| Literature DB >> 29588325 |
Frank Iorfino1, Daniel F Hermens1,2, Shane Pm Cross1, Natalia Zmicerevska1, Alissa Nichles1, Caro-Anne Badcock3, Josine Groot1, Elizabeth M Scott1, Ian B Hickie1.
Abstract
OBJECTIVES: Mental disorders typically emerge during adolescence and young adulthood and put young people at risk for prolonged socioeconomic difficulties. This study describes the longitudinal course of social and occupational functioning of young people attending primary care-based, early intervention services.Entities:
Keywords: anxiety; depression; functional impairment; impairment;; longitudinal study; mental health
Mesh:
Year: 2018 PMID: 29588325 PMCID: PMC5875606 DOI: 10.1136/bmjopen-2017-020678
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Figure 1The frequency of the total number of time points recorded for each participant (median=4; light grey bar).
Figure 2The distribution of the total follow-up time for each participant in months. The bars have been shaded into quartiles (median=23 months). The majority of participants (50%) were followed up between 9 months and 49 months (ie, 4 years) after initial presentation, while 25% were followed up between 1 and 8 months, and the remaining 25% followed up between 50 months (ie, 4 years) and 126 months (ie, 10 years).
Criteria for selecting the number of trajectories
| Number of groups | BIC | Null model | BIC change |
| 1 | −8773.03 | 0 | – |
| 2 | −8372.01 | 1 | 401.022 |
| 3 | −8243.31 | 2 | 128.695 |
| 4 | −8215.51 | 3 | 27.802 |
| 5 | −8207.80 | 4 | 7.710 |
| 6 | −8166.46 | 5 | 41.339 |
| 7 | −8164.58 | 6 | 1.882 |
| 8 | −8162.05 | 7 | 2.528 |
| 9 | −8155.80 | 8 | 6.251 |
Bayesian Information Criterion (BIC) change presents the changes in the BIC value as the number of trajectory group’s increases. Large changes in BIC from 1 to 6 groups justified moving towards the more complex model; however, changes in BIC from 7 to 9 groups were rather small and compromised the balance between complexity and fit. Six trajectory groups were deemed to be the most parsimonious model.
Model selection for each functional impairment trajectory group
| Trajectory group | Parameter | Model 1 | Model 2 | Model 3 | Model 4 |
| 1 | Intercept | 51.61208 | 51.77906 | 51.21822 | 50.92215 |
| Linear | |||||
| Quadratic | |||||
| Cubic | −0.00022 | – | – | ||
| 2 | Intercept | 54.98897 | 54.95892 | 54.54367 | 54.75505 |
| Linear | −0.19938 | −0.18538 | 0.02760 | −0.03218 | |
| Quadratic | 0.00966 | 0.00901 | −0.00110 | – | |
| Cubic | −0.00012 | – | – | ||
| 3 | Intercept | 41.08481 | 42.22558 | 42.03591 | 42.21444 |
| Linear | |||||
| Quadratic | |||||
| Cubic | 0.00028 | – | – | – | |
| 4 | Intercept | 61.20176 | 61.32354 | 61.52807 | 61.44346 |
| Linear | 0.09497 | 0.04047 | 0.01924 | 0.02027 | |
| Quadratic | −0.00309 | −0.00039 | – | – | |
| Cubic | 0.00003 | – | – | – | |
| 5 | Intercept | 67.79146 | 68.08779 | 68.12046 | 68.11021 |
| Linear | |||||
| Quadratic | |||||
| Cubic | 0.00009 | – | – | – | |
| 6 | Intercept | 77.35888 | 77.40056 | 77.94966 | 77.93924 |
| Linear | 0.19581 | 0.13170 | 0.04127 | 0.04153 | |
| Quadratic | −0.00575 | −0.00168 | – | – | |
| Cubic | 0.00005 | – | – | – | |
| Model fit | BIC | −8166.462 | −8156.357 | −8148.227 | −8145.595 |
Parameter estimates are shown. Significant values are in bold. The first model identified that the cubic parameters for trajectories 3, 4, 5 and 6 were not significant and were thus dropped for model 2. Model 2 identified that the quadratic parameters for trajectories 4 and 6 were not significant, and that the cubic parameters for trajectories 1 and 2 were not significant and were dropped for model 3. Model 3 identified that the quadratic parameter for trajectory 2 was not significant and was dropped for model 4. The final model (model 4) had the highest Bayesian Information Criterion (BIC) and contained quadratic parameters for trajectories 1, 3 and 5 and linear parameters for trajectories 2, 4, and 6.
*P<0.05.
**P<0.01.
***P<0.001.
Figure 3The six distinct trajectories identified for Social Occupational Functional Assessment Scale (SOFAS) score over a 5-year period. The thickness of each line represents the sample size of that particular trajectory, relative to all others. The dotted line represents the clinical impairment cut-off, which is set at a SOFAS score of 69. Slight impairment—stable (n=24, 4%), intercept equal to 78 and linear trend over time; mild impairment—improvement (n=129, 23%), intercept equal to 68 and quadratic trend over time; moderate impairment—chronic (n=185, 33%), intercept equal to 61 and linear trend over time; serious impairment—chronic (n=158, 29%), intercept equal to 55 and linear trend over time; serious impairment—improvement (n=19, 4%), intercept equal to 42 and quadratic trend over time; serious impairment—deterioration (n=39, 7%), intercept equal to 51 and quadratic trend over time.
Baseline characteristics by functional impairment trajectory group (n=554)
| Total sample | Serious impairment—deterioration | Serious | Serious | Moderate | Mild | Slight | |
| N (%) | 554 (100) | 39 (7) | 158 (29) | 19 (4) | 185 (33) | 129 (23) | 24 (4) |
| Age, mean (SD) | 19.83 (3.77) | 20.26 (4.05) | 19.68 (3.70) | 18.37 (4.76) | 19.75 (3.88) | 20.12 (3.35) | 20.29 (4.23) |
| Female, n (%) | 297 (54) | 18 (49) | 77 (52) | 10 (56) | 103 (60) | 70 (58) | 19 (83) |
| NEET, n (%) | 113 (20) | 20 (51) | 47 (30) | 9 (47) | 32 (17) | 4 (3) | 1 (4) |
| Receiving government benefits, n (%) | 95 (17) | 16 (41) | 35 (22) | 4 (21) | 27 (15) | 11 (9) | 2 (8) |
| SOFAS score, mean (SD) | 60.45 (9.19) | 50.61 (7.25) | 54.90 (5.63) | 43.83 (7.05) | 61.39 (5.24) | 68.06 (5.35) | 78.13 (7.56) |
| Depression, n (%) | 237 (43) | 14 (37) | 70 (45) | 10 (53) | 72 (39) | 59 (47) | 12 (50) |
| Anxiety, n (%) | 99 (18) | 6 (16) | 24 (15) | 1 (5) | 36 (20) | 27 (21) | 5 (21) |
| Bipolar, n (%) | 108 (20) | 4 (11) | 31 (20) | 3 (16) | 38 (21) | 26 (21) | 6 (25) |
| Psychosis, n (%) | 34 (6) | 5 (13) | 10 (6) | 1 (5) | 14 (8) | 4 (3) | 0 (0) |
| Other, n (%) | 70 (13) | 9 (24) | 22 (14) | 4 (21) | 23 (13) | 11 (9) | 1 (4) |
| Medical diagnosis, n (%) | 142 (26) | 10 (26) | 41 (26) | 5 (26) | 51 (28) | 28 (22) | 7 (29) |
| Childhood diagnosis, n (%) | 75 (14) | 8 (24) | 23 (17) | 4 (22) | 21 (12) | 18 (15) | 1 (4) |
| Hospitalised, n (%) | 127 (23) | 9 (27) | 48 (35) | 7 (37) | 40 (23) | 18 (16) | 5 (24) |
| Suicide ideation, n (%) | 258 (47) | 15 (44) | 76 (57) | 10 (59) | 89 (53) | 59 (50) | 9 (41) |
| Suicide planning, n (%) | 94 (17) | 4 (12) | 38 (29) | 5 (29) | 29 (18) | 16 (14) | 2 (10) |
| Suicide attempts, n (%) | 91 (16) | 7 (20) | 36 (27) | 5 (28) | 22 (13) | 17 (15) | 4 (18) |
Column percentages are shown, except for the first row which shows the sample size for each trajectory group as a percentage of the total N. NEET, not in education, employment or training; SOFAS, Social and Occupational Functional Assessment Scale.