| Literature DB >> 24187499 |
Pepijn Vemer1, Clazien A Bouwmans, Moniek C Zijlstra-Vlasveld, Christina M van der Feltz-Cornelis, Leona Hakkaart-van Roijen.
Abstract
PURPOSE: Absence from work due to mental disorders is substantial. Additionally, long-term absence from work is associated with a reduced probability of return-to-work (RTW). Major depressive disorder (MDD) is a prevalent condition in Dutch occupational health care settings. An early estimate of the prognosis regarding RTW in patients with MDD could serve both as a point of departure for the identification of high-risk cases and as an instrument to monitor the course of the disorder and of RTW. In the current study, we aimed to assess the added value of health-related quality of life (HRQoL) and severity of depression to predict the time to RTW. PATIENTS AND METHODS: Data were derived from a prospective longitudinal study aimed to evaluate the cost effectiveness of a collaborative care treatment in sick-listed workers with MDD. We included demographic, job-related, and health-related variables. Severity of depression was measured using the Patient Health Questionnaire Depression Scale-9 (PHQ-9). HRQoL was measured using two generic preference-based instruments, the EuroQol 5-Dimension (EQ-5D™) and the Medical Outcomes Study Short Form Health Survey (SF-36). A survival model was constructed by applying different survival functions to assess the best fit for the data. Additionally, survival analyses were performed to assess the added value of the two HRQoL measures and depression severity for predicting RTW.Entities:
Keywords: HRQoL; major depressive disorder; return-to-work; survival analyses
Year: 2013 PMID: 24187499 PMCID: PMC3810438 DOI: 10.2147/NDT.S49883
Source DB: PubMed Journal: Neuropsychiatr Dis Treat ISSN: 1176-6328 Impact factor: 2.570
Characteristics of the study population at baseline (n = 122)
| Sick leave in days: mean (range) | 70 (35–155) |
| Female (%) | 54 |
| Age: mean (range) | 43.5 (21.5–71.3) |
| Educational level (%) | |
| Low | 18.9 |
| Moderate | 44.3 |
| High | 35.3 |
| Unknown | 1.6 |
| Working hours per week: mean (range) | 33.8 (12–45) |
| Working days per week: mean (range) | 4.5 (2–5) |
| Holds a management position (%) | 22 |
| JCQ – skill discretion: mean (range) | 34.6 (14–48) |
| JCQ – decision authority: mean (range) | 31.5 (12–48) |
| JCQ – psychological job demands: mean (range) | 35.1 (19–46) |
| JCQ – physical exertion: mean (range) | 6.1 (3–12) |
| JCQ – posture/physical isometric loads: mean (range) | 4.2 (2–8) |
| JCQ – job insecurity: mean (range) | 7.9 (5–11) |
| JCQ – supervisor support: mean (range) | 9.5 (4–14) |
| JCQ – co-worker support: mean (range) | 11.6 (5–16) |
| Comorbidity (%) | |
| Hypertension | 20.5 |
| Inflammation of head cavities | 13.1 |
| Serious spinal affliction | 11.5 |
| Migraine | 10.7 |
| PHQ-9: mean (range) | 16.0 (0–27) |
| PHQ-15: mean (range) | 13.1 (0–27) |
| EQ-5D: mean (range) | 0.582 |
| (–0.058 to 1.000) | |
| SF-6D: mean (range) | 0.565 |
| (0.381–0.746) | |
| Number of chronic illnesses: mean (range) | 1.3 (0–6) |
Notes: The educational levels ‘low’ and ‘moderate’ refer to different levels of general secondary education or pre-vocational secondary education. The educational level ‘high’ refers to higher professional or academic education. Skill discretion + decision authority = decision latitude; physical exertion + physical isometric loads = physical job demands; supervisor support + co-workers support = social support.
Abbreviations: EQ-5D, EuroQol 5-Dimension; JCQ, Job content Questionnaire; PHQ-9, Patient Health Questionnaire Depression Scale-9; SF-6D, Medical Outcomes Study Short Form-6 dimensions.
Estimation results for several survival curves, no covariates
| AIC | BIC | Log-likelihood ( | |
|---|---|---|---|
| Exponential | 330.83 | 333.64 | −164.42 (1) |
| Weibull | 330.38 | 335.99 | −163.19 (2) |
| Gompertz | 332.67 | 338.28 | −164.34 (2) |
| Log-normal | 325.39 | 331.00 | −160.69 (2) |
| Log-logistic | 326.06 | 331.66 | −161.03 (2) |
| Generalized gamma | 326.83 | 335.24 | −160.42 (3) |
Abbreviations: AIC, Akaike’s Information Criterion; BIC, Bayesian Information Criterion; df, degrees of freedom used in the likelihood ratio tests.
Estimation results for return-to-work after depression, using log-normal survival models
| Full Model | PHQ-9 Model | EQ-5D Model | SF-6D Model | |
|---|---|---|---|---|
| Personal variables | ||||
| Female | 0.868 | 0.886 | 0.852 | 0.716 |
| Age (in years) | 0.028 | 0.029 | 0.030 | 0.022 |
| Living with adult partner, no children | 0.433 | 0.434 | 0.438 | 0.330 |
| Job-related variables | ||||
| Holds a management function | −0.635 | −0.616 | −0.642 | −0.643 |
| Work week ≥36 hours | 0.686 | 0.712 | 0.678 | 0.641 |
| Amount of decision latitude (JCQ) | 0.018 | 0.018 | 0.019 | 0.013 |
| Amount of social support (JCQ) | −0.075 | −0.073 | −0.063 | −0.074 |
| Intervention (collaborative care) | −0.098 | −0.084 | −0.067 | −0.255 |
| Health-related variables | ||||
| PHQ-9 at baseline | 0.017 | |||
| EQ-5D at baseline (ln) | −0.210 | |||
| SF-6D at baseline (ln) | 1.167 | |||
| Constant | 1.728 | 1.281 | 1.180 | 3.540 |
| Sigma (ln) | −0.117 | −0.123 | −0.126 | −0.148* |
| Number of observations | 116 | 116 | 114 | 99 |
| Akaike’s information criterion (AIC) | 288.3 | 289.4 | 284.1 | 246.4 |
| Bayesian Information Criterion (BIC) | 315.9 | 319.7 | 314.2 | 274.9 |
Notes:
Measured using the logarithm of 1 minus the SF-6D.
P < 0.1;
P < 0.05;
P < 0.01.
Abbreviations: EQ-5D, EuroQol 5-Dimension; JCQ, Job Contents Questionnaire; ln, natural logarithm; PHQ-9, Patient Health Questionnaire Depression Scale-9; SF-6D, Medical Outcomes Study Short Form-6 dimensions.
Figure 1Estimated return-to-work for a patient with low, average, and high HRQoL, using the SF-6D model.
Abbreviations: HRQoL, health-related quality of life; SF-6D, Medical Outcomes Study short Form-6 dimensions.