| Literature DB >> 35737665 |
Pim Cuijpers1,2, Eva Heim3,4, Jinane Abi Ramia1,5, Sebastian Burchert6, Kenneth Carswell7, Ilja Cornelisz8, Christine Knaevelsrud6, Philip Noun3, Chris van Klaveren8, Edith Van't Hof7, Edwina Zoghbi9, Mark van Ommeren7, Rabih El Chammay5,10.
Abstract
BACKGROUND: Most displaced people with mental disorders in low- and middle-income countries do not receive effective care, and their access to care has deteriorated during the Coronavirus Disease 2019 (COVID-19) pandemic. Digital mental health interventions are scalable when digital access is adequate, and they can be safely delivered during the COVID-19 pandemic. We examined whether a new WHO-guided digital mental health intervention, Step-by-Step, in which participants were supported by a nonspecialist helper, was effective in reducing depression among displaced people in Lebanon. METHODS ANDEntities:
Mesh:
Year: 2022 PMID: 35737665 PMCID: PMC9223343 DOI: 10.1371/journal.pmed.1004025
Source DB: PubMed Journal: PLoS Med ISSN: 1549-1277 Impact factor: 11.613
Fig 1Flowchart.
Demographic and baseline characteristics.
| Intervention ( | Control ( | Total ( | |
|---|---|---|---|
| Age, M (SD) | 31.4 (8.5) | 31.6 (8.9) | 31.5 (8.7) |
| Female gender | 174 (61.7) | 158 (55.2) | 332 (58.3) |
|
| |||
| Never married | 57 (20.1) | 60 (21.0) | 117 (20.6) |
| Married | 200 (70.7) | 203 (71) | 403 (70.1) |
| Other | 26 (9.2) | 23 (8.0) | 49 (8.6) |
|
| |||
| Primary/elementary | 91 (32.2) | 91 (31.8) | 182 (32.0) |
| Secondary | 101 (35.7) | 108 (37.8) | 209 (36.7) |
| Undergraduate/BSc | 66 (23.3) | 66 (23.1) | 132 (23.2) |
| Graduate/MSc | 8 (2.8) | 9 (3.1) | 17 (3.0) |
| Other | 17 (6.0) | 12 (4.2) | 29 (5.1) |
|
| |||
| Paid work | 21 (7.4) | 36 (12.6) | 57 (10.0) |
| Nonpaid work | 80 (28.3) | 71 (24.8) | 151 (26.5) |
| Student | 9 (3.2) | 13 (4.5) | 22 (3.9) |
| Unemployed | 169 (59.7) | 165 (57.7) | 334 (58.7) |
| Other | 4 (1.4) | 1 (0.3) | 5 (1.0) |
aAll cells indicate n (%), unless otherwise indicated.
Bsc, bachelor degree; M, means; Msc, master’s degree; SD, standard deviation.
Inferential statistics of treatment outcome measures for complete cases: means, standard deviation, and N.
| Baseline | Posttest | 3 months follow-up | ||||
|---|---|---|---|---|---|---|
| Intervention | Control | Intervention | Control | Intervention | Control | |
|
| 614 | 635 | 238 | 321 | 202 | 272 |
|
| ||||||
| PHQ-9 | 16.39 (4.15) | 16.37 (4.24) | 10.19 (6.32) | 13.57 (5.48) | 9.22 (6.07) | 12.54 (5.79) |
| WHODAS | 33.00 (8.66) | 33.06 (8.63) | 26.62 (9.24) | 29.98 (9.34) | 25.69 (9.30) | 28.76 (9.55) |
|
| ||||||
| WHO-5 | 7.02 (4.26) | 7.21 (4.49) | 11.02 (5.75) | 8.60 (5.26) | 11.98 (5.78) | 9.04 (5.34) |
| GAD-7 | 15.56 (4.81) | 15.84 (4.71) | 10.24 (5.77) | 13.79 (5.52) | 9.89 (5.75) | 12.77 (5.81) |
| PCL-5 | 19.30 (6.38) | 19.72 (6.30) | 13.84 (7.71) | 17.35 (7.08) | 12.96 (7.85) | 16.20 (7.74) |
| PSYCLOPS | 16.63 (3.70) | 16.97 (3.44) | 11.57 (5.47) | 14.44 (4.62) | 10.5 (5.73) | 13.07 (5.52) |
GAD-7, General Anxiety Disorder-7; PCL-5, PTSD Checklist for DSM-5; PHQ-9, Patient Health Questionnaire; PSYCHLOPS, Psychological Outcomes Profile; WHO-5, WHO Wellbeing Index; WHODAS, WHO Disability Assessment Schedule-12.
Step-by-step treatment effect estimates.
| Posttest | Follow-up | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 MI | Model 2 RFLB | Model 1 MI | Model 2 RFLB | |||||||
| B MI (SE) |
| Effect size (95% CI) | B Lower bound (SE) | B Upper bound (SE) | B MI (SE) |
| Effect size (95% CI) | B Lower bound (SE) | B Upper bound (SE) | |
| Primary | ||||||||||
| • PHQ-9 | −2.81 (0.66) | <0.001 | 0.48 (0.26; 0.70) | −4.78 (0.84) | −0.89 (0.83) | −3.63 (0.72) | <0.001 | 0.61 (0.37; 0.85) | −5.85 (0.99) | −1.27 (0.94) |
| • WHODAS | −3.27 (0.98) | <0.001 | 0.35 (0.14; 0.56) | −6.63 (1.37) | 0.11 (1.35) | −4.28 (1.13) | <0.001 | 0.45 (0.22; 0.68) | −8.00 (1.54) | −0.20 (1.41) |
| Secondary | ||||||||||
| • WHO-5 | 2.57 (0.58) | <0.001 | 0.47 (0.26; 0.68) | 0.90 (0.84) | 4.86 (0.80) | 2.80 (0.65) | <0.001 | 0.51 (0.28; 0.74) | 1.05 (0.93) | 5.66 (0.89) |
| • GAD-7 | −2.56 (0.61) | <0.001 | 0.46 (0.24; 0.68) | −5.17 (0.83) | −1.06 (0.85) | −2.37 (0.71) | 0.001 | 0.41 (0.17; 0.65) | −5.18 (0.97) | −0.55 (0.88) |
| • PCL-5 | −2.61 (0.75) | <0.001 | 0.36 (0.16; 0.56) | −6.29 (1.09) | −0.36 (1.16) | −3.00 (0.94) | 0.002 | 0.39 (0.15; 0.63) | −6.54 (1.26) | −0.42 (1.26) |
| • PSYCLOPS | −2.43 (0.53) | <0.001 | 0.49 (0.28; 0.70) | −5.04 (0.72) | −1.23 (0.81) | −2.24 (0.74) | 0.003 | 0.40 (0.14; 0.66) | −4.92 (0.89) | −0.74 (0.93) |
aTreatment effects in model 1 are derived through multiple (150) imputations, assuming missing at random, applying multivariate normal regression, imputation by experimental group, and accommodating arbitrary missing outcome value patterns using an iterative MCMC method. Prescore and background controls (trial dummy, gender, and a dummy for whether a participant had missing values on 1 or more of these characteristics) are included for improved precision of the regression point estimates reported in model 1. Effect sizes reported in model 1 are Hedges g, combining MI estimation results using Rubin’s rules. Treatment effects in model 2 are derived through RFLB procedure, assuming missing not at random for the differential attrition between treatment arms.
B, B coefficient; CI, confidence interval; GAD-7, General Anxiety Disorder-7; MI, according to multiple imputation procedure; PCL-5, PTSD Checklist for DSM-5; PHQ-9, Patient Health Questionnaire-9; PSYCHLOPS, Psychological Outcomes Profile; RFLB, according to Random Forest Lee Bounds procedure; SE, standard error; WHO-5, WHO Wellbeing Index; WHODAS, WHO Disability Assessment Schedule-12.
Response and complete remission rates.
| ITT | Completers | |||||||
|---|---|---|---|---|---|---|---|---|
| Treatment | Control | OR (95% CI) | NNT (95% CI) | Treatment | Control | OR (95% CI) | NNT (95% CI) | |
| Response | 37.1% (105/283) | 13.3% (38/286) | 3.8 (2.5; 5.8) b) | 4 (3.3; 5.9) | 40.1% (57/142) | 13.3% (24/180) | 4.4 (2.5; 7.5) | 4 (2.8; 5.8) |
| Complete remission | 20.8% (59/283) | 4.9% (14/286) | 5.1 (2.8; 9.4) b) | 6 (4.7; 9.4) | 21.1% (30/142) | 3.9% (7/180) | 6.6 (2.8; 15.6) | 6 (4.1; 10.0) |
a)Response was defined as a 50% reduction in depressive symptoms on the PHQ-9 from baseline to posttest; complete remission was defined as a score of <5 on the PHQ-9.
bThe associated p-value was p < 0.001.
ITT, intention-to-treat analyses; NNT, numbers needed to treat; OR, odds ratio; PHQ-9, Patient Health Questionnaire.