| Literature DB >> 25181492 |
Angela S Donin1, Claire M Nightingale1, Chris G Owen1, Alicja R Rudnicka1, Michael R Perkin1, Susan A Jebb2, Alison M Stephen3, Naveed Sattar4, Derek G Cook1, Peter H Whincup1.
Abstract
BACKGROUND: Regular breakfast consumption may protect against type 2 diabetes risk in adults but little is known about its influence on type 2 diabetes risk markers in children. We investigated the associations between breakfast consumption (frequency and content) and risk markers for type 2 diabetes (particularly insulin resistance and glycaemia) and cardiovascular disease in children. METHODS ANDEntities:
Mesh:
Substances:
Year: 2014 PMID: 25181492 PMCID: PMC4151989 DOI: 10.1371/journal.pmed.1001703
Source DB: PubMed Journal: PLoS Med ISSN: 1549-1277 Impact factor: 11.069
Socio-demographic characteristics, type 2 diabetes and cardiovascular risk markers, diet and physical activity for all study participants by breakfast frequency.
| Characteristics | Breakfast frequency reported as |
| |||||||
| Every day | Most days | Some days | Not usually | ||||||
|
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| All children (n, %) | 3,056 | 74 | 450 | 11 | 372 | 9 | 238 | 6 | |
| Boys (n, %) | 1,482 | 76 | 199 | 10 | 168 | 9 | 103 | 5 | |
| Girls (n, %) | 1,574 | 73 | 251 | 12 | 204 | 9 | 135 | 6 | 0.13 |
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| White European (n, %) | 769 | 79 | 100 | 10 | 67 | 7 | 43 | 4 | |
| Black African Caribbean (n, %) | 735 | 70 | 125 | 12 | 113 | 10 | 83 | 8 | |
| South Asian (n, %) | 834 | 75 | 119 | 10 | 99 | 9 | 66 | 6 | |
| Other (n, %) | 718 | 74 | 106 | 11 | 93 | 10 | 46 | 5 | 0.001 |
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| Managerial (n, %) | 923 | 80 | 123 | 11 | 62 | 5 | 52 | 4 | |
| Intermediate (n, %) | 808 | 75 | 111 | 10 | 93 | 9 | 64 | 6 | |
| Routine and manual (n, %)l | 923 | 74 | 121 | 10 | 129 | 10 | 71 | 6 | |
| Economically inactive (n, %) | 260 | 64 | 61 | 15 | 56 | 14 | 29 | 7 | <0.0001 |
| Age (years) | 9.95 | 0.4 | 9.98 | 0.4 | 9.99 | 0.41 | 9.97 | 0.39 | 0.13 |
| Fat mass index (kg/m5) | 2.00 | 1.47 | 2.11 | 1.49 | 2.15 | 1.53 | 2.26 | 1.52 | <0.0001 |
| Sum of skinfolds (mm) | 39.74 | 1.63 | 43.92 | 1.64 | 44.09 | 1.66 | 49.19 | 1.68 | <0.0001 |
| Leptin (ng/mL) | 8.64 | 2.59 | 10.00 | 2.49 | 10.45 | 2.63 | 12.31 | 2.63 | <0.0001 |
| Insulin (mmol/L) | 6.93 | 1.90 | 8.00 | 1.88 | 8.45 | 1.89 | 9.07 | 1.81 | <0.0001 |
| Insulin resistance (HOMA) | 0.87 | 1.89 | 1.01 | 1.87 | 1.07 | 1.88 | 1.14 | 1.78 | <0.0001 |
| HbA1c (%) | 5.24 | 1.07 | 5.24 | 1.07 | 5.27 | 1.07 | 5.31 | 1.06 | 0.007 |
| Glucose (mmol/L) | 4.49 | 1.08 | 4.55 | 1.08 | 4.60 | 1.08 | 4.54 | 1.09 | <0.0001 |
| C-reactive protein (mg/L) | 0.48 | 3.68 | 0.56 | 3.60 | 0.55 | 4.07 | 0.69 | 4.26 | <0.0001 |
| Urate (mmol/L) | 0.22 | 1.29 | 0.22 | 1.29 | 0.22 | 1.27 | 0.23 | 1.25 | 0.004 |
| Triglycerides (mmol/L) | 0.80 | 1.49 | 0.81 | 1.48 | 0.81 | 1.49 | 0.83 | 1.47 | 0.50 |
| Total cholesterol (mmol/L) | 4.56 | 0.77 | 4.53 | 0.75 | 4.52 | 0.76 | 4.59 | 0.8 | 0.50 |
| LDL-cholesterol (mmol/L) | 2.68 | 0.67 | 2.66 | 0.61 | 2.67 | 0.63 | 2.72 | 0.64 | 0.74 |
| HDL-cholesterol (mmol/L) | 1.52 | 0.31 | 1.49 | 0.34 | 1.48 | 0.28 | 1.49 | 0.32 | 0.004 |
| Systolic BP (mmHg) | 104.4 | 10.6 | 105.3 | 10.2 | 105.6 | 10.2 | 105.2 | 10 | 0.07 |
| Diastolic BP (mmHg) | 62.7 | 9.4 | 62.8 | 9.4 | 63.3 | 9.2 | 63.2 | 9 | 0.69 |
| Physical activity (counts per min) | 480.6 | 107.7 | 495.7 | 105.4 | 472.7 | 103.7 | 476 | 123 | 0.39 |
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| Energy (kcals) | 1,863 | 494 | 1,826 | 480 | 1792 | 512 | 1,578 | 432 | 0.0001 |
| Energy density | 7.0 | 1.6 | 7.1 | 1.5 | 7.3 | 1.7 | 7.4 | 2.1 | 0.01 |
| Fat % energy | 34.1 | 6.4 | 34.5 | 6.2 | 35.4 | 6.5 | 36.2 | 6.4 | 0.02 |
| Saturated fat % energy | 12.7 | 3.4 | 12.5 | 3.6 | 12.6 | 3.6 | 12.8 | 3.4 | 0.89 |
| Monounsaturated fat % energy | 11.3 | 2.8 | 11.4 | 2.8 | 11.8 | 2.7 | 12.5 | 3.0 | 0.002 |
| Polyunsaturated fat % energy | 6.5 | 3.1 | 6.9 | 2.8 | 6.9 | 3.1 | 6.8 | 2.8 | 0.14 |
| Carbohydrate % energy | 52.2 | 6.7 | 51.9 | 6.8 | 51.1 | 7.0 | 49.4 | 7.3 | 0.005 |
| Sugar % energy | 22.5 | 6.9 | 22.4 | 7.0 | 22.2 | 7.1 | 20.1 | 7.8 | 0.21 |
| Starch % energy | 29.2 | 6.1 | 29.1 | 6.2 | 28.3 | 6.0 | 28.0 | 7.6 | 0.21 |
| NSP (g) | 12.0 | 4.8 | 11.5 | 4.2 | 11.3 | 4.8 | 10.6 | 5.0 | 0.03 |
| Protein % energy | 13.3 | 3.2 | 13.3 | 3.5 | 13.3 | 3.6 | 14.2 | 4.3 | 0.20 |
Values shown are mean, SD unless otherwise indicated. p-Values test for unordered differences between breakfast groups and are derived from chi2 tests (for socio-demographic variables) and ANOVA tests for all other continuous variables. NSP, non-starch polysaccharides.
*Based on 1,581 subjects.
Variable is log transformed.
Geometric means and geometric standard deviations are presented for log transformed variables. See Table S7 for raw data for these variables.
Means (geometric means) and differences (percent differences) in type 2 diabetes and cardiovascular risk markers by breakfast frequency in 4,116 study participants.
| Risk Markers | Breakfast Frequency |
| |||||||||
| Daily ( | Most Days ( | Some Days ( | Not Usually ( | Difference or Percent Difference( | |||||||
| Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Not Usually− Daily | (95% CI) | ||
| Fat mass index (kg/m5) | 2.00 | (1.96–2.03) | 2.11 | (2.03–2.19) | 2.14 | (2.06–2.23) | 2.26 | (2.15–2.38) | 13.26 | (7.71–19.11) | <0.0001 |
| Sum of skinfolds (mm) | 39.85 | (39.02–40.70) | 43.78 | (41.81–45.84) | 44.13 | (41.96–46.40) | 48.90 | (45.96–52.03) | 22.70 | (15.16–30.73) | <0.0001 |
| Leptin (ng/ml) | 8.68 | (8.32–9.05) | 9.79 | (8.97–10.68) | 10.22 | (9.29–11.24) | 11.77 | (10.46–13.23) | 35.54 | (20.28–52.73) | <0.0001 |
| Insulin (mmol/l) | 7.05 | (6.82–7.30) | 8.07 | (7.58–8.58) | 8.30 | (7.76–8.88) | 8.92 | (8.22–9.67) | 26.39 | (16.62–36.99) | <0.0001 |
| Insulin resistance (HOMA) | 0.89 | (0.86–0.92) | 1.02 | (0.96–1.08) | 1.05 | (0.98–1.12) | 1.12 | (1.04–1.22) | 26.68 | (16.97–37.20) | <0.0001 |
| HbA1c (%) | 5.23 | (5.21–5.24) | 5.23 | (5.20–5.26) | 5.26 | (5.23–5.30) | 5.29 | (5.25–5.33) | 1.21 | (0.38–2.04) | 0.001 |
| Glucose (mmol/l) | 4.50 | (4.48–4.52) | 4.55 | (4.52–4.59) | 4.59 | (4.55–4.63) | 4.54 | (4.50–4.59) | 0.97 | (−0.04 to 1.99) | <0.0001 |
| C-reactive protein (mg/l) | 0.47 | (0.45–0.50) | 0.56 | (0.50–0.64) | 0.55 | (0.48–0.63) | 0.68 | (0.57–0.80) | 42.43 | (19.92–69.17) | <0.0001 |
| Urate (mmol/l) | 0.22 | (0.21–0.22) | 0.22 | (0.21–0.23) | 0.22 | (0.22–0.23) | 0.23 | (0.22–0.24) | 6.38 | (2.93–9.94) | <0.0001 |
| Triglycerides (mmol/l) | 0.79 | (0.78–0.81) | 0.81 | (0.78–0.84) | 0.81 | (0.78–0.84) | 0.84 | (0.80–0.88) | 5.92 | (0.76–11.34) | 0.01 |
| Total cholesterol (mmol/l) | 4.57 | (4.54–4.60) | 4.53 | (4.46–4.61) | 4.52 | (4.44–4.60) | 4.60 | (4.50–4.70) | 0.04 | (−0.06 to 0.14) | 0.80 |
| LDL cholesterol (mmol/l) | 2.69 | (2.66–2.72) | 2.67 | (2.61–2.73) | 2.67 | (2.60–2.74) | 2.73 | (2.64–2.81) | 0.04 | (−0.05 to 0.13) | 0.78 |
| HDL cholesterol (mmol/l) | 1.53 | (1.51–1.54) | 1.50 | (1.47–1.53) | 1.48 | (1.45–1.52) | 1.49 | (1.45–1.53) | −0.03 | (−0.07 to 0.01) | 0.003 |
| Systolic BP (mmHg) | 104.5 | (104.0–105.0) | 105.5 | (104.5–106.5) | 105.7 | (104.6–106.8) | 105.4 | (104.0–106.7) | 0.86 | (−0.51 to 2.24) | 0.02 |
| Diastolic BP (mmHg) | 62.7 | (62.3–63.2) | 62.9 | (62.0–63.8) | 63.2 | (62.2–64.2) | 63.2 | (62.0–64.4) | 0.45 | (−0.77 to 1.66) | 0.28 |
Adjusted means (or geometric means for those with footnote a) from a multilevel model adjusted for age quartiles, month, ethnicity, and sex fitted as fixed effects and school fitted as a random effect. p (Trend) summarizes evidence for an ordered trend across the four breakfast frequency groups.
Log transformed variables. Geometric means are given for these variables; percent differences are given between children who reported not usually eating breakfast and children who reported eating breakfast daily.
Percent difference shown.
BP, blood pressure.
Means (geometric means) and differences (percent differences) in type 2 diabetes and cardiovascular risk markers by breakfast frequency in 4,116 study participants: adjusted for adiposity markers.
| Risk Markers | Breakfast Frequency |
| |||||||||
| Daily ( | Most Days ( | Some Days ( | Not Usually ( | Difference or Percent Difference( | |||||||
| Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Not usually− Daily | (95% CI) | ||
| Insulin (mmol/l) | 7.18 | (6.95–7.89) | 7.89 | (7.45–8.36) | 7.98 | (7.50–8.49) | 8.27 | (7.67–8.91) | 15.19 | (7.00–24.01) | <0.0001 |
| Insulin resistance (HOMA) | 0.90 | (0.87–0.99) | 0.99 | (0.94–1.05) | 1.01 | (0.95–1.07) | 1.04 | (0.97–1.12) | 15.66 | (7.48–24.46) | <0.0001 |
| HbA1c (%) | 5.23 | (5.21–5.23) | 5.23 | (5.20–5.26) | 5.26 | (5.22–5.29) | 5.28 | (5.24–5.32) | 0.97 | (0.15–1.80) | 0.01 |
| Glucose (mmol/l) | 4.50 | (4.48–4.55) | 4.55 | (4.51–4.59) | 4.59 | (4.55–4.63) | 4.54 | (4.49–4.59) | 0.84 | (−0.17 to 1.85) | <0.0001 |
| C-reactive protein (mg/l) | 0.49 | (0.47–0.53) | 0.53 | (0.48–0.59) | 0.50 | (0.44–0.56) | 0.55 | (0.48–0.64) | 12.27 | (−3.40 to 30.48) | 0.16 |
| Urate (mmol/l) | 0.217 | (0.21–0.22) | 0.218 | (0.21–0.22) | 0.220 | (0.21–0.23) | 0.224 | (0.22–0.23) | 3.52 | (0.30–6.84) | 0.02 |
| Triglycerides (mmol/l) | 0.80 | (0.78–0.80) | 0.80 | (0.77–0.83) | 0.80 | (0.77–0.83) | 0.81 | (0.77–0.85) | 1.68 | (−3.09 to 6.68) | 0.64 |
| Total cholesterol (mmol/l) | 4.57 | (4.54–4.53) | 4.53 | (4.46–4.60) | 4.51 | (4.43–4.59) | 4.59 | (4.49–4.69) | 0.02 | (−0.08 to 0.12) | 0.50 |
| LDL cholesterol (mmol/l) | 2.69 | (2.66–2.66) | 2.66 | (2.60–2.73) | 2.66 | (2.59–2.73) | 2.70 | (2.62–2.79) | 0.01 | (−0.08 to 0.10) | 0.58 |
| HDL cholesterol (mmol/l) | 1.52 | (1.51–1.51) | 1.51 | (1.48–1.53) | 1.50 | (1.47–1.53) | 1.52 | (1.48–1.55) | −0.01 | (−0.05 to 0.03) | 0.18 |
| Systolic BP (mmHg) | 104.6 | (104.1–105.3) | 105.3 | (104.3–106.3) | 105.4 | (104.3–106.5) | 104.7 | (103.4–106.1) | 0.13 | (−1.22 to 1.48) | 0.25 |
| Diastolic BP (mmHg) | 62.9 | (62.4–62.8) | 62.8 | (61.8–63.7) | 62.9 | (61.9–63.9) | 62.7 | (61.5–63.9) | −0.18 | (−1.38 to 1.02) | 0.87 |
Adjusted means are the predicted means (or geometric means for those with footnote a) from a multilevel model adjusted for age quartiles, month, ethnicity, and sex fitted as fixed effects and school fitted as a random effect. p (Trend) summarizes evidence for an ordered trend across the four breakfast frequency groups.
Log transformed variables; geometric means are given for these variables. Percentage differences are given between children who reported not usually eating breakfast and children who reported eating breakfast daily.
Percent difference shown.
BP, blood pressure.
Means (geometric means) in type 2 diabetes and cardiovascular risk markers by breakfast type in 2,004 study participants.
| Risk Markers | No Breakfast ( | High Fibre Cereal ( | Low Fibre Cereal ( | Bread/Toast Only ( | Biscuit Only ( | Other ( |
|
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| Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | Adjusted Mean | (95% CI) | |||
| Fat mass index (kg/m5) | 2.19 | (2.09–2.30) | 2.01 | (1.92–2.12) | 2.05 | (2.00–2.10) | 2.04 | (1.95–2.13) | 2.07 | (1.90–2.26) | 2.17 | (2.10–2.25) | 0.03 | — |
| Sum of skinfolds (mm) | 45.14 | (42.34–48.12) | 38.71 | (36.23–41.37) | 40.58 | (39.23–41.98) | 40.44 | (38.16–42.86) | 40.71 | (36.33–45.62) | 43.12 | (41.23–45.10) | 0.08 | — |
| Leptin (ng/ml) | 10.61 | (9.33–12.07) | 8.60 | (7.53–9.82) | 9.03 | (8.38–9.73) | 8.48 | (7.55–9.54) | 9.13 | (7.32–11.38) | 9.64 | (8.78–10.59) | 0.36 | — |
| Insulin (mmol/l) | 7.64 | (6.99–8.35) | 6.28 | (5.73–6.88) | 7.24 | (6.85–7.66) | 7.02 | (6.47–7.61) | 7.34 | (6.33–8.51) | 7.63 | (7.14–8.15) | 0.004 | 0.02 |
| Insulin resistance (HOMA) | 0.96 | (0.88–1.05) | 0.79 | (0.72–0.86) | 0.91 | (0.86–0.96) | 0.87 | (0.81–0.95) | 0.92 | (0.80–1.07) | 0.95 | (0.89–1.02) | 0.005 | 0.03 |
| HbA1c (%) | 5.25 | (5.21–5.29) | 5.25 | (5.20–5.29) | 5.27 | (5.24–5.29) | 5.28 | (5.24–5.32) | 5.22 | (5.14–5.30) | 5.27 | (5.23–5.30) | 0.64 | 0.62 |
| Glucose (mmol/l) | 4.51 | (4.46–4.55) | 4.44 | (4.40–4.49) | 4.47 | (4.44–4.49) | 4.45 | (4.41–4.49) | 4.45 | (4.38–4.53) | 4.47 | (4.44–4.50) | 0.79 | 0.86 |
| C-reactive protein (mg/l) | 0.59 | (0.50–0.70) | 0.45 | (0.37–0.53) | 0.51 | (0.47–0.56) | 0.52 | (0.45–0.61) | 0.44 | (0.33–0.60) | 0.53 | (0.47–0.60) | 0.49 | 0.51 |
| Urate (mmol/l) | 0.22 | (0.22–0.23) | 0.22 | (0.21–0.23) | 0.22 | (0.22–0.22) | 0.22 | (0.22–0.23) | 0.22 | (0.21–0.23) | 0.22 | (0.22–0.23) | 0.83 | 0.50 |
| Triglycerides (mmol/l) | 0.83 | (0.79–0.87) | 0.83 | (0.78–0.87) | 0.83 | (0.81–0.86) | 0.82 | (0.78–0.86) | 0.81 | (0.74–0.89) | 0.84 | (0.81–0.87) | 0.92 | 0.97 |
| Total cholesterol (mmol/l) | 4.46 | (4.36–4.56) | 4.54 | (4.44–4.64) | 4.50 | (4.44–4.55) | 4.43 | (4.34–4.51) | 4.45 | (4.28–4.62) | 4.55 | (4.48–4.62) | 0.26 | 0.32 |
| LDL cholesterol (mmol/l) | 2.64 | (2.55–2.72) | 2.68 | (2.59–2.77) | 2.65 | (2.60–2.70) | 2.63 | (2.56–2.71) | 2.61 | (2.46–2.76) | 2.69 | (2.63–2.75) | 0.68 | 0.82 |
| HDL cholesterol (mmol/l) | 1.52 | (1.47–1.56) | 1.55 | (1.50–1.59) | 1.53 | (1.51–1.55) | 1.49 | (1.45–1.52) | 1.55 | (1.47–1.62) | 1.55 | (1.52–1.58) | 0.08 | 0.02 |
| Systolic BP (mmHg) | 104.0 | (102.5–105.5) | 104.3 | (102.7–105.8) | 104.4 | (103.4–105.3) | 104.2 | (102.8–105.6) | 103.9 | (101.3–106.4) | 104.4 | (103.3–105.5) | 0.99 | 0.96 |
| Diastolic BP (mmHg) | 62.2 | (60.9–63.5) | 62.9 | (61.6–64.2) | 63.0 | (62.3–63.8) | 62.6 | (61.5–63.8) | 62.5 | (60.3–64.7) | 62.2 | (61.3–63.1) | 0.62 | 0.30 |
Adjusted means are the predicted means (or geometric means for those with footnote a) from a multilevel model with age quartiles, month, ethnicity, and sex as fixed effects and school as a random effect. Both p-values test for heterogeneity between types of breakfast and exclude children who did not have breakfast.
log transformed variables; geometric means and interquartile ranges are given for these variables.
*p-Values are adjusted for age in quartiles, month, ethnicity, sex, and school (random effect).
**p-Values are adjusted for age in quartiles, month, ethnicity, sex, school (random effect) and also for adiposity (represented by fat mass index).
BP, blood pressure.