| Literature DB >> 30621277 |
Marta Plichta1, Marzena Jezewska-Zychowicz2, Jerzy Gębski3.
Abstract
Body dissatisfaction is central to clinically diagnosed eating disorders (ED) and seems to be important in causing other non-clinical disorders, including orthorexia nervosa (ON). It can also affect eating behaviors. The aim of this study was to assess the associations of ON tendency with dietary patterns (DPs) and body satisfaction. The data were collected in 2017 through questionnaire survey among 1120 students of health-oriented and other academic programs from seven universities in Poland. Principal components analysis (PCA) was conducted to derive DPs and body satisfaction factors. Six DPs, such as, 'High-sugar products &amp; snacks', 'Fresh products &amp; nuts', 'Fatty products &amp; dressings', 'Oils &amp; potatoes', 'Dairy products &amp; whole-meal bread', 'Meat', and two body satisfaction factors, such as, 'Bottom body &amp; weight', and 'Upper body' were identified. ON tendency was measured using ORTO-15 questionnaire with both cut-offs, i.e., 35 and 40. Logistic regression analysis was used to verify associations between ON tendency, body satisfaction factors, and DPs. More students of health related majors were characterized by ON tendency in comparison to students of other majors (35.9 vs. 37.2; p < 0.001). More women were dissatisfied with 'Bottom body &amp; weight compared to men (<0.001). The higher the body mass index (BMI), the more people were dissatisfied with 'Bottom body &amp; weight' (p < 0.001). More students with ON tendency were satisfied with their 'Upper body' than those without ON tendency, but there were no differences in ON tendency in regard to 'Bottom body &amp; weight' satisfaction. ON tendency was associated with more frequent consumption of vegetables, fruits, nuts and seeds, and less frequent consumption of products high in sugar, snacks, fatty products and dressings. Using cut-off at 35 in ORTO-15 seems to be more appropriate than cut-off at 40 to identify external variables describing ON. Future research on orthorexia nervosa should use other research tools than ORTO-15 to better identify individuals with ON and to confirm our findings.Entities:
Keywords: body satisfaction; dietary patterns; orthorexia nervosa; students
Mesh:
Substances:
Year: 2019 PMID: 30621277 PMCID: PMC6356234 DOI: 10.3390/nu11010100
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Sociodemographic characteristics of the study sample.
| Variables | % | ||
|---|---|---|---|
| Gender | Female | 789 | 70.4 |
| Male | 331 | 29.6 | |
| Age | 18–19 | 404 | 36.1 |
| 20–22 | 388 | 34.6 | |
| 23–25 | 253 | 22.6 | |
| 26–35 | 75 | 6.7 | |
| Place of residence | Village | 318 | 28.4 |
| City ≤ 100.000 citizens | 319 | 28.5 | |
| City > 100.000 citizens | 483 | 43.1 | |
| Level of studies | Bachelor or engineering studies | 994 | 88.7 |
| Master studies | 126 | 11.3 | |
| College major | Health related | 547 | 48.8 |
| Non health related | 573 | 51.2 | |
| BMI categories | Underweight | 123 | 11.0 |
| Normal weight | 817 | 72.9 | |
| Overweight | 154 | 13.8 | |
| Obesity | 26 | 2.3 | |
N—number of participants, BMI—body mass index.
Factor-loading matrix for the body satisfaction factors identified by principal component analysis (PCA).
| Variables | Bottom Body & Weight | Upper Body |
|---|---|---|
| Waist/midsection |
| 0.438 |
| Abdomen |
| 0.321 |
| Hips |
| 0.261 |
| Thighs |
| 0.137 |
| Legs |
| 0.141 |
| Weight |
| 0.436 |
| Face | 0.186 |
|
| Shoulders | 0.282 |
|
| Breasts/chest | 0.064 |
|
| Variance Explained (%) | 46.0 | 11.6 |
| Total Variance Explained (%) | 57.6 | |
| Kaiser’s Measure of Sampling Adequacy | 0.862 |
Bolded values are marked for the main components of PCA-derived body satisfaction factors with absolute loadings ≥ 0.5.
Factor-loading matrix for the DPs identified by principal component analysis (PCA).
| Variables | High-Sugar Products & Snacks | Fresh Products & Nuts | Fatty Products & Dressings | Oils & Potatoes | Dairy Products & Whole-meal Bread | Meat |
|---|---|---|---|---|---|---|
| Chocolate, chocolate candies and chocolate bars |
| −0.094 | −0.020 | 0.090 | 0.084 | 0.016 |
| Biscuits and cookies |
| −0.023 | 0.028 | 0.115 | 0.195 | 0.032 |
| Non chocolate candies |
| 0.024 | 0.103 | −0.046 | 0.006 | 0.125 |
| Salty snacks |
| −0.093 | 0.251 | 0.121 | −0.075 | 0.045 |
| Milk and natural milk drinks | 0.095 | 0.073 | −0.001 | 0.007 |
| 0.034 |
| Cheese, blue cheese, melted cheese, spread cheese | 0.111 | −0.075 | 0.250 | 0.159 |
| 0.034 |
| Whole-Meal bread | −0.085 | 0.249 | −0.225 | 0.054 |
| −0.058 |
| Margarine | 0.190 | −0.028 |
| 0.064 | 0.012 | −0.187 |
| Fresh fruits | −0.006 |
| −0.372 | 0.304 | 0.134 | −0.088 |
| Nuts | −0.099 |
| 0.084 | −0.058 | −0.037 | 0.093 |
| Seeds (e.g., pumpkin, sesame, sunflower, wheat germ) | −0.068 |
| 0.104 | −0.111 | 0.018 | −0.047 |
| Red meat (e.g., pork, beef, veal) | 0.065 | −0.010 | 0.233 | 0.139 | −0.018 |
|
| Poultry meat and rabbit meat | 0.115 | −0.039 | −0.095 | 0.123 | 0.030 |
|
| Oils | −0.008 | 0.172 | −0.008 | 0.658 | 0.082 | 0.068 |
| Potatoes | 0.258 | −0.017 | 0.159 | 0.631 | −0.053 | 0.129 |
| Variance Explained (%) | 19.1 | 10.9 | 6.7 | 5.4 | 4.8 | 4.4 |
| Total Variance Explained (%) | 51.3 | |||||
| Kaiser’s Measure of Sampling Adequacy | 0.842 | |||||
Bolded values are marked for the main components of PCA-derived dietary patterns factors with absolute loadings ≥ 0.5.
Orthorexia nervosa tendency and body satisfaction in the total sample and gender groups.
| Variables | Total Sample | Female | Male | Chi-Squared Test/Student’s | |
|---|---|---|---|---|---|
| Orthorexia nervosa | |||||
| ON tendency (<40) | 840 (75.0) | 595 (75.4) | 245 (74.0) | 0.24 * | 0.623 |
| Without ON tendency (<40) | 280 (25.0) | 194 (24.6) | 86 (26.0) | ||
| ON tendency (<35) | 317 (28.3) | 219 (27.8) | 98 (29.6) | 0.39 * | 0.530 |
| Without ON tendency (<35) | 803 (71.7) | 570 (72.2) | 233 (70.4) | ||
| ORTO-15 score (M ± SD) | 36.6 ± 4.2 | 36.6 ± 4.1 | 36.6 ± 4.4 | 0.03 ** | 0.973 |
| ‘Bottom body & weight’ | |||||
| Dissatisfaction | 527 (47.1) | 437 (55.4) | 90 (27.2) | 74.41 * | <0.001 |
| Satisfaction | 593 (52.9) | 352 (44.6) | 241 (72.8) | ||
| ‘Upper body’ | |||||
| Dissatisfaction | 544 (48.6) | 372 (47.2) | 172 (52.0) | 2.16 * | 0.141 |
| Satisfaction | 576 (51.4) | 417 (52.8 | 159 (58.0) |
* Chi-squared test; ** Student’s t-test (t); ON—orthorexia nervosa; M—mean; SD—standard deviation.
Orthorexia nervosa tendency and body satisfaction according to BMI categories.
| Variables | Underweight | Normal Weight | Overweight | Obesity | Chi-Squared Test/ANOVA | |
|---|---|---|---|---|---|---|
| Orthorexia nervosa | ||||||
| ON tendency (<40) | 91 (74.0) | 620 (75.9) | 111 (72.1) | 18 (69.2) | 1.57 * | 0.665 |
| Without ON tendency (<40) | 32 (26.0) | 197 (24.1) | 43 (27.9) | 8 (30.8) | ||
| ON tendency (<35) | 38 (30.9) | 230 (28.2) | 43 (27.9) | 6 (23.1) | 0.78 * | 0.855 |
| Without ON tendency (<35) | 85 (69.1) | 587 (71.9) | 111 (72.1) | 20 (76.9) | ||
| ORTO-15 score (M ± SD) | 36.5 ± 4.4 | 36.6 ± 4.1 | 36.6 ± 4.6 | 37.7 ± 3.6 | 1.23 ** | 0.197 |
| ‘Bottom body & weight’ | ||||||
| Dissatisfaction | 32 (26.0) | 382 (46.8) | 93 (60.4) | 20 (76.9) | 42.18 * | <0.001 |
| Satisfaction | 91 (74.0) | 435 (53.2) | 61 (39.6) | 6 (23.1) | ||
| ‘Upper body’ | ||||||
| Dissatisfaction | 70 (56.9) | 389 (47.6) | 69 (44.8) | 16 (61.5) | 6.35 * | 0.096 |
| Satisfaction | 53 (43.1) | 428 (52.4) | 85 (55.2) | 10 (38.5) |
* Chi squared test; ** one-way analysis of variance ANOVA (F).
Orthorexia nervosa tendency and body satisfaction according to majors of the study.
| Variables | Health Related Majors | Non Health Related Majors | Chi-Squared Test/Student’s | |
|---|---|---|---|---|
| Orthorexia nervosa | ||||
| ON tendency (<40) | 434 (79.3) | 406 (70.9) | 10.75 * | 0.001 |
| Without ON tendency (<40) | 113 (20.7) | 167 (29.1) | ||
| ON tendency (<35) | 180 (32.9) | 137 (23.9) | 11.16 * | <0.001 |
| Without ON tendency (<35) | 367 (67.1) | 436 (76.1) | ||
| ORTO-15 score (M ± SD) | 35.9 ± 4.1 | 37.2 ± 4.2 | 4.95 ** | <0.001 |
| ‘Bottom body & weight’ | ||||
| Dissatisfaction | 270 (49.4) | 257 (44.9) | 2.28 * | 0.131 |
| Satisfaction | 277 (50.6) | 316 (55.2) | ||
| ‘Upper body’ | ||||
| Dissatisfaction | 269 (49.2) | 275 (48.0) | 0.16 * | 0.692 |
| Satisfaction | 278 (50.8) | 298 (52.0) |
* Chi squared test; ** Student’s t-test (t).
Orthorexia nervosa tendency and body satisfaction in the total sample.
| Variables | ON Tendency (<40) | Without ON Tendency (<40) | Chi-Squared Test | ON Tendency (<35) | Without ON Tendency (<35) | Chi-Squared Test | ||
|---|---|---|---|---|---|---|---|---|
| ‘Bottom body & weight’ | ||||||||
| Dissatisfaction | 392 (46.7) | 135 (48.2) | 0.20 | 0.653 | 139 (43.9) | 388 (48.3) | 1.82 | 0.177 |
| Satisfaction | 448 (53.3) | 145 (51.8) | 171 (56.1) | 415 (51.7) | ||||
| ‘Upper body’ | ||||||||
| Dissatisfaction | 392 (46.7) | 152 (54.3) | 4.88 | 0.027 | 133 (42.0) | 411 (51.2) | 7.75 | 0.005 |
| Satisfaction | 448 (53.3) | 128 (45.7) | 184 (58.0) | 392 (48.8) |
Dietary patterns by orthorexia nervosa tendency and body satisfaction: adjusted logistic regression model (odds ratios with 95% confidence interval).
| ON Tendency/Body Satisfaction | Dietary Patterns | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| High-Sugar Products & Snacks c (Ref. Bottom Tertile) | Fresh Products & Nuts c (Ref. Bottom Tertile) | Fatty Products & Dressings c (Ref. Bottom Tertile) | Oils & Potatoes c (Ref. Bottom Tertile) | Dairy Products & Whole-Meal Bread c (Ref. Bottom Tertile) | Meat c (Ref. Bottom Tertile) | |||||||
| Upper Tertile |
| Upper Tertile |
| Upper Tertile |
| Upper Tertile |
| Upper Tertile |
| Upper Tertile |
| |
| Orthorexia nervosa a | 0.32 d (0.22; 0.46) e | <0.001 | 2.30 (1.59; 3.32) | <0.001 | 0.59 (0.41; 0.85) | 0.004 | 0.93 (0.65; 1.32) | 0.690 | 1.06 (0.74; 1.51) | 0.771 | 1.15 (0.79; 1.68) | 0.471 |
| Orthorexia nervosa a | 0.33 (0.24; 0.48) | <0.001 | 2.46 (1.72; 3.52) | <0.001 | 0.52 (0.36; 0.75) | <0.001 | 0.75 (0.53; 1.05) | 0.094 | 0.93 (0.66; 1.32) | 0.687 | 1.00 (0.70; 1.43) | 0.994 |
| ‘Bottom body & weight’ a | 0.92 (0.66; 1.28) | 0.606 | 0.82 (0.59; 1.15) | 0.248 | 0.94 (0.66; 1.32) | 0.714 | 0.81 (0.59; 1.13) | 0.217 | 1.00 (0.72; 1.39) | 0.992 | 0.78 (0.55; 1.11) | 0.163 |
| ‘Upper body ’ a | 1.75 (1.29; 2.37) | <0.001 | 0.65 (0.48; 0.88) | 0.005 | 1.03 (0.76; 1.41) | 0.832 | 0.76 (0.57; 1.03) | 0.073 | 1.02 (0.75; 1.37) | 0.922 | 1.07 (0.78; 1.47) | 0.669 |
a dependent variable; b predicted level of dependent variable; c independent variables; d OR point estimate (eβ) upper tertile vs. lower tertile; e 95% Wald Confidence Intervals. All data adjusted for sample weights. ORs were adjusted for: gender (categorical, female/men), age (continuous, years), place of residence (categorical, village/city ≤ 100.000 citizens/city > 100.000 citizens), level of studies (categorical, bachelor or engineering studies/master studies), college major (categorical, health related/non health related), BMI (continuous, kg/m2); p < 0.05 (Wald’s test).