| Literature DB >> 24595022 |
Lise Graversen1, Thorkild I A Sørensen2, Liselotte Petersen3, Ulla Sovio4, Marika Kaakinen5, Annelli Sandbaek1, Jaana Laitinen6, Anja Taanila7, Anneli Pouta8, Marjo-Riitta Järvelin9, Carsten Obel1.
Abstract
BACKGROUND: If preschool measures of body size routinely collected at preventive health examinations are associated with adult central obesity and metabolic syndrome, a focused use of these data for the identification of high risk children is possible. The aim of this study was to test the associations between preschool weight and body mass index (BMI) and adult BMI, central obesity and metabolic alterations.Entities:
Mesh:
Year: 2014 PMID: 24595022 PMCID: PMC3940896 DOI: 10.1371/journal.pone.0089986
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Flow chart of the study population.
Characteristics of the study population given as medians (5–95% range) and percentages.
| Male (N = 1030) | Female (N = 1090) | |||
| Early life factors | N | N | ||
| Maternal BMI (kg/m2) | 958 | 22.4(18.9–28.7) | 1027 | 22.3(18.8–28.6) |
| Maternal smoking 1–10 cig/day (%) | 1010 | 12.6% | 1069 | 10.7% |
| Maternal smoking >10 cig/day (%) | 1010 | 2.3% | 1069 | 1.5% |
| Maternal cohabiting (%) | 1030 | 97.7% | 1088 | 96.8% |
| Maternal education longer than primary school | 1014 | 39.0% | 1076 | 37.9% |
| Maternal age (years) | 1029 | 26.1(19.1–38.2) | 1088 | 26.1(19.1–38.3) |
| Offspring first born (%) | 1029 | 43.0% | 1088 | 40.3% |
| Birth weight (kg) | 1030 | 3.6(2.8–4.4) | 1090 | 3.5(2.7–4.2) |
| Weight at 5 months (kg) | 1030 | 7.7(6.6–9.1) | 1090 | 7.2(6.0–8.6) |
| Weight at 1 year (kg) | 1030 | 10.5(8.9–12.4) | 1090 | 9.9(8.3–11.9) |
| BMI at 2 years (kg/m2) | 1030 | 16.8(14.9–19.0) | 1090 | 16.6(14.6–18.9) |
| BMI at 3 years (kg/m2) | 1030 | 16.1(14.3–18.3) | 1090 | 16.0(14.1–18.2) |
| BMI at 4 years (kg/m2) | 1030 | 15.7(14.1–17.8) | 1090 | 15.6(13.8–17.9) |
| BMI at 5 years (kg/m2) | 1030 | 15.5(13.7–17.9) | 1090 | 15.3(13.5–18.1) |
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| BMI (kg/m2) | 1030 | 24.8(20.1–31.4) | 1090 | 23.0(18.8–33.8) |
| BMI >25 (%) | 1030 | 46.8% | 1090 | 30.1% |
| BMI >30 (%) | 1030 | 7.8% | 1090 | 9.1% |
| Metabolic syndrome (%) | 1019 | 13.2% | 1034 | 9.7% |
| Waist (cm) | 1019 | 88(75–106) | 1034 | 76(65–102) |
| Waist, male >94 cm, female >80 cm (%) | 1019 | 27.0% | 1034 | 36.2% |
| Waist, male >102 cm, female >88 cm (%) | 1019 | 9.5% | 1034 | 17.9% |
| Triglyceride (mmol/L) | 1025 | 1.13(0.56–2.84) | 1088 | 0.91(0.49–2.25) |
| Triglyceride>1.7 (%) | 1025 | 22.2% | 1088 | 11.2% |
| HDL (mmol/L) | 1026 | 1.38(0.96–1.96) | 1088 | 1.67(1.14–2.35) |
| HDL, male <1.03, female <1.29 (%) | 1026 | 8.1% | 1088 | 14.7% |
| Systolic blood pressure (mmHg) | 1027 | 129(110–153) | 1086 | 118(102–142) |
| Systolic blood pressure >130 (%) | 1027 | 46.1% | 1086 | 19.0% |
| Diastolic blood pressure (mmHg) | 1027 | 80(63–100) | 1084 | 75(58–93) |
| Diastolic blood pressure >85 (%) | 1027 | 32.2% | 1084 | 16.3% |
| Taking anti hypertensives | 1030 | 1.8% | 1090 | 1.8% |
| Fasting glucose (mmol/L) | 1020 | 5.1(4.5–5.9) | 1083 | 4.9(4.2–5.6) |
| Fasting glucose >5.6 (%) | 1020 | 17.5% | 1083 | 7.0% |
BMI: Body mass index.
Figure 2Relationship between preschool body size and body mass index (BMI), waist circumference, blood pressure, HDL, glucose and triglyceride at the age of 31 years.
Footnote: Differences in the dependent variable in adulthood per kg or BMI unit in childhood are shown as percentages (x axis). We used the formula (10(β)−1) ×100 to present percentage differences. Unadjusted associations (solid dots) and associations adjusted for birth weight, gestational week, maternal smoking during pregnancy, maternal age at birth, maternal pre-pregnancy BMI, maternal education and parity (circles) are presented with their 95% confidence interval. * represents a statistically significant difference between genders.
Relative risk of generally used adiposity measures and metabolic syndrome at 31 years linked to percentile division of weight at 5 months and 1 year and BMI from 2–5 years.
| Overweight | Obese | Large waist (eur.) | Large waist (USA) | Metabolic syndrome | ||||||
| n(%) | RR | n(%) | RR | n(%) | RR | n(%) | RR | n(%) | RR | |
| Weight 5 months (kg) | ||||||||||
| <5 perc | 31(29) | 1.0(0.7–1.3) | 10(9) | 1.2(0.6–2.2) | 33(33) | 1.1(0.8–1.5) | 14(14) | 1.0(0.6–1.7) | 13(13) | 1.3(0.8–2.2) |
| ≥5–<50 | 306(32) | 1 | 72(8) | 1 | 262(29) | 1 | 108(12) | 1 | 101(11) | 1 |
| ≥50–<75 | 230(43) | 1.3(1.1–1.4) | 49(9) | 1.3(0.9–1.8) | 182(35) | 1.3(1.1–1.5) | 79(15) | 1.5(1.1–1.9) | 63(12) | 1.0(0.8–1.4) |
| ≥75–<90 | 134(42) | 1.2(1.0–1.4) | 29(9) | 1.3(0.8–2.0) | 92(30) | 1.2(1.0–1.4) | 47(15) | 1.6(1.2–2.3) | 36(12) | 1.0(0.7–1.4) |
| ≥90–<95 | 61(58) | 1.5(1.3–1.9) | 13(12) | 1.8(1.0–3.1) | 44(42) | 1.7(1.3–2.1) | 20(19) | 2.2(1.4–3.4) | 12(11) | 0.9(0.5–1.6) |
| ≥95 | 48(45) | 1.2(1.0–1.6) | 6(6) | 0.8(0.4–1.8) | 36(34) | 1.3(1.0–1.8) | 14(13) | 1.5(0.9–2.4) | 14(13) | 1.1(0.6–1.8) |
| Weight 1 year (kg) | ||||||||||
| <5 perc | 39(37) | 1.3(1.0–1.6) | 12(11) | 1.5(0.8–2.6) | 37(37) | 1.2(0.9–1.6) | 19(19) | 1.5(1.0–2.4) | 12(12) | 1.2(0.7–2.1) |
| ≥5–<50 | 307(32) | 1 | 71(7) | 1 | 263(29) | 1 | 99(11) | 1 | 97(11) | 1 |
| ≥50–<75 | 213(40) | 1.2(1.0–1.3) | 39(7) | 1.0(0.7–1.5) | 157(30) | 1.1(0.9–1.3) | 71(14) | 1.4(1.1–1.9) | 63(12) | 1.1(0.8–1.5) |
| ≥75–<90 | 136(43) | 1.2(1.0–1.4) | 33(10) | 1.5(1.0–2.2) | 105(34) | 1.3(1.1–1.6) | 53(17) | 1.9(1.4–2.6) | 36(12) | 1.0(0.7–1.5) |
| ≥90–<95 | 54(51) | 1.4(1.2–1.7) | 10(9) | 1.3(0.8–2.5) | 39(38) | 1.4(1.1–1.9) | 18(17) | 2.0(1.3–3.2) | 13(13) | 1.1(0.6–1.9) |
| ≥95 | 61(58) | 1.6(1.3–1.9) | 14(13) | 1.9(1.1–3.3) | 48(46) | 1.7(1.4–2.2) | 22(21) | 2.4(1.6–3.6) | 18(17) | 1.5(0.9–2.4) |
| BMI at 2 years (kg/m2) | ||||||||||
| <5 perc | 24(23) | 0.7(0.5–1.1) | 4(4) | 0.5(0.2–1.4) | 26(26) | 0.9(0.6–1.2) | 8(8) | 0.6(0.3–1.3) | 13(13) | 1.3(0.8–2.3) |
| ≥5–<50 | 305(32) | 1 | 66(7) | 1 | 263(29) | 1 | 106(12) | 1 | 92(10) | 1 |
| ≥50–<75 | 211(40) | 1.2(1.1–1.4) | 42(8) | 1.2(0.8–1.7) | 159(31) | 1.1(0.9–1.3) | 69(13) | 1.2(0.9–1.6) | 65(13) | 1.2(0.9–1.7) |
| ≥75–<90 | 155(49) | 1.5(1.3–1.7) | 39(12) | 1.8(1.2–2.6) | 113(37) | 1.3(1.1–1.5) | 59(19) | 1.7(1.3–2.3) | 43(14) | 1.4(1.0–1.9) |
| ≥90–<95 | 55(51) | 1.6(1.3–1.9) | 12(11) | 1.6(0.9–2.9) | 41(39) | 1.4(1.1–1.8) | 21(20) | 1.8(1.2–2.7) | 13(13) | 1.2(0.7–2.1) |
| ≥95 | 60(57) | 1.7(1.4–2.1) | 16(15) | 2.2(1.3–3.7) | 47(46) | 1.6(1.3–2.0) | 19(18) | 1.7(1.1–2.6) | 13(13) | 1.3(0.7–2.1) |
| BMI at 3 years (kg/m2) | ||||||||||
| <5 perc | 22(21) | 0.7(0.5–1.1) | 0(0) | 0.0(0.0–0.0) | 23(23) | 0.8(0.5–1.2) | 5(5) | 0.4(0.2–1.0) | 11(11) | 1.2(0.7–2.2) |
| ≥5–<50 | 287(30) | 1 | 55(6) | 1 | 249(27) | 1 | 98(11) | 1 | 84(9) | 1 |
| ≥50–<75 | 229(43) | 1.4(1.2–1.6) | 53(10) | 1.8(1.2–2.5) | 171(33) | 1.2(1.1–1.5) | 73(14) | 1.4(1.0–1.8) | 76(15) | 1.6(1.2–2.1) |
| ≥75–<90 | 151(47) | 1.5(1.3–1.8) | 30(9) | 1.7(1.1–2.5) | 109(35) | 1.3(1.1–1.6) | 57(18) | 1.8(1.3–2.4) | 35(11) | 1.2(0.8–1.7) |
| ≥90–<95 | 55(52) | 1.8(1.4–2.1) | 19(18) | 3.1(1.9–5.0) | 42(42) | 1.5(1.2–1.9) | 21(21) | 1.8(1.2–2.8) | 15(15) | 1.6(1.0–2.7) |
| ≥95 | 66(62) | 2.0(1.7–2.3) | 22(21) | 3.6(2.3–5.7) | 55(53) | 2.0(1.6–2.4) | 28(27) | 2.6(1.9–3.8) | 18(17) | 1.9(1.2–3.0) |
| BMI at 4 years (kg/m2) | ||||||||||
| <5 perc | 16(15) | 0.5(0.3–0.8) | 1(1) | 0.2(0.0–1.4) | 18(18) | 0.6(0.4–1.0) | 7(7) | 0.7(0.3–1.4) | 7(7) | 0.7(0.3–1.4) |
| ≥5–<50 | 281(29) | 1 | 46(5) | 1 | 247(27) | 1 | 87(9) | 1 | 94(10) | 1 |
| ≥50–<75 | 214(40) | 1.3(1.2–1.5) | 47(9) | 1.9(1.3–2.7) | 154(30) | 1.1(1.0–1.3) | 65(13) | 1.4(1.0–1.9) | 58(11) | 1.1(0.8–1.5) |
| ≥75–<90 | 162(51) | 1.7(1.5–1.9) | 35(11) | 2.3(1.5–3.5) | 121(39) | 1.5(1.2–1.7) | 62(20) | 2.1(1.6–2.9) | 42(13) | 1.3(0.9–1.8) |
| ≥90–<95 | 64(60) | 2.0(1.7–2.4) | 17(16) | 3.3(2.0–5.6) | 47(46) | 1.7(1.3–2.2) | 24(23) | 2.5(2.7–3.7) | 14(14) | 1.3(0.8–2.2) |
| ≥95 | 73(69) | 2.2(1.9–2.6) | 33(31) | 6.4(4.3–9.5) | 62(61) | 2.2(1.8–2.7) | 37(37) | 3.7(2.7–5.1) | 24(24) | 2.4(1.6–3.5) |
| BMI at 5 years (kg/m2) | ||||||||||
| <5 perc | 15(14) | 0.5(0.3–0.8) | 1(1) | 0.2(0.0–1.4) | 15(15) | 0.6(0.3–0.9) | 3(3) | 0.3(0.1–0.9) | 5(5) | 0.5(0.2–1.2) |
| ≥5–<50 | 285(30) | 1 | 46(5) | 1 | 238(27) | 1 | 87(9) | 1 | 89(10) | 1 |
| ≥50–<75 | 208(39) | 1.3(1.1–1.5) | 38(7) | 1.5(1.0–2.3) | 170(33) | 1.3(1.1–1.5) | 66(13) | 1.4(1.0–1.9) | 62(12) | 1.2(0.9–1.7) |
| ≥75–<90 | 158(50) | 1.6(1.4–1.8) | 41(13) | 2.7(1.8–4.0) | 111(35) | 1.4(1.1–1.7) | 60(19) | 2.1(1.6–2.8) | 42(13) | 1.4(1.0–1.9) |
| ≥90–<95 | 68(64) | 2.1(1.8–2.5) | 21(20) | 4.1(2.5–6.5) | 51(50) | 1.8(1.5–2.3) | 27(26) | 2.6(1.8–3.9) | 16(16) | 1.6(1.0–2.7) |
| ≥95 | 76(72) | 2.3(2.0–2.6) | 32(30) | 6.2(4.2–9.3) | 64(63) | 2.4(2.0–2.9) | 39(38) | 3.9(2.8–5.3) | 25(25) | 2.5(1.7–3.8) |
*Statistically significant difference between genders.
BMI – body mass index. Large waist (eur)- European cut-offs for waist circumference (male >94 cm and female >80 cm). Large waist (USA)- USA cut-offs for waist circumference (male >102 cm and female >88 cm).
Predictive values of 5 year BMI in the top 5% with different outcomes.
| Outcome | Sensitivity | Specificity | PPV | NPV |
| Adult overweight | 9.4 | 97.7 | 71.7 | 63.6 |
| Adult obesity | 17.9 | 96.2 | 30.2 | 92.7 |
| Large waist (eur) | 9.9 | 97.3 | 62.8 | 70.0 |
| Large waist (USA) | 13.8 | 96.4 | 38.2 | 87.5 |
| Metabolic syndrome | 10.5 | 95.8 | 24.5 | 89.0 |
Sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV).
Large waist (eur)- European cut-offs for waist circumference (male >94 cm and female >80 cm). Large waist (USA)- USA cut-offs for waist circumference (male >102 cm and female >88 cm). PPV- positive predictive value. NPV – negative predictive value.
Relative risk of individual components of the metabolic syndrome at 31 years linked to percentile division of BMI at the age of 5 years.
| Triglycerides> = 1.7 mmol/L | HDL women <1.03 mmol/L men <1.29 mmol/L | Systolic blood pressure> = 130 mmHg | Diastolic bloodpressure> = 85 mmHg | Fasting glucose> = 5.6 mmol/L | ||||||
| n(%) | RR | n(%) | RR | n(%) | RR | n(%) | RR | n(%) | RR | |
| BMI at 5 years (kg/m2) | ||||||||||
| <5 perc | 12(11) | 0.7(0.4–1.3) | 8(7) | 0.6(0.3–1.3) | 32(30) | 1.0(0.7–1.3) | 21(20) | 0.8(0.5–1.2) | 15(14) | 1.4(0.8–2.2) |
| ≥5–<50 | 157(16) | 1 | 107(11) | 1 | 317(33) | 1 | 246(26) | 1 | 108(11) | 1 |
| ≥50–<75 | 82(16) | 0.9(0.7–1.2) | 58(11) | 1.0(0.7–1.4) | 203(38) | 1.1(0.9–1.2) | 147(28) | 1.0(0.9–1.2) | 65(12) | 1.1(0.8–1.4) |
| ≥75–<90 | 53(17) | 1.0(0.7–1.3) | 43(14) | 1.3(0.9–1.7) | 100(32) | 0.9(0.8–1.1) | 81(26) | 0.9(0.8–1.2) | 35(11) | 0.9(0.6–1.3) |
| ≥90–<95 | 26(25) | 1.5(1.1–2.2) | 11(10) | 0.9(0.5–1.6) | 45(42) | 1.3(1.1–1.6) | 30(28) | 1.1(0.8–1.5) | 15(14) | 1.3(0.8–2.2) |
| ≥95 | 20(29) | 1.2(0.8–1.8) | 16(15) | 1.3(0.8–2.1) | 41(39) | 1.1(0.9–1.5) | 37(35) | 1.3(1.0–1.7) | 16(15) | 1.4(0.9–2.3) |
*Statistically significant difference between genders.
BMI – body mass index.