Depression and anxiety and its association with problematic social media use in the MENA region: a systematic review
- Open Access
- 01.12.2024
- Review
Abstract
Introduction
Research questions
Methods
Search strategy
Inclusion and exclusion criteria
Data extraction
Quality assessment
Data analysis and publication bias
Results
Quality assessment
Study | Was the research question or objective in this paper clearly stated? | Was the study population clearly specified and defined? | Was the participation rate of eligible persons at least 50%? | Were all the subjects selected or recruited from the same or similar populations? | Was a sample size justification, power description, or variance and effect estimates provided? | For the analyses in this paper, were the exposure(s) of interest measured prior to the outcome(s) being measured? | Was the timeframe sufficient so that one could reasonably expect to see an association between exposure and outcome if it existed? | For exposures that can vary in amount or level, did the study examine different levels of the exposure? | Were the exposure measures (independent variables) clearly defined, valid, reliable, and implemented consistently across all study participants? | Was the exposure(s) assessed more than once over time? | Were the outcome measures (dependent variables) clearly defined, valid, reliable, and implemented consistently across all study participants? | Were the outcome assessors blinded to the exposure status of participants? | Was loss to follow-up after baseline 20% or less? | Were key potential confounding variables measured and adjusted statistically for their impact on the relationship? between exposure(s) and outcome(s)? | Quality |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Lin et al. (2021) [30] | ✔ | ✔ | NR | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Lin et al. (2020) [31] | ✔ | ✗ | NR | ✔ | ✗ | ✔ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Lin et al. (2017) [7] | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Alimoradi et al. (2019) [32] | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Pirouz, Farahnaz [33] | ✔ | ✔ | NR | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Dagher et al. (2021) [34] | ✔ | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Barbar et al. (2020) [35] | ✔ | ✔ | NR | ✔ | ✔ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Malaeb et al. (2020) [36] | ✔ | ✗ | ✔ | ✔ | ✔ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Fekih-Romdhane et al. (2021) [37] | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✔ | Fair |
Hela Ghali et al. (2019)[38] | ✔ | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Nazzal, Zaher et al. (2018) [39] | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Louragli et al. (2019) [40] | ✔ | ✔ | NR | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Malakeh et al. (2021) [41] | ✔ | ✔ | ✔ | ✔ | ✔ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Rend Al Saigh et al. (2021) [42] | ✔ | ✔ | NR | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Fair |
Nadine Zeeni et al. (2018) [43] | ✔ | ✗ | NR | ✔ | ✗ | ✗ | ✗ | NA | ✔ | ✗ | ✔ | NA | NA | ✗ | Poor |
Sample characteristics
Study | Design | Country | Sample size/ (Female) | Participants (Mean age ± SD) | Educational status of participants | Dep. and Anx. assessment tool | PSMU assessment tool | Results with PSMU | Effect sizes |
|---|---|---|---|---|---|---|---|---|---|
Lin et al. (2021) [30] | Cross-sectional study | Iran | 1073/ (57.2%) | Adults (36.57 ± 10.21) | Educational year: (Mean = 9.87, SD = 4.68) | HADS | BSMAS | Positive and significant association with anxiety and depression | Depression r = 0.195 Anxiety r = 0.170 |
Lin et al. (2020) [31] | Cross-sectional study | Iran | 1078/ (41.7%) | Adults (26.24 ± 7.41) | Able to read and write (0.2%); Primary (0.9%); Secondary (9.9%); Diplom (9.25%); College and above (79.9%) | HADS | BSMAS | Positive and significant association with psychological distress | Psychological distress r = 0.377 |
Lin et al. (2017) [7] | Cross-sectional study | Iran | 2676/ (43.5%) | Adolescents (15.54 ± 1.21) | High school students | DASS | BSMAS | Positive and significant association with anxiety and depression | Anxiety r = 0.167 Depression r = 0.214 |
Alimoradi et al. (2019) [32] | Longitudinal study | Iran | 938/ (100%) | Iranian women (36.5 ± 6.8) | Educational year: (Mean = 11.7, SD = 4.8) | HADS | BSMAS | Positive and significant association with anxiety and depression | Anxiety r = 0.29 Depression r = 0.45 |
Pirouz, Farahnaz (2016) [33] | Cross-sectional study | Iran | 345/ (NR) | University students | University students | BAI-1996 | SMQ | Negative association with anxiety | Anxiety r = -0.55 |
Dagher et al. (2021) [34] | Cross-sectional study | Lebanon | 466/ (61.8%) | Community population (27.29 ± 11.46) | Illiterate 1.8% Primary 3.7% Complementary 7.0% Secondary 20.8% University 66.7% | HDRS HAM-A | SMUD | Positive and significant association with anxiety and no significant association with depression | Anxiety β = 0.2025 Depression p = 0.528 |
Barbar et al. (2020) [35] | Cross-sectional study | Lebanon | 466/ (61.8%) | Adults (27.29 ± 11.46) | Illiterate 1.8% Primary 3.7% Complementary 7.0% Secondary 20.8% University 66.7% | HDRS HAM-A | SMD | Positive and significant association with anxiety and depression | Anxiety r = 0.279, B = 0.20 Depression r = 0.181 |
Malaeb et al. (2020) [36] | Cross-sectional study | Lebanon | 466/ (61.8%) | Adults (27.29 ± 11.46) | Illiterate 1.8% Primary 3.7% Complementary 7.0% Secondary 20.8% University 66.7% | HDRS HAM-A | Severity of dependence to social media | Positive and significant association with anxiety and depression | Anxiety r = 0.178 Depression r = 0.129 |
Fekih-Romdhane et al. (2021) [37] | Cross-sectional study | Tunisia | 1007/ (64.6%) | University students (21.9 ± 2.4) | University students | HDRS HAM-A | ASMAS | Positive and significant association with depressive dimensions of CAPE | Depressive dimensions of CAPE (r = 0.176, r = 0.165) |
Hela Ghali et al. (2019) [38] | Cross-sectional study | Tunisia | 1399/ (60.5%) | School students (17.02 ± 1.51) | School students | NR | Brief version derived from the BFAS | Positive and significant association with depression and no significant association with anxiety | Depression p < 0.0001 Anxiety p = 0.121 |
Nazzal, Zaher et al. (2018) [39] | Cross-sectional study | Palestine | 938/ (61.9%) | University students (19.74 ± 1.33) | University students | DASS | FIS | Positive and significant association with depression and anxiety | Depression r = 0.33 Anxiety r = 0.21 |
Louragli et al. (2019) [40] | Cross-sectional study | Morocco | 541/ (55.1%) | Middle and high school students (15.24 ± 0.06) | Middle and high school students | GAD-7 | BFAS | Positive and significant association with anxiety | Anxiety r = 0.244 |
Malakeh et al. (2021) [41] | descriptive correlational design | Jordan | 510/ (68.6%) | University students (21.38 ± 2.12) | University students: Freshman 8.4% Sophomore 17.3% Junior 30.2% Senior 44.1% | SCL-25 | ASMAS | Positive and significant association with depression and anxiety | Depression r = 0.393 Anxiety r = 0.385 |
Rend Al Saigh et al. (2021) [42] | Cross-sectional study | United Arab Emirates | 105/ (73.3%) | University students (19.88 ± 2.10) | 66.7% of pharmacy students and 68.6% of other university students | PHQ-9 | BSMAS | Positive and significant association with depression | Depression B = 0.5 |
Nadine Zeeni et al. (2018) [43] | Cross-sectional study | Lebanon | 244/ (63.9%) | University students (18.10 ± 0.64) | University students | DASS-21 | MTUAS | Negative association with depression and anxiety | Depression r = -0.11 Anxiety r = -0.07 |
PSMU measurement tools
Measurement tools | Authors (year and country of study) | Score | Psychometric properties |
|---|---|---|---|
BFAS (6 items) | - Developed and validated in English by Andreassen et al. [44] (2012, Norway) - Validated in Arabic by Louragli et al. [40] (2019, Morocco) | From 1 (very rarely) to 5 (very often) | - For English version: (α = 0.83) (RMSEA = 0.046, CFI = 0.99) (χ2/df = 1.84, p > 0.05) - For Arabic version: (α = 0, 788) |
BSMAS (6 items) adapted from the BFAS | - Developed and validated in English by Andreassen et al. [45] (2016, Norway) - Validated in Persian by Lin et al. [7] (2017, Iran) | From 1 (very rarely) to 5 (very often) | - For English version: (α = 0.88) - For Persian version: (α = 0.86) (AVE = 0.51; CR = 0.86); (CFI = 0.993; TLI = 0.989; RMSEA = 0.057; SRMR = 0.039) |
ASMAS (14 items) adapted from the Young’s IAT | - Developed and validated in Arabic by Jamal Al-Menayes [8] (2015, Kuwait) | From 1 (strongly disagree) to 5 (all actually agree) | - Cronbach’s alpha (α = 0.82) |
SMQ, (10 items) | - Developed and validated in Persian by Farahnaz Pirouz [33] (2016, Iran) | From 0 (Not at all) to 6 (To a large extent) | - Cronbach’s alpha (α = 0.86) |
SMUD (27 items) | - Developed and validated in Arabic by Barbar et al. [35] (2020, Lebanon) | – | - Cronbach's alpha (α = 0.847) |
FIS (6 items) | - Developed and validated in English by Ellison et al. [46] (2007, United States) - Validated in Arabic by Nazzal et al. [39] (2018, Palestine) | From 1 (strongly disagree) to 5 (strongly agree) | - For English version: (α = 0.83) - For Arabic version: (α = 0, 78) |