| Literature DB >> 29546114 |
Louise Bb Andersen1, Christian Mølgaard1, Katrine T Ejlerskov1,2, Ellen Trolle2, Kim F Michaelsen1, Rasmus Bro3, Christian B Pipper4.
Abstract
Little is known about the development of dietary patterns during toddlerhood and the relation to growth and health. The study objective was to characterise the development of dietary patterns from 9-36 mo of age and investigate the association to body size, body composition and metabolic risk markers at 36 mo. Food records were filled out at 9, 18 and 36 mo of age (n = 229). Dietary patterns were identified by principal component analysis (PCA). Three dietary patterns were identified: Transition Food, Healthy Food and Traditional Food. The course of development in dietary patterns from 9-36 mo indicated tracking for a relatively large group of participants in the three patterns. Transition Food and Healthy Food were associated with some of the investigated outcomes. Children with lower adherence to the Transition Food pattern than average at 18 and 36 mo irrespectively of intake at 9 mo had higher BMI z-scores at 36 mo. Similar trend was identified for higher fat mass indices. Children with lower adherence to the Healthy Food pattern than average at all three ages compared to children with higher adherence to the Healthy Food pattern at the first two registrations, 9 and 18 mo had higher total cholesterol and LDL. Hence, this could represent undesirable development of dietary patterns in toddlers. In conclusion, development of dietary patterns can be exploratory characterised by PCA and related to potential cardiovascular risk markers in toddlers even within a relatively homogeneous population with a high socioeconomic status. The tracking of dietary patterns from 9 mo of age indicates a need for early and sustained promotion of healthy diets.Entities:
Keywords: dietary patterns; longitudinal; principal component analysis; risk markers; toddlerhood; tracking
Year: 2015 PMID: 29546114 PMCID: PMC5690239 DOI: 10.3934/publichealth.2015.3.332
Source DB: PubMed Journal: AIMS Public Health ISSN: 2327-8994
Figure 1Exemplified illustration of the categorisation system for the fictive child ID xx
Child xx ends up in one category for each dietary pattern (not necessarily the same category)
Characteristics of children with complete diet data at 9, 18 and 36 months divided by gender
| Child | Girls[ | Boys[ |
| Exclusive breastfeeding, mo | 3.7±2.0(115) | 3.8±2.0(113) |
| Examination age, mo | 9.1±0.3(115) | 9.1±0.3(114) |
| Weight, kg | 8.65±0.85(115) | 9.34±0.95(114) |
| Length, cm | 70.72±2.16(115) | 72.77±2.33(114) |
| BMI, kg/m2 | 17.3±1.5(115) | 17.6±1.5(114) |
| Examination age, mo | 18.0±0.6(115) | 18.0±0.6(113) |
| Weight, kg | 10.77±1.05(115) | 11.50±1.12(114) |
| Length, cm | 80.82±2.35(112) | 82.73±2.84(114) |
| BMI, kg/m2 | 16.5±1.4(112) | 16.8±1.3(114) |
| Examination age, mo | 36.4±1.0(113) | 36.5±1.2(113) |
| Weight, kg | 14.29±1.43(115) | 14.88±1.53(114) |
| Height, cm | 94.96±3.12(113) | 96.55±3.58(113) |
| BMI, kg/m2 | 15.9±1.2(113) | 16.0±1.1(113) |
| Age, mother at birth, y | 32±5(115) | 31±4(113) |
| Age, father at birth, y | 34±5(114) | 34±6(113) |
| BMI, mother, kg/m2 | 24.0±3.9(115) | 24.1±4.4(114) |
| BMI, father, kg/m2 | 26.1±3.8(114) | 25.3±3.2(112) |
| Education mother | ||
| At least medium academic education | 76 (115) | 75(114) |
| Education father | ||
| At least medium academic education | 68(111) | 60(110) |
| Parity >1 at 9 mo | 40(114) | 41(113) |
| Household income >800,000DKK/y[ | 38(115) | 31(113) |
a Education, household income and parity represented as % (n).
The rest of the variables are represented as mean±SD (n).
b Information collected in 14 categories comprising intervals with 50,000DKK in each starting from “Below 200,000DKK. Last category “Above 800,000DKK included 35% of the participants. Each of the other categories included less than 8 % of the participants. Mean and SD for the left endpoint of each of the 14 intervals were 611,601DKK and 205,809DKK respectively.
Description of food groups and the percentages of children with intake > 0 g/day
| Food group | Description | 9 mo, % (n = 307a) | 18 mo, % (n = 267a) | 36 mo, % (n = 240a) |
| Porridge | Cereal gruel, porridge; homemade or ready-prepared | 98 | 79 | 59 |
| BreakfastCereals AddSugar | Sugar puffs and sugary cereals | 2 | 14 | 23 |
| BreakfastCerealsNoAddSugar | Oatmeal, muesli, cornflakes | 14 | 73 | 90 |
| WheatBreadWholegrain | Grainy bread, crisp bread | 72 | 93 | 94 |
| WheatBreadNoWholegrain | White bread, biscuits | 76 | 98 | 97 |
| RyeBread | Rye bread with and without seeds | 75 | 99 | 100 |
| PastaRice | Pasta, Rice | 62 | 94 | 93 |
| Potato | Potatoes boiled, baked, mashed or like potato salad | 46 | 76 | 64 |
| Fruit | Fresh fruit and berries, fruit porridge/soup/compote; homemade or ready-prepared | 100 | 100 | 100 |
| Vegetable | All vegetables eaten raw/cooked/mashed alone or in a dish | 99 | 100 | 100 |
| Fish | All fish and fish products eaten as sandwich spread or in a dish | 85 | 90 | 92 |
| Meat | All meat and meat products eaten as sandwich spread or in a dish, except poultry and fish | 98 | 100 | 100 |
| Poultry | All poultry and poultry products eaten as sandwich spread or in a dish | 59 | 74 | 73 |
| Egg | All egg and egg products eaten as sandwich spread or in a dish | 74 | 98 | 100 |
| FatsAnimal | Butter, spreadable butter, sauce made from butter | 93 | 98 | 98 |
| FatsVegetable | Oil, margarine, mayonnaise, remoulade, ketchup, low fat sauce | 73 | 83 | 90 |
| Cheese | All cheese and cheese products eaten as sandwich spread or in a dish | 79 | 98 | 96 |
| Milk | All milk and milk products, e.g. skimmed milk, semi-skimmed milk, full fat milk and yogurt, eaten alone or in a dish except human milk or infant formula | 98 | 100 | 100 |
| Formula | Infant formula | 70 | 3 | 0 |
| BreastMilk | Human milk from the mother | 42 | 0 | 0 |
| FruitNutSnack | Cereal bar, nuts, almonds, dried fruit and fruit spread, jam, honey, peanut butter, seeds, peanuts | 62 | 96 | 98 |
| Chips | Potato chips, popcorn | 2 | 24 | 37 |
| SweetsCake | Ice cream, chocolate, liquorice, soufflé, croissant, Danish pastry, cookies, cream cake, pancake, cream puff, mix of light/not light versions | 27 | 88 | 99 |
| SugaryDrink | Soda, juice, lemonade, chocolate milk, milkshake and yogurt drink, mix of light/not light versions | 19 | 76 | 94 |
| FastFood | Fried potato, French fries, hotdog, pizza, burger, spring rolls | 51 | 88 | 92 |
a BreastMilk: n9mo = 310, n18mo = 289, n36mo = 270
Figure 2Median intake of food groups
A: Foods of highest intake. B: Foods of lower intake. BW: Body weight. n9mo = 307, n18mo = 267, n36mo = 240 except for BreastMilk: n9mo = 310, n18mo = 289, n36mo = 270. Food groups with median intake = 0 illustrate that less than 50% of the children had an intake of this food group.
Figure 3Dietary patterns in the SKOT I cohort
A: PCA bi-plot of the Transition Food and Healthy Food patterns. B: PCA bi-plot of the Transition Food and Traditional Food patterns. The foods causing the patterns are indicated with •. Participants (scores) are indicated with ◂ at 9 mo, * at 18 mo and □ at 36 mo. Foods close to each other are correlated while participants placed close to a certain food variable (loading) have a high intake of this food and a lower intake of foods far away, relative to the rest of the participants in the SKOT I cohort. Input variables for the PCA was intake of foods (g/kg BW/day), n9mo = 307, n18mo = 267, n36mo = 240 except for BreastMilk (feedings/day): n9mo = 310, n18mo = 289, n36mo = 270. Note that the scale shown on the axes in this plot is arbitrary because the scores and loadings have been individually scaled to fit in the same coordinate system. The same Transition Food pattern is shown both in A and B.
Categories of individual development in dietary patterns from 9 to 36 months according to the average PCA score at each age in SKOT I (n = 229)
| Category | nobsa | nexptb | |
| More | 24 | 21 | |
| More | |||
| Less | 29 | - | |
| More | |||
| Less | 22 | - | |
| More | |||
| Less | 26 | - | |
| More | |||
| Less | 26 | - | |
| More | |||
| Less | 29 | - | |
| More | |||
| Less | 24 | - | |
| Less | 49 | 39 |
Figure 4Differences in body size, body composition and metabolic risk markers at 36 months between the categories of development in the dietary patterns Transition Food and Healthy Food.
A, B: BMI z-scores and FMI respectively in the eight categories of development in the Transition Food pattern. C, D, E, F: Total blood cholesterol, LDL, height z-scores and IGFBP3 respectively in the eight categories of development in the Healthy Food pattern. Pairwise comparisons are based on ANCOVA. Letters below the boxplot (A, B) refer to the different categories of development in dietary patterns (Table 3). Significant different levels in the dietary categories are indicated with different letters (x or y) above the boxplot. Boxes indicate the interquartile range around the median and are extended by lines of +/-1.5 * interquartile range (or maximum/minimum, if these are within 1.5* interquartile range) and single more extreme values are indicated with dots
| Category | nobsa | nexptb | |
| More | 47 | 29 | |
| More | |||
| Less | 23 | - | |
| More | |||
| Less | 22 | - | |
| More | |||
| Less | 33 | - | |
| More | |||
| Less | 14 | - | |
| More | |||
| Less | 17 | - | |
| More | |||
| Less | 17 | - | |
| Less | 56 | 28 |
| Category | nobsa | nexptb | |
| More | 32 | 26 | |
| More | |||
| Less | 28 | - | |
| More | |||
| Less | 24 | - | |
| More | |||
| Less | 32 | - | |
| More | |||
| Less | 25 | - | |
| More | |||
| Less | 26 | - | |
| More | |||
| Less | 20 | - | |
| Less | 42 | 31 |
an: observed number of children in each category. The darkness of grey colour increase with n (Colour cut-off: n < 22, 22–31, 32–41, > 41). The categorisation was based on individual PCA scores of each child as either above or below mean score of the whole SKOT I cohort at the same age. bTheoretically calculated n expected if no tracking was present
Loadings for input variables in the PCA based on dietary intake at 9, 18 and 36 months of age for children from the SKOT I cohort
| Dietary patterns (% variance explained) | |||
| Foods (input variables for PCA)a | |||
| Porridge (g/kg BW/d) | -0.276 | 0.249 | 0.140 |
| BreakfastCerealsAddSugar (g/kg BW/d) | 0.100 | -0.045 | 0.072 |
| BreakfastCerealsNoAddSugar (g/kg BW/d) | 0.208 | -0.081 | -0.276 |
| WheatBreadWholegrain (g/kg BW/d) | 0.122 | 0.151 | -0.162 |
| WheatBreadNoWholegrain (g/kg BW/d) | 0.250 | -0.021 | 0.271 |
| RyeBread (g/kg BW/d) | 0.234 | 0.172 | -0.268 |
| PastaRice (g/kg BW/d) | 0.202 | 0.168 | 0.027 |
| Potato (g/kg BW/d) | 0.107 | 0.212 | 0.399 |
| Fruit (g/kg BW/d) | -0.039 | 0.426 | -0.014 |
| Vegetable (g/kg BW/d) | 0.068 | 0.326 | -0.166 |
| Fish (g/kg BW/d) | 0.074 | 0.334 | -0.263 |
| Meat (g/kg BW/d) | 0.284 | 0.123 | 0.182 |
| Poultry (g/kg BW/d) | 0.070 | 0.174 | -0.122 |
| Egg (g/kg BW/d) | 0.257 | -0.093 | 0.046 |
| FatsAnimal (g/kg BW/d) | 0.132 | 0.254 | 0.494 |
| FatsVegetable (g/kg BW/d) | 0.071 | 0.254 | -0.052 |
| Cheese (g/kg BW/d) | 0.166 | 0.197 | -0.105 |
| Milk (g/kg BW/d) | 0.282 | 0.068 | 0.116 |
| Formula (g/kg BW/d) | -0.281 | 0.085 | -0.004 |
| BreastMilk (feedings/d) | -0.222 | -0.044 | 0.204 |
| FruitNutSnack (g/kg BW/d) | 0.221 | -0.049 | -0.279 |
| Chips (g/kg BW/d) | 0.152 | -0.181 | 0.075 |
| SweetsCake (g/kg BW/d) | 0.280 | -0.289 | 0.039 |
| SugaryDrink (g/kg BW/d) | 0.231 | -0.221 | -0.001 |
| FastFood (g/kg BW/d) | 0.245 | 0.030 | 0.152 |
BW: body weight, an9mo=307, n18mo=267, n36mo=240, except for BreastMilk: n9mo=310, n18mo=289, n36mo=270
Mean scores according to age for each dietary pattern identified in a PCA based on dietary intake at 9, 18 and 36 months of age for children from the SKOT I cohort
| Age | |||
| 9 mo | -2.2±1.3(307) | 0.30±1.42(307) | 0.25±0.95(307) |
| 18 mo | 1.4±1.3(267) | 0.38±1.41(267) | 0.15±1.36(267) |
| 36 mo | 1.3±1.0(240) | -0.81±1.17(240) | -0.49±0.98(240) |
Differences in body size, body composition and metabolic risk markers at 36 months between categories of development in the dietary patterns Transition Food and Healthy Food
| Compared | ||||||||||||||||||
| BMI z-score | FMI, kg/m2 | Total Cholesterol, mmol/l | LDL, mmol/l | Height z-score | IGFBP3, µg/ml | |||||||||||||
| categoriesa | Est. diff.b | 95% CIc | pd | Est. diff. | 95% CI | p | Est. diff. | 95% CI | p | Est. diff. | 95% CI | p | Est. diff. | 95% CI | p | Est. diff. | 95% CI | p |
| AAB-AAA | 0.55 | -0.17, 1.27 | 0.28 | 0.30 | -0.61, 1.21 | 0.97 | -0.41 | -1.02, 0.20 | 0.43 | -0.33 | -0.85, 0.19 | 0.52 | -0.11 | -0.80, 0.57 | 1.0 | 0.076 | -0.53 0.68 | 1.0 |
| ABA-AAA | 0.12 | -0.64, 0.88 | 1.0 | 0.13 | -0.96, 1.22 | 1.0 | 0.0086 | -0.60, 0.61 | 1.0 | -0.00025 | -0.52, 0.52 | 1.0 | 0.41 | -0.26, 1.09 | 0.56 | 0.17 | -0.43 0.76 | 1.0 |
| BAA-AAA | -0.13 | -0.85, 0.58 | 1.0 | -0.63 | -1.69, 0.43 | 0.58 | 0.039 | -0.50, 0.58 | 1.0 | 0.076 | -0.39, 0.542 | 1.0 | -0.11 | -0.71, 0.48 | 1.0 | 0.19 | -0.34 0.71 | 0.96 |
| BBA-AAA | 0.070 | -0.682, 0.823 | 1.0 | -0.30 | -1.35, 0.74 | 0.98 | 0.42 | -0.36, 1.21 | 0.72 | 0.28 | -0.39, 0.96 | 1.0 | -0.65 | -1.50, 0.21 | 0.28 | 0.42 | -0.35 1.19 | 0.69 |
| ABB-AAA | 0.78 | 0.07, 1.50 | 0.49 | -0.52, 1.49 | 0.80 | 0.10 | -0.54, 0.74 | 1.0 | 0.15 | -0.40, 0.70 | 0.99 | 0.13 | -0.61, 0.86 | 1.0 | 0.57 | -0.05 1.20 | 0.097 | |
| BAB-AAA | 0.40 | -0.33, 1.14 | 0.70 | -0.49 | -1.54, 0.56 | 0.82 | -0.094 | -0.82, 0.63 | 1.0 | 0.00094 | -0.62, 0.62 | 1.0 | 0.25 | -0.51, 1.01 | 0.97 | 0.050 | -0.64 0.74 | 1.0 |
| BBB-AAA | 0.72 | 0.07, 1.36 | 0.24 | -0.74, 1.21 | 0.99 | 0.30 | -0.18, 0.78 | 0.55 | 0.27 | -0.14, 0.69 | 0.46 | 0.0025 | -0.52, 0.53 | 1.0 | -0.11 | -0.58 0.36 | 1.0 | |
| ABA-AAB | -0.43 | -1.17, 0.31 | 0.63 | -0.17 | -1.15, 0.80 | 1.0 | 0.42 | -0.27, 1.10 | 0.56 | 0.33 | -0.26, 0.92 | 0.66 | 0.53 | -0.26, 1.31 | 0.44 | 0.093 | -0.58 0.77 | 1.0 |
| BAA-AAB | -0.68 | -1.37, 0.01 | 0.053 | -0.93 | -1.88, 0.02 | 0.059 | 0.45 | -0.19, 1.09 | 0.38 | 0.41 | -0.14, 0.96 | 0.31 | -0.00035 | -0.72, 0.72 | 1.0 | 0.11 | -0.51 0.74 | 1.0 |
| BBA-AAB | -0.48 | -1.20 0.23 | 0.44 | -0.61 | -1.51, 0.30 | 0.42 | 0.83 | -0.01, 1.67 | 0.056 | 0.61 | -0.11, 1.34 | 0.16 | -0.53 | -1.46, 0.39 | 0.64 | 0.35 | -0.48 1.18 | 0.90 |
| ABB-AAB | 0.23 | -0.46, 0.93 | 0.97 | 0.18 | -0.74, 1.10 | 1.0 | 0.51 | -0.21, 1.24 | 0.37 | 0.48 | -0.14, 1.10 | 0.26 | 0.24 | -0.59, 1.08 | 0.99 | 0.50 | -0.22 1.21 | 0.39 |
| BAB-AAB | -0.15 | -0.86, 0.56 | 1.0 | -0.79 | -1.74, 0.15 | 0.17 | 0.32 | -0.49, 1.12 | 0.93 | 0.33 | -0.36, 1.02 | 0.82 | 0.36 | -0.50, 1.22 | 0.90 | -0.026 | -0.80 0.74 | 1.0 |
| BBB-AAB | 0.17 | -0.45, 0.79 | 0.99 | -0.067 | -0.90, 0.77 | 1.0 | 0.71 | 0.12, 1.30 | 0.60 | 0.10, 1.11 | 0.12 | -0.54, 0.78 | 1.0 | -0.19 | -0.77 0.39 | 0.97 | ||
| BAA-ABA | -0.25 | -0.99, 0.48 | 0.96 | -0.76 | -1.86, 0.34 | 0.39 | 0.030 | -0.60, 0.66 | 1.0 | 0.076 | -0.47, 0.62 | 1.0 | -0.53 | -1.25, 0.19 | 0.33 | 0.018 | -0.60 0.64 | 1.0 |
| BBA-ABA | -0.051 | -0.80, 0.70 | 1.0 | -0.43 | -1.49, 0.63 | 0.90 | 0.41 | -0.42, 1.25 | 0.79 | 0.28 | -0.43, 1.0 | 0.93 | -1.061 | -1.99, -0.13 | 0.25 | -0.56 1.07 | 0.98 | |
| ABB-ABA | 0.66 | -0.07, 1.40 | 0.11 | 0.36 | -0.74, 1.46 | 0.97 | 0.094 | -0.64, 0.83 | 1.0 | 0.15 | -0.48, 0.78 | 1.0 | -0.28 | -1.13, 0.56 | 0.97 | 0.41 | -0.31 1.13 | 0.66 |
| BAB-ABA | 0.28 | -0.48, 1.04 | 0.95 | 0.62 | -1.69, 0.45 | 0.61 | -0.10 | -0.90, 0.69 | 1.0 | 0.0012 | -0.68, 0.68 | 1.0 | -0.16 | -1.03, 0.70 | 1.0 | -0.12 | -0.89 0.65 | 1.0 |
| BBB-ABA | 0.60 | -0.07, 1.26 | 0.11 | 0.11 | -0.90, 1.11 | 1.0 | 0.29 | -0.29, 0.87 | 0.78 | 0.27 | -0.22, 0.77 | 0.69 | -0.41 | -1.07, 0.25 | 0.54 | -0.28 | -0.85 0.29 | 0.79 |
| BBA-BAA | 0.20 | -0.50, 0.90 | 0.99 | 0.32 | -0.70, 1.35 | 0.97 | 0.38 | -0.41, 1.18 | 0.82 | 0.21 | -0.47, 0.89 | 0.98 | -0.53 | -1.41, 0.34 | 0.57 | 0.24 | -0.54 1.02 | 0.98 |
| ABB-BAA | 0.92 | 0.23, 1.60 | 1.1 | 0.07, 2.16 | 0.064 | -0.61, 0.73 | 1.0 | 0.072 | -0.50, 0.65 | 1.0 | 0.24 | -0.54, 1.02 | 0.98 | 0.39 | -0.27 1.04 | 0.60 | ||
| BAB-BAA | 0.53 | -0.18, 1.25 | 0.30 | 0.14 | -0.94, 1.21 | 1.0 | -0.13 | -0.88, 0.62 | 1.0 | -0.075 | -0.72, 0.57 | 1.0 | 0.36 | -0.44, 1.16 | 0.86 | -0.14 | -0.85 0.57 | 1.0 |
| BBB-BAA | 0.85 | 0.24, 1.46 | 0.87 | -0.12, 1.85 | 0.13 | 0.26 | -0.26, 0.78 | 0.79 | 0.20 | -0.25, 0.65 | 0.87 | 0.12 | -0.47, 0.70 | 1.0 | -0.30 | -0.80 0.21 | 0.60 | |
| ABB-BBA | 0.71 | 0.01, 1.41 | 0.79 | -0.19, 1.78 | 0.21 | -0.32 | -1.20, 0.56 | 0.95 | -0.13 | -0.89, 0.62 | 1.0 | 0.78 | -0.21, 1.76 | 0.24 | 0.15 | -0.71 1.02 | 1.0 | |
| BAB-BBA | 0.33 | -0.41, 1.07 | 0.86 | -0.19 | -1.20, 0.83 | 1.0 | -0.52 | -1.45, 0.41 | 0.68 | -0.288 | -1.08, 0.52 | 0.96 | 0.90 | -0.091, 1.89 | 0.11 | -0.37 | -1.27 0.52 | 0.90 |
| BBB-BBA | 0.65 | 0.02, 1.28 | 0.54 | -0.33, 1.42 | 0.54 | -0.12 | -0.87, 0.63 | 1.0 | -0.0096 | -0.65, 0.63 | 1.0 | 0.65 | -0.17, 1.48 | 0.24 | -0.53 | -1.27 0.20 | 0.33 | |
| BAB-ABB | -0.38 | -1.10, 0.33 | 0.72 | -0.98 | -2.02, 0.07 | 0.082 | -0.20 | -1.03, 0.63 | 1.0 | -0.15 | -0.86, 0.57 | 1.0 | 0.12 | -0.79, 1.03 | 1.0 | -0.53 | -1.32 0.27 | 0.46 |
| BBB-ABB | -0.066 | -0.67, 0.54 | 1.0 | -0.25 | -1.17, 0.67 | 0.99 | 0.20 | -0.43, 0.82 | 0.98 | 0.13 | -0.41, 0.66 | 1.0 | -0.13 | -0.85, 0.59 | 1.0 | -0.69 | -1.30 -0.070 | |
| BBB-BAB | 0.32 | -0.33, 0.96 | 0.80 | 0.73 | -0.23, 1.68 | 0.27 | 0.39 | -0.32, 1.11 | 0.69 | 0.27 | -0.34, 0.88 | 0.87 | -0.25 | -1.00, 0.51 | 0.97 | -0.16 | -0.84 0.51 | 1.0 |
aRepresenting pairwise comparison of the eight categories of development in dietary patterns across 9, 18 and 36 mo of life, A=PCA score Above the mean score for each age, B= PCA score Below the mean score for each age. bEstimated difference in the outcome between the two categories compared. cFamilywise 95% confidence interval adjusted for multiple testing. dPost hoc pairwise comparisons of the eight categories adjusted for multiple testing using the single step method. P-values below 0.05 are indicated with bold numbers.