Background
Methods
Search strategy
Inclusion and exclusion criteria
Data extraction
Quality assessment of studies
Statistical analysis
Results
Systematic search results
Characteristics of the included studies
Number | Author/ (year) | Study characteristics | Psychological outcomes | Dietary exposures | QA | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Design | Provenance | Sample size | Age (range or mean) | Male Gender n (%) | psychological condition | Assessment tool | Type of junk food | Assessment tool (Practical definition) | ||||
1 | Adjibade, 2019 | Cohort | France | 26,730 | 47.26 ± 14.17 | 6350 (23.75) | Depression | CES-D (0–60) validated cut-offs (CES-D score ≥ 17 for men and ≥ 23 for women) | Ultra-processed food | Manufactured food products containing numerous ingredients as well as additives such as hydrogenated oils, non-sugar sweeteners, modified starch, flavoring agents, emulsifiers, humectants, colors, and other additives used for cosmetic purpose measured based on web-based dietary record platform validated for self-administration | 7 | |
Beverages, fatty/sweet products, snacks, and sauces/ added fats | Percentage of dietary intake based on a web-based dietary record platform validated for self-administration | |||||||||||
2 | Almajwal, 2016 | cross-sectional | Saudi Arabia | 395 | NR | 0 (0.0) | Stress | The perceived stress scale | Eating styles including, Restrained, Emotional, and External | The Dutch Eating Behavior Questionnaire self-reported questionnaire. | 6 | |
Eating fast food | frequency of eating fast food per week | |||||||||||
3 | Camiller, 2014 | Cohort | France | 30,240 | 46.2 ± 13.9 | 7378 (24.40) | Depressive symptoms | Validated French version of the Center for Epidemiologic Studies Depression Scale (CES-D) | Sugar-sweetened soft drinks | French version of the revised 21-item Three-Factor Eating Questionnaire | 7 | |
4 | Canuto, 2021 | cross-sectional | Brazil | 539 | 33.6 ± 8.6 | 0 (0.0) | Perceived stress score | 10-item Perceived Stress Scale (PSS-10) | Snack and fast-food | Validated qualitative food frequency questionnaire comprising 53 food items | 8 | |
5 | Chaplin, 2011 | Cross sectional | United Kingdom | 870 | 45 | 75 (8.62) | Stress in life in general, work stress, cognitive failure outside work, minor injury outside work, and minor injury at work | Researcher-made validated questionnaire | Unhealthy snack | A factor analysis of snacking behavior, consisted of the sum of frequency of snacking of chocolate, crisps and biscuits, measured using a Likert scale | 6 | |
6 | Coletro, 2022 | Cross-sectional | Brazil | 1693 | NR | 827 (48.9) | Anxiety symptoms | The Generalized Anxiety Disorder 7-item (GAD-7) | consumption of ultra-processed foods | Assessed using a qualitative food frequency questionnaire (FFQ), validated in Brazilian population referring to consumption in the last 3 months | 7 | |
Depression symptoms | Patient Health Questionnaire-9 (PHQ-9) | |||||||||||
7 | Crawford, 2011 | Cross sectional | United States | 626 | 45–54 | 0 (0.0) | Depression | The Center for Epidemiological Studies-Depression (CES-D) scale (scoring 16 or higher out of 20 items) | Fast food | Frequency of fast-food intake was measured by self-report | 7 | |
8 | Gómez-Donoso, 2019 | Cohort | Spain | 14,907 | 36.7 ± 11.7 | 0 (0.0) | Depression | Clinical diagnosis or antidepressant medication use | Ultra-processed food | Frequency of intake of carbonated drinks, processed meat, biscuits (cookies), candy (confectionery), ‘instant’ packaged soups and noodles, sweet or savory packaged snacks, and sugared milk and fruit drinks | 7 | |
9 | Le Port, 2012 | cohort | France | 12,404 | M:45.0 ± 2.9 F: 42.2 ± 4.2 | 9272 (74.75) | Depression | The 20 items scale of The Center for Epidemiological Studies-Depression (CES-D) | Western diet, fat-sweet, snacking, and dessert | 35-item qualitative Food Frequency Questionnaire (FFQ) for twenty food groups | 8 | |
10 | Lim, 2020 | longitudinal study | United States | 912 | 28.7 ± 0.3 | 0 (0.0) | Chronic stress | 10-item Perceived Stress Scale (PSS-10) | Excess fat and soda intake | Frequency of intake of instant noodle, frozen, canned or microwave foods, potato chips, corn chips and tortilla chips, McDonald’s, KFC, Pizza Hut/Bi Sheng Ke | 7 | |
11 | Liu, 2007 | Cross sectional | China | 2541 | 20.4 | 1470 (57.85) | Stress | 10-item Perceived Stress Scale (PSS-10) | Ready to eat food or snack | Not validated food frequency questionnaire regarding the previous month | 6 | |
Depression score | The 20 items scale of The Center for Epidemiological Studies-Depression (CES-D) | |||||||||||
12 | Nitturi, 2021 | Cross sectional | United States | 107 | 49.3 ± 11.6 | 22 (20.56) | Anxiety sensitivity | The Anxiety Sensitivity Index (ASI) | Unhealthy Supersized fast food | Researcher-made validated questionnaire | 7 | |
13 | Rienks, 2013 | Longitudinal and cross-sectional data driven from a prospective study | Australia | 8369 for cross-sectional and 6060 for longitudinal analysis | 50–55 | 0 (0.0) | Depression | The 10-items scale of Centre for Epidemiologic Studies Depression (scores ranges from 0–30, participants with a score of 10 or higher were considered depressed | Meat and processed meat and high fat and sugar pattern | validated food frequency questionnaire asking regarding 74 foods and six alcoholic beverages over the last 12 months | 8 | |
14 | Sangsefidi, 2020 | Cross-sectional (Data from The recruitment phase of a cohort) | Iran | 9965 | 20–69 | 4921 (49.7) | Depression, Anxiety, and Stress | The Iranian validated version of depression, anxiety, and stress scale questionnaire 21 (DASS 21), a well-known short version of self-report | Sweetened drinks, Fast foods, Canned foods, Fried foods, and Snacks | Not validated Food Frequency Questionnaire (FFQ), asking about the last year (results were divided into three groups of never, once, or more than once per week) | 7 | |
15 | Sousa, 2013 | Cross sectional | Brazil | 46,785 | 20–59 | 22,410 (47.9) | Depression | Patient Health Questionnaire-9 (PHQ-9) | Sugar sweetened beverage, Sweets, and Snacks | Not validated Food Frequency Questionnaire (FFQ), asking about the last week (High consumption was considered when a participant reported 5 times or more intake per week) | 7 | |
16 | Xia, 2017 | Case control | China | 2702 | Control:45.84 Case: 46.08 | 1450 (53.66) | depression | Chinese version of Zung Self-Rating Depression Scale (SDS) | Sugared beverages, Salted foods | Not validated food frequency questionnaire (FFQ), consisted of 81 items, including 7 frequency categories ranging from “almost never eat” to “twice or more per day” | 7 | |
17 | Zenk, 2014 | Prospective cohort | United States | 100 | 44.3 ± 10.5 | 0 (0.0) | Stressful events, within-person stressful social interaction, and between-person stressful social interaction | Researcher-made not validated questionnaire | Snack food intake | Not validated web-based momentary surveys via study provided smartphones | 6 |
Qualitative synthesis
NO | Author/ (year) | Psychological outcomes | Dietary exposures | Measure of association | Study findings | Confounders | ||
---|---|---|---|---|---|---|---|---|
1 | Adjibade, 2019 | Depression | Ultra-processed food (Q4/Q1) | HR (95% CI) | 1.29 (1.13–1.47)* | Age, sex, BMI, marital status, education, occupational categories, household income per consumption unit, residential area, number of 24-h dietary records, inclusion month, energy intake without alcohol, alcohol intake, smoking, PA, dietary patterns, intakes of lipids, sodium, and carbohydrates. | ||
Beverages (Q4/Q1) | 1.25 (1.13–1.38)* | Age, sex, marital status, educational level, occupational categories, household income per consumption unit, residential area, energy intake without alcohol, number of 24-h dietary records, inclusion month, smoking status, physical activity, BMI, health events during follow-up (cancer, type 2 diabetes, hypertension and cardiovascular events) and quantity of the equivalent food group. | ||||||
Fatty/sweet products (Q4/Q1) | 1.08 (0.96–1.22) | |||||||
Snacks (Q4/Q1) | 1.10 (0.98–1.24) | |||||||
Sauces/ added fats (Q4/Q1) | 1.23 (1.10–1.39) | |||||||
2 | Almajwal, 2016 | Stress | Eating styles | Restrained | Spearman’s correlation coefficients | 0.115 | p-value < 0.05 | Age, gender, education, experience, and marital status |
Emotional | 0.128 | |||||||
External | 0.170 | |||||||
Stress (low vs. high) | Eating fast food (low) | Never or rarely | Number of participants (Chi-square) | 42 (18.7) | χ2 = 14.99; p = 0.002 | Not adjusted | ||
Sometimes | 169 (75.1) | |||||||
Often | 9 (4.0) | |||||||
Almost everyday | 5 (2.2) | |||||||
Eating fast food (high) | Never or rarely | 29 (13.7) | ||||||
Sometimes | 145 (68.7) | |||||||
Often | 29 (13.7) | |||||||
Almost everyday | 8 (3.8) | |||||||
Eating snacks (low) | Never or rarely | 28 (12.4) | χ2 = 0.43; p = 0.934 | |||||
Sometimes | 147 (65.3) | |||||||
Often | 37 (16.4) | |||||||
Almost everyday | 13 (5.8) | |||||||
Eating snacks (high) | Never or rarely | 28 (13.3) | ||||||
Sometimes | 141 (66.8) | |||||||
Often | 32 (15.2) | |||||||
Almost everyday | 10 (4.7) | |||||||
3 | Camilleri, 2014 | Depressive symptoms | Sugar-sweetened soft drinks | OR (95% CI) | Male | 1.02 (0.72, 1.44) * | Age, total daily energy intake, BMI, educational level, employment status, marital status, smoking status, physical activity, history of dieting, and season of completing the 24-h records | |
Female | 1.03 (0.83–1.27) * | |||||||
4 | Canuto, 2021 | Perceived stress score | snack and fast-food | PR (95% CI) | 1.28 (1.04–1.56) * | Age, skin color, marital status, education, BMI, wake time and work shift | ||
5 | Chaplin, 2011 | Stress in life in general | Unhealthy snack | OR (95% CI) | 1.57 (1.15–2.16) * | Smoking, alcohol, sleep problems, age, sex, breakfast frequency, exposure to physical hazards and working hours score, Demand- control- support score, and Effort-Reward imbalance score. | ||
Work stress | 1.61 (1.13–2.29) * | |||||||
Cognitive failure outside work | 1.51 (1.07–2.12)* | |||||||
Minor injury outside work | 1.54 (1.14–2.09)* | |||||||
Minor injury at work | 1.95 (1.40–2.71)* | |||||||
6 | Coletro, 2022 | Anxiety symptoms | consumption of ultra-processed foods | PR (95% CI) | 1.5 (1.03–2.3) * | Sex, age, marital status, educational background, family income and medical diagnosis of depression or anxiety disorders | ||
Depression symptoms | 1.5 (1.1–2.1) * | |||||||
7 | Crawford, 2011 | Depression (present/ absent) | Fast food | OR (95% CI) | F: 1.54 (1.06–2.25)* | Age, race, marital status, education, annual household income, BMI, smoking, leisure PA, alcohol use, ADD. | ||
8 | Gómez-Donoso, 2019 | Depression (incidence) | Ultra-processed food (Q4/Q1) | HR (95% CI) | 1.33 (1.07–1.64)* | Sex, age, year, baseline BMI, total energy intake, PA, smoking, marital status, living alone, employment status, working hours per week, health-related career, years of education, adherence to Trichopoulou’s MeDiet Score, baseline self-perception of competitiveness, anxiety, dependence levels. | ||
9 | Le Port, 2012 | Depression | Western diet (Q4/Q1) | OR (95% CI) | M: 1.36 (1.19–1.54)* | Age, employment position at 35, professional activity, BMI, marital status, PA, tobacco, smoking, alcohol intake. | ||
Fat-sweet (Q4/Q1) | M: 1.49 (1.30–1.71)* | |||||||
Snacking (Q4/Q1) | M: 1.50 (1.32–1.71)* F: 1.43 (1.16–1.76)* | |||||||
Dessert (Q4/Q1) | F: 1.03 (0.84–1.26) | |||||||
10 | Lim, 2020 | Chronic stress (yes/ no) | Excess fat/ soda intake | PR (95% CI) | 1.39 (1.05–1.84)* | Demographic characteristics, total dietary calorie intake. | ||
11 | Liu, 2007 | Perceived stress score | Ready to eat food (low/ high frequency) | OR (95% CI) | 0.69 (0.57–0.84)* | Sex, city, perceived weight, smoking. | ||
Snack food (low/ high frequency) | 0.75 (0.59–0.94)* | |||||||
Depression score | Snack food (low/ high frequency) | 0.73 (0.58–0.93)* | - | |||||
Ready to eat food (low/ high frequency) | 0.70 (0.57–0.86)* | Sex, grade, city, perceived weight, smoking, alcohol use. | ||||||
Fast food (low/ high frequency) | 0.40 (0.12–1.37)* | |||||||
12 | Nitturi, 2021 | Anxiety sensitivity | Unhealthy/Supersized fast food (always/ never) | OR (95% CI) | 1.05 (1.01–1.08)* | Sex, age, and BMI | ||
13 | Rienks, 2013 | Prevalence of depression | Meat and processed meat | OR (95% CI) | 1.06 (0.99–1.13) | Energy, smoking, PA, ability to manage on available income, occupation status, education, marital status, mean stress score, BMI category. | ||
High fat and sugar pattern | 1.02 (0.96–1.09) | |||||||
Incidence of depression | Meat and processed meat | 1.09 (0.98–1.21) | ||||||
High fat and sugar pattern | 1.08 (0.96–1.20) | |||||||
14 | Sangsefidi, 2020 | Depression | Sweetened drinks (never/ Once or more per week) | OR (95% CI) | 0.76 (0.59–0.96)* | Age, education level, PA, history of chronic diseases, smoking and BMI | ||
Anxiety | 0.76 (0.62–0.93)* | |||||||
Stress | 0.63 (0.48–0.82)* | |||||||
Depression | Fast foods (never/ Once or more per week) | 1.61 (1.18–2.203)* | ||||||
Anxiety | 1.19 (0.908–1.56) | |||||||
Stress | 1.28 (0.88–1.86) | |||||||
Depression | Canned foods (never/ Once or more per week) | 1.12 (0.78–1.61) | ||||||
Anxiety | 1.13 (0.83–1.54) | |||||||
Stress | 1.05 (0.69–1.59) | |||||||
Depression | Fried foods (never/ Once or more per week) | 1.03 (0.69–1.52) | ||||||
Anxiety | 1.01 (0.73–1.39) | |||||||
Stress | 2.47 (1.46–4.18)* | |||||||
Depression | Snacks (never/ Once or more per week) | 1.36 (1.01–1.84)* | ||||||
Anxiety | 1.99 (1.55–2.56)* | |||||||
Stress | 1.73 (1.23–2.45)* | |||||||
15 | Sousa, 2013 | Depression | Sugar sweetened beverage (regular/no) | OR (95% CI) | 1.13 (0.99–1.29) | Age, sex, race/color, education, living with spouse, PA, alcohol consumption, tobacco use. | ||
Sweets (regular/no) | 1.53 (1.33–1.76)* | |||||||
Snacks (regular/no) | 1.52 (1.21–1.90)* | |||||||
16 | Xia, 2017 | Depression | Sugared beverages | OR (95% CI) | 1.09 (0.87, 1.35) | For other food groups intake | ||
Salted foods | 1.13 (0.90, 1.41) | |||||||
17 | Zenk, 2014 | Stressful event | Snack food intake | OR (95% CI) | 1.24 (0.97, 1.60) | Age, education (high school diploma, GED, or less; associate’s degree or some college; bachelor’s degree; graduate or professional degree), employment status (unemployed/other including retired or Disabled; employed part-time, employed full-time), annual per capita household income (approximate tertiles: <$7500, $7500-18,749, ≥$18,750), automobile ownership, and body mass index (BMI), calculated as interviewer-measured weight (kg/[height (m)]2) | ||
Within-person stressful social interaction | 0.90 (0.67, 1.22) | |||||||
Between-person stressful social interaction | 1.10 (1.00, 1.22) |
Quantitative synthesis
Pooling OR in cross-sectional studies
No | Study Type | Measure of Association | Outcome | Number of Studies | Sample Size | Pooled Results Measure (95%CI) | Heterogeneity | |||
---|---|---|---|---|---|---|---|---|---|---|
Chi-Squared | I2 | p-value | Model | |||||||
1 | Cross-sectional | OR | Stress | 4 | 13,500 | 1.333 (1.018 to 1.649) | 11.68 | 74.3% | 0.009 | Random Effects |
2 | Depression | 6 | 74,127 | 1.161 (1.039 to 1.283) | 14.72 | 66.0% | 0.012 | Random Effects | ||
3 | Mental Disorder (Overall) | 10 | 87,627 | 1.148 (1.065 to 1.232) | 27.26 | 67.0% | 0.001 | Random Effects | ||
4 | Mental Disorder (After trim and fill) | 15 | 87,627 | 1.11 (0.95–1.30) | N/A | N/A | N/A | Random Effects | ||
5 | PR | Stress | 2 | 2,232 | 1.312 (1.071–1.552) | 0.39 | 0.0% | 0.530 | Fixed | |
6 | Cohorts | OR | Depression | 8 | 46,821 | 1.152 (1.062–1.241) | 24.81 | 71.8% | 0.001 | Random |
7 | Mental Disorder (Overall) | 9 | 46,921 | 1.156 (1.070–1.242) | 25.66 | 68.8% | 0.001 | Random | ||
8 | HR | Depression | 2 | 41,637 | 1.300 (1.154 to 1.446) | 0.06 | 0.0% | 0.813 | Fixed |