| Literature DB >> 35055841 |
Stephen X Zhang1, Richard Z Chen2, Wen Xu3, Allen Yin4, Rebecca Kechen Dong5, Bryan Z Chen1, Andrew Yilong Delios6, Saylor Miller7, Roger S McIntyre8, Wenping Ye9, Xue Wan10.
Abstract
BACKGROUND: General population, frontline healthcare workers (HCWs), and adult students in Spain are at risk of anxiety, depression, and insomnia symptoms during the COVID-19 crisis. A meta-analysis of the individual studies on these symptoms would provide systematic evidence to aid policymakers and researchers in focusing on prevalence, risk, and best interventions.Entities:
Keywords: anxiety; depression; frontline healthcare workers; general population; meta-analysis
Mesh:
Year: 2022 PMID: 35055841 PMCID: PMC8775436 DOI: 10.3390/ijerph19021018
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1A PRISMA flow diagram.
Study characteristics for mental health symptoms in COVID-19 epidemic in Spain.
| Characteristics | Total Number of Studies/Samples * | Percent (%) | Level of Analysis |
|---|---|---|---|
| Overall | 28/38 | 100 | |
| Design | Study | ||
| Cohort | 4 | 14.29 | |
| Cross-sectional | 24 | 85.71 | |
| Publication status | Study | ||
| Preprint | 2 | 7.14 | |
| Published | 26 | 92.86 | |
| Quality | Study | ||
| >6 | 7 | 25.0 | |
| Between 5 and 6 | 21 | 75.0 | |
| <5 | 0 | 0.0 | |
| Population | Sample | ||
| Frontline HCW | 3 | 7.89 | |
| General population | 30 | 78.95 | |
| Student | 5 | 13.16 | |
| Outcome # | Prevalence | ||
| Anxiety | 52 | 47.1 | |
| Depression | 52 | 47.1 | |
| Insomnia | 5 | 4.59 | |
| Severity # | Prevalence | ||
| Above mild | 39 | 35.78 | |
| Above moderate | 30 | 27.52 | |
| Severe | 23 | 21.1 | |
| Overall | 17 | 15.6 | |
| Median (mean) | Range | ||
| Sample size | 1199 (2272) | 44–21207 | Sample |
| Response rate | 70.3% (73.9%) | 20.0–98.0% | Sample |
| Female portion | 70.25% (64.7%) | 0–100% | Sample |
* One study may include multiple independent samples such as frontline HCWs and general population [31]. # The total prevalence of mental health outcomes is larger than the 38 samples because one sample can assess multiple mental health outcomes including anxiety, depression, and insomnia. Similarly, a study may report multiple levels of severity on each mental health outcome for each sample.
Figure 2(A–C). Forest plot of the prevalence of anxiety, depression and insomnia.
The pooled prevalence rates of mental health symptoms by subgroups of population, outcome, and severity.
| First-Level Subgroup | Second-Level Subgroup | Prevalence (%) | 95% CI |
|---|---|---|---|
| Aggregated prevalence | 22% | 18–26% | |
| Population | Frontline HCW | 42% | 22–64% |
| General population | 19% | 16–23% | |
| Student | 50% | 32–69% | |
| Outcome | Anxiety | 20% | 15–25% |
| Depression | 22% | 18–28% | |
| Insomnia | 57% | 48–66% | |
| Severity | Above mild | 38% | 30–46% |
| Above moderate | 18% | 14–21% | |
| Severe | 7% | 5–9% | |
| Overall | 25% | 16–34% | |
| Quality | Studies with high quality | 21% | 15–27% |
| Studies with medium quality | 23% | 19–27% |
Note: CI = Confidence Interval.
Figure 3Depiction of publication bias in the baseline meta-analysis of proportion studies based on Doi plot and the Luis Furuya-Kanamori (LFK) index -a score that is within ±1 indicates ‘no asymmetry’.
Subgroup analyses of the prevalence of anxiety, depression, and insomnia.
| Groups | Subgroups | Anxiety | Depression | Insomnia |
|---|---|---|---|---|
| Number of studies | 22 | 22 | 3 | |
| Number of samples | 29 | 30 | 5 | |
| Total # participants | 82,024 | 82,890 | 745 | |
| Aggregated | 20%, 95% CI: 15–25% | 22%, 95% CI: 18–28% | 57%, 95% CI: 48–66% | |
| Population | Frontline HCW | 46%, 95% CI: 14–80% | 33%, 95% CI: 06–69% | 57%, 95% CI: 47–66% |
| General population | 17%, 95% CI: 12–22% | 20%, 95% CI: 16–25% | 55%, 95% CI: 48–61% | |
| Student | 39%, 95% CI: 18–62% | 59%, 95% CI: 58–61% | 64%, 95% CI: 59–68% | |
| Severity | Above mild | 34%, 95% CI: 20–50% | 36%, 95% CI: 29–43% | 57%, 95% CI: 48–66% * |
| Above moderate | 19%, 95% CI: 12–26% | 17%, 95% CI: 14–20% | ||
| Severe | 8%, 95% CI: 5–12% | 6%, 95% CI: 4–8% | ||
| Overall | 16%, 95% CI: 5–12% | 35%, 95% CI: 28–43% | ||
| Instrument | DASS-21 | 15%, 95% CI: 11–20% | 21%, 95% CI: 15–28% | |
| GAD-7/PHQ-9 | 31%, 95% CI: 17–46% | 22%, 95% CI: 13–32% |
Note: 95% CI = 95% Confidence Interval. * For insomnia, all severity level is mild above in the studies we examined.