SNH, Stable Normal High; EA, early acceleration; LA, late acceleration; BMI, body mass index; ppBMI, pre-pregnancy body mass index.
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