Do COVID-19-Related Stress, Being Overweight, and Body Dissatisfaction Contribute to More Disordered Eating in Polish Women?—A Cluster Analysis Approach
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants and Procedure
2.2. Measures
2.2.1. The Contour Drawing Rating Scale (CDRS)
2.2.2. The Emotional Overeating Questionnaire (EOQ)
2.2.3. The Eating Motivation Survey (EMS)
2.2.4. The Mindful Eating Questionnaire (MEQ)
2.2.5. COVID-19-Related Stress
2.2.6. Sociodemographic Variables
2.3. Statistical Analysis
3. Results
3.1. Cluster Analysis of Weight Status (BMI), COVID-19-Related Stress, and Body Dissatisfaction
3.2. Comparison of the Four Clusters for Emotional Overeating, Eating Motives, and Mindful Eating
4. Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Johns Hopkins University. COVID-19 Dashboard by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU). Johns Hopkins University & Medicine Coronavirus Resource Center. Available online: https://coronavirus.jhu.edu/map.html (accessed on 1 October 2021).
- Kumar, A.; Nayar, K.R. COVID-19 and its mental health consequences. J. Ment. Health. 2021, 30, 1–2. [Google Scholar] [CrossRef]
- World Health Organization. Mental Health and Psychosocial Considerations during the COVID-19 Outbreak. Available online: https://www.who.int/docs/default-source/coronaviruse/mental-health-considerations.pdf (accessed on 1 October 2021).
- Gallagher, M.W.; Zvolensky, M.J.; Long, L.J.; Rogers, A.H.; Garey, L. The Impact of COVID-19 Experiences and Associated Stress on Anxiety, Depression, and Functional Impairment in American Adults. Cognit. Ther. Res. 2020, 44, 1043–1051. [Google Scholar] [CrossRef] [PubMed]
- Rahman, M.A.; Hoque, N.; Alif, S.M. Factors associated with psychological distress, fear and coping strategies during the COVID-19 pandemic in Australia. Glob. Health 2020, 16, 95. [Google Scholar] [CrossRef]
- Cielo, F.; Ulberg, R.; Di Giacomo, D. Psychological Impact of the COVID-19 Outbreak on Mental Health Outcomes among Youth: A Rapid Narrative Review. Int. J. Environ. Res. 2021, 18, 6067. [Google Scholar] [CrossRef] [PubMed]
- Gruber, J.; Prinstein, M.J.; Clark, L.A.; Rottenberg, J.; Abramowitz, J.S.; Albano, A.M.; Aldao, A.; Borelli, J.L.; Chung, T.; Davila, J.; et al. Mental health and clinical psychological science in the time of COVID-19: Challenges, opportunities, and a call to action. Am. Psychol. 2021, 76, 409–426. [Google Scholar] [CrossRef] [PubMed]
- Park, K.H.; Kim, A.R.; Yang, M.A.; Lim, S.J.; Park, J.H. Impact of the COVID-19 pandemic on the lifestyle, mental health, and quality of life of adults in South Korea. PLoS ONE 2021, 16, e0247970. [Google Scholar] [CrossRef] [PubMed]
- Pfefferbaum, B.; North, C.S. Mental Health and the COVID-19 Pandemic. N. Engl. J. Med. 2020, 383, 510–512. [Google Scholar] [CrossRef]
- Yao, H.; Chen, J.H.; Xu, Y.F. Patients with mental health disorders in the COVID-19 epidemic. Lancet Psychiatry 2020, 7, e21. [Google Scholar] [CrossRef]
- Wang, C.; Pan, R.; Wan, X.; Tan, Y.; Xu, L.; Ho, C.S.; Ho, R.C. Immediate Psychological Responses and Associated Factors during the Initial Stage of the 2019 Coronavirus Disease (COVID-19) Epidemic among the General Population in China. Int. J. Environ. Res. 2020, 17, 1729. [Google Scholar] [CrossRef] [Green Version]
- Ammar, A.; Brach, M.; Trabelsi, K.; Chtourou, H.; Boukhris, O.; Masmoudi, L.; Bouaziz, B.; Bentlage, E.; How, D.; Ahmed, M.; et al. Effects of COVID-19 Home Confinement on Eating Behaviour and Physical Activity: Results of the ECLB-COVID19 International Online Survey. Nutrients 2020, 12, 1583. [Google Scholar] [CrossRef] [PubMed]
- Robinson, E.; Boyland, E.; Chisholm, A.; Harrold, J.; Maloney, N.G.; Marty, L.; Mead, B.R.; Noonan, R.; Hardman, C.A. Obesity, eating behavior and physical activity during COVID-19 lockdown: A study of UK adults. Appetite 2021, 156, 104853. [Google Scholar] [CrossRef] [PubMed]
- Sidor, A.; Rzymski, P. Dietary Choices and Habits during COVID-19 Lockdown: Experience from Poland. Nutrients 2020, 12, 1657. [Google Scholar] [CrossRef]
- Al-Musharaf, S. Prevalence and Predictors of Emotional Eating among Healthy Young Saudi Women during the COVID-19 Pandemic. Nutrients 2020, 12, 2923. [Google Scholar] [CrossRef]
- Cecchetto, C.; Aiello, M.; Gentili, C.; Ionta, S.; Osimo, S.A. Increased emotional eating during COVID-19 associated with lockdown, psychological and social distress. Appetite 2021, 160, 105122. [Google Scholar] [CrossRef]
- Modrzejewska, A.; Czepczor-Bernat, K.; Modrzejewska, J.; Matusik, P. Eating Motives and Other Factors Predicting Emotional Overeating during COVID-19 in a Sample of Polish Adults. Nutrients 2021, 13, 1658. [Google Scholar] [CrossRef]
- Cooper, M.; Reilly, E.; Siegel, J.; Coniglio, K.; Sadeh-Sharvit, S.; Pisetsky, E.; Anderson, L. Eating disorders during the COVID-19 pandemic and quarantine: An overview of risks and recommendations for treatment and early intervention. Eat. Disord. 2020, 1–23. [Google Scholar] [CrossRef] [PubMed]
- Czepczor-Bernat, K.; Swami, V.; Modrzejewska, A.; Modrzejewska, J. COVID-19-Related Stress and Anxiety, Body Mass Index, Eating Disorder Symptomatology, and Body Image in Women from Poland: A Cluster Analysis Approach. Nutrients 2021, 13, 1384. [Google Scholar] [CrossRef] [PubMed]
- Touyz, S.; Lacey, H.; Hay, P. Eating disorders in the time of COVID-19. J. Eat. Disord. 2020, 8, 19. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Rodgers, R.F.; Lombardo, C.; Cerolini, S.; Franko, D.L.; Omori, M.; Fuller-Tyszkiewicz, M.; Linardon, J.; Courtet, P.; Guillaume, S. The impact of the COVID-19 pandemic on eating disorder risk factors and symptoms. Int. J. Eat. Disord. 2020, 53, 1166–1170. [Google Scholar] [CrossRef]
- Swami, V.; Horne, G.; Furnham, A. COVID-19-related stress and anxiety are associated with negative body image in adults from the United Kingdom. Personal. Individ. Differ. 2021, 170, 110426. [Google Scholar] [CrossRef] [PubMed]
- Sahin, S.; Sezer, H.; Cicek, E.; Yagız Ozogul, Y.; Yildirim, M.; Icli, T.B.; Polat Korkmaz, O.; Durcan, E.; Sulu, C.; Somay, K.; et al. The Role of Obesity in Predicting the Clinical Outcomes of COVID-19. Obes. Facts 2021, 92, 481–489. [Google Scholar] [CrossRef] [PubMed]
- Barcın-Güzeldere, H.; Devrim-Lanpir, A. The Association Between Body Mass Index, Emotional Eating and Perceived Stress during COVID-19 Partial Quarantine in Healthy Adults. Public Health Nutr. 2021, 1–8. [Google Scholar] [CrossRef] [PubMed]
- Mason, T.B.; Barrington-Trimis, J.; Leventhal, A.M. Eating to Cope With the COVID-19 Pandemic and Body Weight Change in Young Adults. J. Adolesc. Health 2021, 68, 277–283. [Google Scholar] [CrossRef]
- Yau, Y.H.; Potenza, M.N. Stress and eating behaviors. Minerva Endocrinol. 2013, 38, 255–267. [Google Scholar] [PubMed]
- Armitage, R.; Nellums, L.B. COVID-19 and the consequences of isolating the elderly. Lancet Public Health 2020, 5, e256. [Google Scholar] [CrossRef] [Green Version]
- Coulthard, H.; Sharps, M.; Cunliffe, L.; van den Tol, A. Eating in the lockdown during the Covid 19 pandemic; self-reported changes in eating behaviour, and associations with BMI, eating style, coping and health anxiety. Appetite 2021, 161, 105082. [Google Scholar] [CrossRef] [PubMed]
- Institute of Medicine. Weight Management: State of the Science and Opportunities for Military Programs; The National Academies Press: Washington, DC, USA, 2013. [Google Scholar] [CrossRef]
- Weissman, R.S.; Bauer, S.; Thomas, J.J. Access to evidence-based care for eating disorders during the COVID-19 crisis. Int. J. Eat. Disord. 2020, 53, 369–376. [Google Scholar] [CrossRef]
- Zhou, Y.; Wade, T.D. The impact of COVID-19 on body-dissatisfied female university students. Int. J. Eat. Disord. 2021, 54, 1283–1288. [Google Scholar] [CrossRef] [PubMed]
- Przybyłowicz, K.E.; Jesiołowska, D.; Obara-Gołębiowska, M.; Antoniak, L. A subjective dissatisfaction with body weight in young women: Do eating behaviours play a role? Rocz. Panstw. Zakl. Hig. 2014, 65, 243–249. [Google Scholar]
- Weinberger, N.A.; Kersting, A.; Riedel-Heller, S.G.; Luck-Sikorski, C. Body Dissatisfaction in Individuals with Obesity Compared to Normal-Weight Individuals: A Systematic Review and Meta-Analysis. Obes. Facts 2016, 9, 424–441. [Google Scholar] [CrossRef] [PubMed]
- Frayn, M.; Knäuper, B. Emotional eating and weight in adults: A review. Curr. Psychol. 2018, 37, 924–933. [Google Scholar] [CrossRef]
- McAtamney, K.; Mantzios, M.; Egan, H.; Wallis, D.J. Emotional eating during COVID-19 in the United Kingdom: Exploring the roles of alexithymia and emotion dysregulation. Appetite 2021, 161, 105120. [Google Scholar] [CrossRef] [PubMed]
- Rossy, L. The Mindfulness-Based Eating Solution: Proven Strategies to End Overeating, Satisfy Your Hunger, and Savor Your Life; New Harbinger Publications: Oakland, CA, USA, 2016. [Google Scholar]
- Pintado-Cucarella, S.; Rodríguez-Salgado, P. Mindful eating and its relationship with body mass index, binge eating, anxiety and negative affect. J. Health. Soc. Behav. 2016, 8, 19–24. [Google Scholar] [CrossRef]
- Renner, B.; Sproesser, G.; Strohbach, S.; Schupp, H.T. Why we eat what we eat. The Eating Motivation Survey (TEMS). Appetite 2012, 59, 117–128. [Google Scholar] [CrossRef] [Green Version]
- Robertson, M.; Duffy, F.; Newman, E.; Prieto Bravo, C.; Ates, H.; Sharpe, H. Exploring changes in body image, eating and exercise during the COVID-19 lockdown: A UK survey. Appetite 2021, 159, 105062. [Google Scholar] [CrossRef] [PubMed]
- Thompson, M.A.; Gray, J.J. Development and validation of a new body image assessment scale. J. Personal. Assess. 1995, 64, 258–269. [Google Scholar] [CrossRef] [PubMed]
- Masheb, R.M.; Grilo, C.M. Emotional overeating and its associations with eating disorder psychopathology among overweight patients with binge eating disorder. Int. J. Eat. Disord. 2006, 39, 141–146. [Google Scholar] [CrossRef]
- Clementi, C.; Casu, G.; Gremigni, P. An Abbreviated Version of the Mindful Eating Questionnaire. J. Nutr. Educ. Behav. 2017, 49, 352–356.e1. [Google Scholar] [CrossRef]
- World Health Organization. Body Mass Index–BMI. Available online: https://www.euro.who.int/en/health-topics/disease-prevention/nutrition/a-healthy-lifestyle/body-mass-index-bmi (accessed on 1 October 2021).
- Bittmann, R.M.; Gelbard, R.M. Decision-making method using a visual approach for cluster analysis problems; indicative classification algorithms and grouping scope. Expert. Syst. 2007, 24, 171–187. [Google Scholar] [CrossRef]
- Frayn, M.; Livshits, S.; Knäuper, B. Emotional eating and weight regulation: A qualitative study of compensatory behaviors and concerns. J. Eat. Disord. 2018, 6, 23. [Google Scholar] [CrossRef]
- He, Z.H.; Li, M.D.; Liu, C.J.; Ma, X.Y. Relationship between body image, anxiety, food-specific inhibitory control, and emotional eating in young women with abdominal obesity: A comparative cross-sectional study. Arch. Public Health 2021, 79, 11. [Google Scholar] [CrossRef] [PubMed]
- Shisslak, C.M.; Crago, M.; Estes, L.S. The spectrum of eating disturbances. Int. J. Eat. Disord. 1995, 18, 209–219. [Google Scholar] [CrossRef]
- Taquet, M.; Geddes, J.; Luciano, S.; Harrison, P. Incidence and outcomes of eating disorders during the COVID-19 pandemic. Br. J. Psychiatry 2021, 1–3. [Google Scholar] [CrossRef]
- Campo-Arias, A.; Pedrozo-Cortés, M.J.; Pedrozo-Pupo, J.C. Pandemic-Related Perceived Stress Scale of COVID-19: An exploration of online psychometric performance. Rev. Colomb. Psiquiatr. 2020, 49, 229–230. [Google Scholar] [CrossRef] [PubMed]
CLUSTER 1 (N = 314): Healthy Body Weight + No COVID-Related Stress + Low Body Dissatisfaction (CDRS) | CLUSTER 2 (N = 131): Overweight + No COVID-Related Stress + High Body Dissatisfaction (CDRS) | CLUSTER 3 (N = 597): Healthy Body Weight + COVID-Related Stress + Low Body Dissatisfaction (CDRS) | CLUSTER 4 (N = 312): Overweight + COVID-Related Stress + High Body Dissatisfaction (CDRS) | ||
---|---|---|---|---|---|
M (SD) | Post hoc | ||||
F(3, 1350) = 45.01, p < 0.001, ƞp2 = 0.09 | |||||
Age | 29.41 (10.00) | 36.08 (11.27) | 29.63 (10.46) | 36.95 (11.31) | 1 vs. 2 *** 1 vs. 3 1 vs. 4 *** 2 vs. 3 *** 2 vs. 4 3 vs. 4 *** |
F(3, 1350) = 699.80, p < 0.001, ƞp2 = 0.61 | |||||
Body mass index | 21.91 (1.81) | 29.19 (4.30) | 21.80 (1.79) | 29.15 (3.98) | 1 vs. 2 *** 1 vs. 3 1 vs. 4 *** 2 vs. 3 *** 2 vs. 4 3 vs. 4 *** |
EOQ | F(3, 1350) = 13.08, p < 0.001, ƞp2 = 0.03 | ||||
Emotional overeating | 4.65 (6.45) | 4.83 (6.72) | 6.10 (7.20) | 8.31 (10.20) | 1 vs. 2 1 vs. 3 * 1 vs. 4 *** 2 vs. 3 2 vs. 4 *** 3 vs. 4 *** |
EMS | F(3, 1350) = 9.25, p < 0.001, ƞp2 = 0.02 | ||||
Health | 12.76 (4.39) | 11.90 (4.72) | 13.13 (4.52) | 11.60 (4.29) | 1 vs. 2 1 vs. 3 1 vs. 4 ** 2 vs. 3 * 2 vs. 4 3 vs. 4 *** |
EMS | F(3, 1350) = 1.83, p > 0.05, ƞp2 = 0.004 | ||||
Weight control | 10.32 (4.24) | 10.51 (4.42) | 10.99 (4.51) | 10.58 (4.10) | 1 vs. 2 1 vs. 3 1 vs. 4 2 vs. 3 2 vs. 4 3 vs. 4 |
EMS | F(3, 1350) = 13.31, p < 0.001, ƞp2 = 0.03 | ||||
Affect regulation | 6.88 (3.64) | 7.67 (4.45) | 7.94 (4.15) | 9.02 (4.94) | 1 vs. 2 1 vs. 3 ** 1 vs. 4 *** 2 vs. 3 2 vs. 4 * 3 vs. 4 ** |
MEQ | F(3, 1350) = 8.01, p < 0.001, ƞp2 = 0.02 | ||||
Recognition | 26.95 (4.31) | 25.92 (4.42) | 26.43 (4.66) | 25.26 (4.54) | 1 vs. 2 1 vs. 3 1 vs. 4 *** 2 vs. 3 2 vs. 4 3 vs. 4 ** |
MEQ | F(3, 1350) = 4.52, p < 0.01, ƞp2 = 0.01 | ||||
Awareness | 30.92 (6.93) | 29.33 (7.20) | 31.46 (6.68) | 30.27 (6.80) | 1 vs. 2 1 vs. 3 1 vs. 4 2 vs. 3 ** 2 vs. 4 3 vs. 4 ⸸ |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Czepczor-Bernat, K.; Modrzejewska, J.; Modrzejewska, A.; Matusik, P. Do COVID-19-Related Stress, Being Overweight, and Body Dissatisfaction Contribute to More Disordered Eating in Polish Women?—A Cluster Analysis Approach. Int. J. Environ. Res. Public Health 2021, 18, 13100. https://doi.org/10.3390/ijerph182413100
Czepczor-Bernat K, Modrzejewska J, Modrzejewska A, Matusik P. Do COVID-19-Related Stress, Being Overweight, and Body Dissatisfaction Contribute to More Disordered Eating in Polish Women?—A Cluster Analysis Approach. International Journal of Environmental Research and Public Health. 2021; 18(24):13100. https://doi.org/10.3390/ijerph182413100
Chicago/Turabian StyleCzepczor-Bernat, Kamila, Justyna Modrzejewska, Adriana Modrzejewska, and Paweł Matusik. 2021. "Do COVID-19-Related Stress, Being Overweight, and Body Dissatisfaction Contribute to More Disordered Eating in Polish Women?—A Cluster Analysis Approach" International Journal of Environmental Research and Public Health 18, no. 24: 13100. https://doi.org/10.3390/ijerph182413100
APA StyleCzepczor-Bernat, K., Modrzejewska, J., Modrzejewska, A., & Matusik, P. (2021). Do COVID-19-Related Stress, Being Overweight, and Body Dissatisfaction Contribute to More Disordered Eating in Polish Women?—A Cluster Analysis Approach. International Journal of Environmental Research and Public Health, 18(24), 13100. https://doi.org/10.3390/ijerph182413100