| Literature DB >> 33066008 |
Julia Dratva1,2, Annina Zysset1, Nadine Schlatter1, Agnes von Wyl3, Marion Huber1, Thomas Volken1.
Abstract
University students were confronted with abrupt changes to their daily lives by the COVID-19 lock-down. We investigated Generalized Anxiety Disorder Scale-7 (GAD-7) and anxiety levels, and the association between perceived impact on well-being, studies, and daily lives and anxiety levels, adjusted for gender, age, social class and affiliation. Early in the lock-down all students of the Zurich University of Applied Sciences (N = 12,429) were invited to a voluntary longitudinal health survey. Participation rate was 20% (n = 2437): 70% females, median age 25 yrs. (IQR 23-28). A total of 10% reported a deterioration of well-being compared to pre-Corona. LCA yielded three classes varying in perceived COVID-19 impact: 1 (low, n = 675), 2 (moderate, n = 1098), and 3 (strong, n = 656). Adjusted proportion of moderate to severe anxiety by class were 45% (95% CI: 28.0-62.0), 15.5% (95% CI: 13.1-17.9), and 5.1% (95% CI: 4.7-5.6), respectively. Multivariate regression analyses yielded an OR for moderate to severe anxiety of 3.88 (95% CI: 2.5-6.0, class 2) and 22.43 (95% CI: 14.5-34.6, class 3) compared to class-1. The investigated association implies that containment measures have a selective effect on anxiety in students. The diversity of students' perception and associated anxiety should be monitored and considered in future response to pandemics.Entities:
Keywords: COVID-19; GAD-7; anxiety; latent class analyses; university students; young adults
Mesh:
Year: 2020 PMID: 33066008 PMCID: PMC7599649 DOI: 10.3390/ijerph17207433
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Participants’ characteristics by latent classes.
| Characteristics | Total | Latent Class 1 1 | Class 2 1 | Class 3 1 |
|---|---|---|---|---|
| M (SD)/% | M (SD)/% | M (SD)/% | M (SD)/% | |
| Age (years) ** | 26.4 (5.6) | 26.9 (5.9) | 26.0 (5.2) | 26.6 (5.9) |
| Gender | ||||
| Male | 30.0 | 32.1 | 28.8 | 29.9 |
| Female | 69.9 | 67.6 | 70.9 | 69.4 |
| Others | 0.4 | 0.3 | 0.3 | 0.8 |
| Affiliation (Department) *** | ||||
| Applied Linguistics | 7.9 | 6.4 | 8.3 | 9.0 |
| Applied Psychology | 7.0 | 8.0 | 6.3 | 7.4 |
| Architecture, Design and Civil Engineering | 2.4 | 3.0 | 2.5 | 1.7 |
| Health Professions | 24.5 | 28.4 | 26.4 | 17.6 |
| Life Sciences and Facility Management | 12.4 | 12.1 | 12.7 | 12.4 |
| School of Engineering | 14.7 | 15.7 | 13.0 | 16.7 |
| School of Management and Law | 20.9 | 16.3 | 21.1 | 25.6 |
| Social Work | 9.8 | 10.1 | 9.8 | 9.5 |
| Bsc./Msc. Level ** | ||||
| Bachelor students | 87.2 | 84.4 | 86.9 | 90.3 |
| Master students | 12.8 | 15.6 | 13.1 | 9.5 |
| Study mode | ||||
| Part-time studies | 34.1 | 35.7 | 33.0 | 35.1 |
| Full-time studies | 65.4 | 64.3 | 67.0 | 64.9 |
| Nationality ( | ||||
| Swiss | 73.8 | 76.5 | 72.7 | 72.8 |
| Swiss dual citizenship | 17.9 | 15.0 | 19.0 | 19.0 |
| Foreign nationality | 8.3 | 8.5 | 8.3 | 8.2 |
| Subjective Parental Social Status at age 162 *** | 5.64 (1.64) | 5.74 (1.65) | 5.73 (1.56) | 5.37 (1.78) |
1 Latent class 1 = low; 2 = moderate, 3 = high impact on wellbeing and daily life, based on latent class analysis; 2 measured by McArthur Scale [25]. p-value *** <0.001, ** <0.01.
Anxiety sum score and severity levels, unadjusted and adjusted proportions, by latent class (n = 2179).
| Total ( | Latent Class 1 1 ( | Class 2 1 ( | Class 3 1 ( | ||||
|---|---|---|---|---|---|---|---|
| GAD-7 sum score 2 M (SD) | 6.5 (4.4) | 3.6 (3.1) | 6.0 (3.5) | 10.3 (4.5) | |||
| GAD-7 categories (in %) | unadj. | adj. (95% CI) 3 | unadj. | adj. (95% CI) 3 | unadj. | adj. (95% CI) 3 | |
| Minimal (0–4) | 38.6 | 69.1 | 38.4 | 7.8 | |||
| Mild (5–9) | 38.6 | 26.5 | 45.9 | 38.9 | |||
| Moderate (10–14) | 16.4 | 3.1 | 13.8 | 34.1 | |||
| Severe (15–21) | 6.4 | 1.3 | 1.3 (0.4–2.2) | 1.8 | 1.7 (0.9–2.5) | 19.2 | 18.1 (14.6–21.5) |
| Moderate to severe (>10) | 4.4 | 4.5 (2.8–6.2) | 15.6 | 15.5 (13.1–17.9) | 53.3 | 51.4 (47.0–55.9) | |
1 Latent class 1 = low; 2 = moderate, 3 = high impact on wellbeing and daily life, based on latent class analysis; 2 GAD-7: General anxiety disorder scale; 3 adjusted for age, sex, social status and affiliation.
Figure 1Latent class patterns. Legend: N = 2′429; Latent class 1 = low; 2 = moderate, 3 = high impact on wellbeing and daily life, based on latent class analysis.
Figure 2GAD-7 Predicted Marginals. Legend: N = 2′223; Latent class 1 = low; 2 = moderate, 3 = strong impact on wellbeing and daily life, based on latent class analysis; GAD 7: General anxiety disorder scale; unadjusted estimates (prediction and probability): A, C, E, estimates adjusted for age, sex, social status and affiliation: B, D, F. A and B estimated from OLS regression models with robust standard errors. C, D, E, and F estimated from logistic regressions with robust standard errors.
Association between latent classes and General Anxiety Disorder scale (GAD-7).
| Linear Regression Model | Logistic Regression Model | |||||
|---|---|---|---|---|---|---|
| GAD-7 Score 2
| GAD-7 2 ≥ 15 | GAD-7 2 ≥ 10 | ||||
| Variable |
| 95% CI | OR | 95% CI | OR | 95% CI |
| Latent class (ref = 1) 1 | ||||||
| Class 2 1 | 2.41 *** | 2.07–2.75 | 1.29 | 0.55–3.04 | 3.88 *** | 2.51–5.99 |
| Class 3 1 | 6.53 *** | 6.07–7.00 | 16.69 *** | 7.85–35.48 | 22.43 *** | 14.53–34.63 |
| Gender (ref = female) | ||||||
| Male | −1.34 *** | −1.75-(−0.93) | 0.52 | 0.31–0.87 | 0.54 *** | 0.39–0.74 |
| Other | −1.45 | −3.80–0.90 | 1.00 | 0.28 | 0.02–3.15 | |
| Age (years) | 0.02 | −0.01–0.05 | 1.02 | 0.98–1.06 | 1.02 * | 1.00–1.04 |
| Parent’s social status 3 | −0.10 | −0.21–0.00 | 1.07 | 0.94–1.21 | 0.91 * | 0.85–0.99 |
| Nationality (ref = Swiss) | ||||||
| Swiss dual nationality | −0.13 | −0.55–0.30 | 1.15 | 0.70–1.91 | 0.81 | 0.59–1.13 |
| Foreign nationality | 0.47 | −0.16–1.11 | 2.27 * | 1.20–4.27 | 1.22 | 0.80–1.85 |
| Faculty (ref = health professions) | ||||||
| Applied Linguistics | 1.26 *** | 0.63–1.90 | 2.36 * | 1.14–4.86 | 1.68 * | 1.06–2.65 |
| Applied Psychology | 0.31 | −0.39–1.00 | 1.41 | 0.57–3.48 | 1.00 | 0.57–1.75 |
| Architecture, Design and Civil Engineering | 0.12 | −0.70–0.95 | 1.89 | 0.44–8.18 | 0.86 | 0.34–2.19 |
| Life Sciences and Facility Management | 1.26 *** | 0.71–1.81 | 2.42 * | 1.20–4.88 | 1.79 ** | 1.18–2.73 |
| School of Engineering | 0.44 | −0.16–1.05 | 1.47 | 0.66–3.29 | 1.50 | 0.94–2.40 |
| School of Management and Law | 0.76 ** | 0.25–1.28 | 1.76 | 0.93–3.34 | 1.56 * | 1.07–2.27 |
| Social Work | 0.55 | −0.09–1.20 | 1.69 | 0.78–3.70 | 1.18 | 0.73–1.89 |
| Constant | 3.45 *** | 3.08–3.83 | 0.01 *** | 0.00–0.02 | 0.04 *** | 0.03–00.7 |
*** p < 0.001, ** p < 0.01, * p < 0.05. 1 Latent class 1 = low; 2 = moderate, 3 = high effect on wellbeing and daily life, based on latent class analysis; 2 GAD-7: General anxiety disorder scale; 3 defined by Subjective social status of parents [25] (SSS), Model n < GAD-7 data/n = 2′223) sample due to missing covariates.