| Literature DB >> 35268020 |
Chen Du1, Mary Adjepong2, Megan Chong Hueh Zan3, Min Jung Cho4, Jenifer I Fenton1, Pao Ying Hsiao5, Laura Keaver6, Heesoon Lee7, Mary-Jon Ludy8, Wan Shen8, Winnie Chee Siew Swee3, Jyothi Thrivikraman4, Felicity Amoah-Agyei2, Emilie de Kanter4, Wenyan Wang1, Robin M Tucker1.
Abstract
BACKGROUND: Obesity is a growing epidemic among university students, and the high levels of stress reported by this population could contribute to this issue. Singular relationships between perceived stress; engagement in restrained, uncontrolled, and emotional eating; sleep; dietary risk; and body mass index (BMI) have been reported in the current body of literature; however, these constructs interact with each other, and the complex relationships among them are infrequently examined. Therefore, the aim of the present study was to explore the complex relationships between these constructs using mediation and moderation analyses stratified by gender.Entities:
Keywords: COVID-19; college; diet; emotional eating; international; obesity; restrained eating; sleep; uncontrolled eating
Mesh:
Year: 2022 PMID: 35268020 PMCID: PMC8912409 DOI: 10.3390/nu14051045
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Figure 1Model 1: The mediation effect of restrained, uncontrolled, and emotional eating on the relationship between perceived stress and dietary risk under the moderation of sleep quality for female students; Model 2: The mediation effect of restrained, uncontrolled, and emotional eating on the relationship between perceived stress and dietary risk under the moderation of sleep quality for male students; Model 3: The mediation effect of restrained, uncontrolled, and emotional eating on the relationship between perceived stress and dietary risk under the moderation of sleep duration for female students; and Model 4: The mediation effect of restrained, uncontrolled, and emotional eating on the relationship between perceived stress and dietary risk under the moderation of sleep duration for male students. Models A to D: same as Models 1 to 4 but BMI was the dependent variable. Note that “others” were excluded from analysis.
Demographics.
| Location | Gender | Race | Ethnicity | Undergraduate vs. Graduates | Domestic vs. International |
|---|---|---|---|---|---|
| China | M = 26 (24) | NA | NA | U = 3 (3) | D = 85 (79) |
| Ghana | M = 72 (56) | NA | NA | U = 113 (88) | D = 126 (98) |
| Ireland | M = 23 (15) | NA | NA | U = 123 (80) | D = 133 (87) |
| Malaysia | M = 23 (23) | Asian = 96 (95) | NA | U = 67 (66) | D = 91 (90) |
| South Korea | M = 45 (43) | NA | NA | U = 78 (74) | D = 54 (51) |
| The Netherlands | M = 22 (23) | NA | NA | U = 76 (81) | D = 37 (39) |
| United States | M = 168 (24) | White = 548 (78) | Hispanic = 37 (5) | U = 639 (91) | D = 618 (88) |
| Total | M = 379 (27) | NA | NA | U = 1099 (79) | D = 1144 (82) |
Note: M = male; F = female; Other = transgender, genderqueer, additional gender category (or other), and chose not to disclose; U = undergraduate students; G = graduate students; D = domestic students; I = international students.
Demographics, health parameters, and changes in health parameters during the COVID-19 pandemic.
| Demographics and Health Parameters | Mean (SD) |
|---|---|
| Age (years) | 22.2 (5.4) |
| BMI (kg/m2) | 23.9 (5.2) |
| Perceived stress (score) | 21.2 (6.6) |
| Dietary risk (score) | 7.8 (2.8) |
| Restrained eating (score) | 31.8 (15.4) |
| Uncontrolled eating (score) | 30.8 (15.3) |
| Emotional eating (score) | 34.1 (22.6) |
| Sleep quality (score) | 7.6 (3.2) |
| Sleep duration (h/night) | 7.3 (1.2) |
| Changes in Health Parameters during the COVID-19 Pandemic | |
| Greater perceived stress | 988 (71.0) |
| Eating less healthy | 509 (36.6) |
| Reduced sleep quality | 438 (31.5) |
| Reduced sleep duration | 308 (22.1) |
| Increased sleep duration | 558 (40.1) |
Note: The PSS-10 was used to measure perceived stress, with total possible scores ranging from 0 to 40. A higher score indicates a greater amount of perceived stress. The STC questionnaire was used to measure dietary risk, and possible scores range from 0 to 16. Higher scores suggest greater risk. Restrained, uncontrolled, and emotional eating were measured using the TFEQ-R18. These measures can range from 0 to 100, with higher scores indicating more frequent engagement in these eating behaviors. The PSQI was used to measure sleep quality. The scores can range from 0 to 21. A PSQI score ≥ 5 indicates poor sleep quality; higher scores are undesirable. Sleep duration of ≥7 h per night is considered adequate as it meets minimum sleep duration recommendations.
Zero order correlation of variables and covariates examined in the mediation/moderation models.
| Measures | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
|---|---|---|---|---|---|---|---|---|---|
| Perceived stress (1) | - | 0.176 ** | 0.066 ^ | 0.189 ** | 0.275 ** | 0.412 ** | −0.081 ** | −0.097 ** | 0.055 * |
| Dietary risk (2) | - | 0.228 ** | 0.188 ** | 0.251 ** | 0.219 ** | −0.008 | −0.034 | 0.154 ** | |
| Restrained eating (3) | - | 0.003 | 0.061 ^ | 0.044 | −0.046 | 0.049 | 0.054 ^ | ||
| Uncontrolled eating (4) | - | 0.640 ** | 0.183 ** | −0.050 | 0.016 | 0.145 ** | |||
| Emotional eating (5) | - | 0.243 ** | −0.026 | 0.036 | 0.231 ** | ||||
| Sleep quality (6) | - | −0.305 ** | 0.072 ** | 0.216 ** | |||||
| Sleep duration (7) | - | −0.028 | −0.087 ** | ||||||
| Age (8) | - | −0.178 ** | |||||||
| BMI (9) | - |
* p < 0.05. ** p < 0.01. ^ No longer significant after false discovery rate adjustment. The PSS-10 was employed to measure perceived stress; higher scores indicate greater perceived stress. Dietary risk was measured using the STC questionnaire, with higher scores indicating higher dietary risk. Restrained, uncontrolled, and emotional eating was measured using the TFEQ-R18, in which a higher score indicates more frequent engagement in these eating behaviors. Sleep quality was measured by PSQI scores. A higher PSQI score reflects poorer sleep quality.
Gender differences in outcomes of interest.
| Perceived Stress | Dietary Risk | Restrained Eating | Uncontrolled Eating | Emotional Eating | Sleep Quality | Sleep Duration | |
|---|---|---|---|---|---|---|---|
| Male | 18.7 ± 6.8 a | 7.5 ± 2.8 a | 28.4 ± 14.0 a | 30.7 ± 15.0 a | 26.9 ± 21.7 a | 7.1 ± 2.9 a | 7.2 ± 1.1 a |
| Female | 22.0 ± 6.3 b | 8.0 ± 2.7 b | 33.2 ± 15.7 b | 30.9 ± 15.4 a | 36.8 ± 22.3 b | 7.7 ± 3.3 b | 7.4 ± 1.2 b |
Male: n = 379, female: n = 973; different superscripts in a column indicate significant differences. Note: Perceived stress was measured by the PSS-10, with scores ranging from 0 to 40; higher scores indicate greater perceived stress. Dietary risk was measured using the STC questionnaire, with higher scores indicating higher dietary risk. The scores range from 0 to 16. Restrained, uncontrolled, and emotional eating were measured using the TFEQ-R18, in which a higher score indicates more frequent engagement in these eating behaviors. These measures range from 0 to 100. Sleep quality was measured by PSQI scores, ranging from 0 to 21; higher scores indicate worse sleep quality.
Model 1 mediation analysis of eating behaviors on the relationship between perceived stress and dietary risk for females.
| Variables | B | SE | T | |
|---|---|---|---|---|
| Perceived stress → restrained eating | 0.0192 | 0.2260 | 0.0850 | 0.9322 |
| Perceived stress → uncontrolled eating | 0.3782 | 0.2116 | 1.7871 | 0.0742 |
| Perceived stress → emotional eating | 0.4428 | 0.3011 | 1.4703 | 0.1418 |
| Perceived stress → dietary risk | 0.0179 | 0.0353 | 0.5060 | 0.0131 |
| Restrained eating → dietary risk | −0.0313 | 0.0147 | −2.1259 | 0.0338 |
| Uncontrolled eating → dietary risk | 0.0266 | 0.0065 | 4.0853 | <0.0001 |
| Emotional eating → dietary risk | 0.0240 | 0.0044 | 5.5011 | <0.0001 |
| Bootstrap | Effect | SE | LL95% CI | UL95% CI |
| Restrained eating | −0.0014 | 0.0039 | −0.0092 | 0.0065 |
| Uncontrolled eating | 0.0083 | 0.0031 | 0.0029 | 0.0150 |
| Emotional eating | 0.00138 | 0.0040 | 0.0068 | 0.0223 |
Note: female students n = 964. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.
Model 1 moderation analysis for females (sleep quality as a moderator).
| Variables | B | SE | T | |
|---|---|---|---|---|
| Moderation pathway 1—direct effect of sleep quality on perceived stress and dietary risk | ||||
| Sleep quality × perceived stress → dietary risk | 0.0021 | 0.0044 | 0.4723 | 0.6368 |
| Moderation pathway 2—indirect effect of sleep quality on perceived stress and dietary risk | ||||
| Sleep quality → restrained eating | 0.3046 | 0.6642 | 0.4586 | 0.6466 |
| Sleep quality → uncontrolled eating | 0.8758 | 0.6249 | 1.4026 | 0.1614 |
| Sleep quality → emotional eating | 0.4684 | 0.8605 | 0.5443 | 0.5864 |
| Sleep quality × perceived stress → restrained eating | 0.0021 | 0.0289 | 0.0723 | 0.9424 |
| Sleep quality × perceived stress → uncontrolled eating | −0.0095 | 0.0271 | −0.3506 | 0.7260 |
| Sleep quality × perceived stress → emotional eating | 0.0186 | 0.0367 | 0.5077 | 0.6118 |
| Sleep quality × restrained eating → dietary risk | −0.0025 | 0.0018 | −1.4253 | 0.1544 |
| Sleep quality × uncontrolled eating → dietary risk | 0.0034 | 0.0018 | 1.8215 | 0.0388 |
| Sleep quality × emotional eating → dietary risk | 0.0021 | 0.0012 | 1.7394 | 0.0223 |
Note: female students n = 964. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.
Model 2 mediation Analysis of eating behaviors on the relationship between perceived stress and dietary risk for males.
| Variables | B | SE | T | |
|---|---|---|---|---|
| Perceived stress → restrained eating | −0.0612 | 0.3544 | −0.1726 | 0.8631 |
| Perceived stress → uncontrolled eating | 1.0656 | 0.2814 | 3.7871 | 0.0002 |
| Perceived stress → emotional eating | 1.2048 | 0.3889 | 3.0980 | 0.0021 |
| Perceived stress → dietary risk | 1.8040 | 1.0969 | 1.6447 | 0.1009 |
| Restrained eating → dietary risk | −0.0291 | 0.0250 | −1.1649 | 0.2448 |
| Uncontrolled eating → dietary risk | 0.0022 | 0.0278 | 0.0781 | 0.9378 |
| Emotional eating → dietary risk | −0.0111 | 0.0183 | −0.0636 | 0.5465 |
| Bootstrap | Effect | SE | LL95% CI | UL95% CI |
| Restrained eating | −0.0076 | 0.0052 | −0.0189 | 0.0018 |
| Uncontrolled eating | 0.0072 | 0.0056 | −0.0028 | 0.0196 |
| Emotional eating | 0.0057 | 0.0056 | −0.0046 | 0.0178 |
Note: male students n = 374. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.
Model 3 moderation analysis (sleep quality as a moderator).
| Variables | B | SE | T | |
|---|---|---|---|---|
| Moderation pathway 1—direct effect of sleep quality on perceived stress and dietary risk | ||||
| Sleep quality × perceived stress → dietary risk | −0.0084 | 0.0061 | −1.3779 | 0.1691 |
| Moderation pathway 2—indirect effect of sleep quality on perceived stress and dietary risk | ||||
| Sleep quality → restrained eating | −1.1201 | 0.9038 | −1.2394 | 0.2160 |
| Sleep quality → uncontrolled eating | 1..6613 | 0.9169 | 1.8118 | 0.0708 |
| Sleep quality → emotional eating | 1.8040 | 1.0969 | 1.6447 | 0.1009 |
| Sleep quality x perceived stress → restrained eating | 0.0343 | 0.0453 | 0.7559 | 0.4502 |
| Sleep quality × perceived stress → uncontrolled eating | −0.0756 | 0.0422 | −1.7919 | 0.0740 |
| Sleep quality × perceived stress → emotional eating | −0.0592 | 0.0534 | −1.1104 | 0.2675 |
| Sleep quality × restrained eating→ dietary risk | −0.0019 | 0.0032 | −0.6065 | 0.5446 |
| Sleep quality × uncontrolled eating → dietary risk | 0.0016 | 0.0035 | 0.4569 | 0.6480 |
| Sleep quality × emotional eating → dietary risk | 0.0026 | 0.0023 | 1.1501 | 0.2508 |
Note: male students n = 374. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.
Model A mediation analysis of eating behaviors on the relationship between perceived stress and BMI for females.
| Variables | B | SE | T | |
|---|---|---|---|---|
| Perceived stress → restrained eating | 0.0472 | 0.2349 | 0.2007 | 0.8410 |
| Perceived stress → uncontrolled eating | 0.4180 | 0.2186 | 1.9123 | 0.0562 |
| Perceived stress → emotional eating | 0.5217 | 0.3108 | 1.6783 | 0.0936 |
| Perceived stress → BMI | −0.0616 | 0.0724 | −0.8508 | 0.3951 |
| Restrained eating → BMI | 0.0415 | 0.0308 | 1.3488 | 0.1777 |
| Uncontrolled eating → BMI | 0.0510 | 0.0395 | 1.2926 | 0.1965 |
| Emotional eating → BMI | 0.0124 | 0.0233 | 0.5344 | 0.0432 |
| Bootstrap | Effect | SE | LL95% CI | UL95% CI |
| Restrained eating | 0.0005 | 0.0017 | −0.0027 | 0.0042 |
| Uncontrolled eating | 0.0005 | 0.0046 | −0.0086 | 0.0100 |
| Emotional eating | 0.0244 | 0.0076 | 0.0116 | 0.0406 |
Note: female students n = 964. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.
Model A moderation analysis (sleep quality as a moderator) for females.
| Variables | B | SE | T | |
|---|---|---|---|---|
| Moderation pathway 1—direct effect of sleep quality on perceived stress and BMI | ||||
| Sleep quality × perceived stress → BMI | 0.0042 | 0.0099 | 0.4249 | 0.6710 |
| Moderation pathway 2—indirect effect of sleep quality on perceived stress and BMI | ||||
| Sleep quality → restrained eating | 0.4611 | 0.6836 | 0.6745 | 0.5002 |
| Sleep quality → uncontrolled eating | 0.8809 | 0.6409 | 1.3744 | 0.1696 |
| Sleep quality → emotional eating | 0.5190 | 0.8793 | 0.5902 | 0.5552 |
| Sleep quality × perceived stress → restrained eating | −0.0018 | 0.0299 | −0.0608 | 0.9515 |
| Sleep quality × perceived stress → uncontrolled eating | −0.0127 | 0.0280 | −0.4548 | 0.6494 |
| Sleep quality × perceived stress → emotional eating | 0.0128 | 0.0377 | 0.3382 | 0.7353 |
| Sleep quality × restrained eating → BMI | −0.0040 | 0.0041 | −0.9773 | 0.3287 |
| Sleep quality × uncontrolled eating → BMI | −0.0070 | 0.0049 | −1.4532 | 0.1465 |
| Sleep quality × emotional eating → BMI | 0.0075 | 0.0031 | 2.4279 | 0.0154 |
Note: female students n = 964. B = beta coefficient; SE = standard error; T = t-test statistic. → indicates the relationship between the two variables.