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Table 2 Characteristics of included stepped-care studies

From: Statistical design and analysis in trials of proportionate interventions: a systematic review

First author

Intervention

Tailoring variable and decision rules (response unless otherwise stated)

Primary outcome

Statistical analysis

Analysis of stages

Ell [54]

Stepped care, three steps: (1) based on patient preference, patients start PST or antidepressant medication, 8 weeks, (2) a different antidepressant medication or the addition of antidepressant medication or PST, 4 weeks, (3) considered for additional PST, augmentation of low-dose trazodone for insomnia and referral to speciality mental health care

50% SCL-20 reduction

Depression remission was assessed by SCL-20 < 0.5 or PHQ-9 < 5

Logistic regression model used to compare the odds of achieving clinically meaningful improvement between treatment groups

No

Van’t Veer-Tazelaar [55]

Stepped care, four steps: (1) watchful waiting, (2) bibliotherapy, (3) PST, (4) antidepressant medication; stages were in 3-month cycles

CES-D < 16

MINI/DSM-IV diagnostic status of depressive and anxiety disorders

Incremental effectiveness computed as the difference in the probability of a disorder-free period between groups

No

Braamse [56]

Stepped care, two steps: (1) internet-based self-help programme, (2) contracting, individual face-to-face counselling, medication or referral to other services

PHQ-9 ≤ 10 and/or HADS < 8 and/or STAI < 40

Psychological distress using HADS and physical role function using EORTC-QLQ-C30

ANOVA

No

Patel [57]

Stepped care, four steps: (1) psychoeducation, (2) antidepressants, (3) interpersonal psychotherapy in addition to antidepressants or an alternative to antidepressants for those who did not respond to them, (4) referral to psychiatrist

Varying

ICD-10 diagnosis

Chi-squared and t-tests; mixed-effects models for longitudinal data

No

Gilliam [25]

Stepped care, two steps: (1) short therapist sessions and bibliotherapy, (2) longer therapist-directed sessions

Y-BOCS reduction ≥5 points plus a post-treatment score of ≤13

Y-BOCS total score and the clinician’s CGI severity rating

Repeated measures ANOVA

No

Kay-Lambkin [58]

Stepped care, four steps: (1) brief integrated CBT/MI intervention, one session, (2) four CBT/MI sessions, (3) four CBT/MI sessions, (4) four CBT/MI sessions

Varying

Depression and methamphetamine use

Small sample size, so no statistical analyses

No

Richter [18]

Stepped care, six steps: incremental therapy included the following add-on therapies at 4-week intervals: aliskiren 150–300 mg once daily, hydrochlorothiazide 12.5–25 mg once daily and finally amlodipine 5–10 mg once daily, as needed

Meet the target blood pressure at 4-week intervals

Estimated cumulative probability of patients achieving blood pressure target

Probability of reaching the blood pressure target, assessed by estimating control rates of patients who reached target per visit using life-table survivor estimates at each visit; summaries presented of change in blood pressure per treatment step

Yes

Mitchell [16]

Stepped care, three steps: (1) therapist-assisted self-help for 18 weeks, (2) fluoxetine until 1-year follow-up, (3) full CBT for 6 months

70% or more reduction in frequency of purging by the end of Session 6

Recovery (no binge eating or purging behaviours in the past 28 days); remission (no longer meeting DSM-IV criteria)

ANOVA with the site × treatment interaction

No

Seekles [59]

Stepped care, four steps: (1) watchful waiting, 4 weeks, (2) guided self-help, (3) five short face-to-face PST sessions, (4) pharmacotherapy and/or specialised mental health care

IDS < 14 and HADS < 8 and WSAS < 6

IDS and HADS

t-tests to compare scores between two groups

No

Tolin [23]

Stepped care, two steps: (1) bibliotherapy, 6 weeks, (2) therapist-directed ERP sessions

Y-BOCS ≥5 and ≤13

Y-BOCS and cost

Mixed-effects model

No

van der Leeden [26]

Stepped care, four steps: (1) randomised to group or individual CBT sessions for children and parents, (2) five manual-based PCTA sessions, (3) additional five PCTA sessions

Children diagnosed with an anxiety disorder or who scored below the cut-off of the MASC

Change in proportion of children with any DSM-IV anxiety disorder

Percentages of children free of any anxiety disorder after each treatment phase and by intervention, e.g. intervention 1 only, 1 and 2, 1–3 and all combined; mixed-effects models for changes on the continuous variables

Yes

Apil [60]

Stepped care, four steps: (1) watchful waiting, 6 weeks, (2) bibliotherapy self-help booklet, 6 weeks, (3) 12 individual CBT weekly sessions, (4) referral to physician or psychotherapist for any indicated treatment

CES-D ≤16

Incidence of new depressive episode

Feasibility evaluated descriptively; chi-squared test used to test if selective drop-out biased results of incidence of a new depressive episode

No

Karp [61]

Stepped care, two steps: (1) 6 weeks open treatment with venlafaxine xr 150 mg/day and supportive management, (2) 14 weeks in which non-responders are randomised to high-dose venlafaxine xr (up to 300 mg/day) with PST for depression and pain or high-dose venlafaxine xr and continued supportive management

PHQ-9 of ≤5 for 2 weeks and at least 30% improvement in the average numeric rating scale for pain

Univariate pain and depression response and both observed and self-report disability

Number needed to treat between two interventions; repeated measures mixed-effect models for self-reported and observed physical disability between the two interventions across time

No

Dozeman [62]

Stepped care, four steps: (1) watchful waiting, 3 months, (2) activity scheduling, 3 months, (3) life review and consultation with GP, 3 months, (4) consultation with GP to discuss further treatment, 3 months

Improvement of ≥5 points on CES-D

Incidence of major depressive disorder or anxiety disorder using MINI

Incidence rate ratio using an unadjusted and adjusted Poisson regression analysis of MINI/DSM-IV depressive and anxiety cumulative incidence (1 = developed a disorder and 0 = remained disorder-free) on the treatment indicator

No

Nordin [24]

Stepped care, two steps: (1) low-intensity stress-management intervention given to all patients, (2a) more intensive group stress management treatment, (2b) more intensive individual stress management treatment

Decrease in stress-related symptoms measured by IES or HADS from clinical levels to normal results

Subjective distress (intrusion and avoidance) assessed by IES

Repeated measures ANOVA (continuous variables) and chi-squared test (categorical variables)

No

Jakicic [11]

Stepped care, six steps: (1) monthly group intervention session plus weekly mailed lessons and submission of self-monitoring diaries, (2) continue step 1 plus 10-minute monthly telephone contact, (3) step 2 plus second 10-minute telephone contact each month, (4) step 3 plus 1 individual in-person intervention contact per month, (5) step 4 plus meal replacement shakes and bars provided to replace one meal and one snack per day, (6) step 5 plus replace one telephone contact with second individual session per month; modified based on weight-loss achievement at 3-month intervals

Weight-loss goals 5% at 3 months, 7% at 6 months, 10% at 9 months, and remained at 10% at 12, 15 and 18 months

Change in weight over 18 months

t-test to compare mean weight loss between groups; mixed-effects models for longitudinal data

No

Pommer [63]

Stepped care, three steps: (1) four sessions of extensive psycho-education, (2) a course on coping with depression and/or anxiety, 10 consultations, (3) coaching (six booster sessions on top of step 2) complemented with optional antidepressant and/or anxiolytic medication

PHQ-9 < 7 and/or GAD-7 < 8

PHQ-9, GAD-7 and MINI

Chi-squared and t-tests; mixed-effects models for longitudinal data

No

Lamb [17]

Stepped care, two steps: (1) Whiplash Book advice or active management advice, (2a) single session of physiotherapist advice or (2b) up to six sessions of physiotherapy

Non-response if persistent symptoms 3 weeks after emergency department attendance (WAD grades I–III)

Neck Disability Index

Mixed models to account for clustering effects from NHS trusts and therapists in step 2

Yes

Krebber [27]

Stepped care, four steps: (1) watchful waiting, 2 weeks, (2) guided self-help via internet or booklet, 5 weeks, plus six phone or email coaching sessions, (3) PST administered by a specialised nurse, (4) specialised psychological intervention or antidepressant medication chosen in cooperation between patient and care co-ordinator

HADS-A or HADS-D ≤ 7

HADS

Repeated measures ANOVA (continuous outcomes); generalised estimating equations used to evaluate longitudinal changes

No

Borsari [21]

Stepped care, two steps: (1) brief advice session, (2a) brief motivational intervention, (2b) assessment only

Non-response if student has heavy episodic drinking ≥4 and/or alcohol-related consequences ≥5 in the past month they were randomised to receive step 2 or control (assessment only)

Heavy episodic drinking and peak blood alcohol content

Comparison of outcomes at 3, 6 and 9 months between those assigned to (2a) or (2b) using generalised estimating equations for longitudinal data

Yes

Watson [13]

Stepped care, three steps: (1) behavioural change counselling, one session, (2) motivational enhancement therapy, three sessions, (3) local specialist alcohol services

Three-item AUDIT-C <5

Average drinks per day

Linear mixed model, to account for variation in GP practice and allocated therapist

No

Oosterbaan [29]

Stepped care, two steps: (1) self-help course, (2) CBT in combination with antidepressant medication

CGI-S < 3

% of patients responding to and remitting after treatment measured using CGI-S

Logistic mixed-effects models; analysis after steps 1 and 2

Yes

van Dijk [64]

Stepped care, four steps: (1) watchful waiting, (2) guided self-help, (3) PST, (4) referral to GP

PHQ-9 ≥ 6

Cumulative incidence of DSM-IV major depressive disorder using MINI

Logistic mixed-effects models

No

Arving [65]

Stepped care, two steps: (1) low-intensity stress management consisting of two counselling sessions over 6 weeks, (2) more intensive stress-management treatment consisting of 4–7 sessions

IES and HADS score at 6-week assessment not clinically significant

Avoidance and intrusions

Repeated measures ANOVA (continuous variables) and chi-squared test (categorical variables)

No

Mattsson [28]

Stepped care, two steps: (1) self-help material, chat forum and FAQ section, (2) CBT

HADS subscale <7 at 1, 4 or 7 months after inclusion

HADS, 20% change as clinically relevant

Repeated measures ANOVA to compare intervention and control group regarding anxiety, depression, post-traumatic stress and health-related QoL

No

Carels [12]

Stepped care, three steps: (1) group-based behavioural weight-loss programme, 6 weeks, (2a) behavioural weight-loss programme, 6 weeks or (2b) self-help, (3a) behavioural weight-loss programme, 6 weeks or (3b) self-help

Meet the 3% weight-loss target

% weight loss

Repeated measures ANOVA (continuous variables) and chi-squared test (categorical variables) to compare differences between treatment groups at the end of each stage and the end of the whole intervention

Yes

van der Aa [66]

Stepped care, four steps: (1) watchful waiting, (2) guided self-help, (3) PST, (4) referral to GP

CES-D < 16 or HADS-A < 7

MINI

Survival analysis and mixed-effects model

No

Muntingh [67]

Stepped care, four steps: (1) guided self-help, (2) CBT, six sessions, (3) antidepressant medication prescribed by GP, (4) optimisation of medication in primary care or referral to secondary care

50% reduction in BAI score and BAI ≤ 11

BAI score

Difference in gain BAI gain scores from baseline; inverse probability weighting used, accounts for variation in receiving treatment

No

Hamall [19]

Stepped care, three steps: (1) family resilience and well-being fact sheet, (2) family resilience and well-being activity booklet, (3) family resilience information support group or waiting list control

Step 2: parents eligible if have a child attending one of four selected outpatient clinics at the paediatric hospital. Step 3: eligible if K10 ≥ 15

Parental well-being (K10); family functioning (McMasters Family Assessment Device); social connectedness (Medical Outcomes Study Social Support Survey); family beliefs

Descriptive statistics used for step 1. ANOVA for effect of booklet intervention for all participants in step 2 and sustained change tested using a repeated measures mixed-effects model for the participants who did not move into step 3. ANOVA to examine additional effect of the information support group relative to waiting list control group

Yes

Gureje [68]

Stepped care, three steps: (1a) eight weekly psychoeducation and PST sessions, (1b) eight weekly psychoeducation and PST sessions plus doctor’s advice on treatment, (2a) four monthly psychoeducation and weekly PST sessions, (2b) eight weekly psychoeducation and PST sessions, (2c) consult doctor plus eight weekly psychoeducation and PST sessions, (3a) four monthly psychoeducation and weekly PST sessions, (3b) consult doctor plus eight weekly psychoeducation and PST sessions

Step 1: (1a) if PHQ-9 = 11–14, (1b) if PHQ-9 ≥ 18. Step 2: (2a) PHQ-9 < 11, (2b) PHQ-9 = 11–17, (2c) PHQ-9 ≥ 18. Step 3: (3a) PHQ-9 < 11, (3b) PHQ-9 ≥ 11

Recovery from depression at 12 months as shown by PHQ-9 ≤ 6

Mixed-effects regression model

No

Stoop [69]

Stepped care, three steps: (1) four weekly psychoeducation individual meetings, (2) 10 weekly individual meetings covering the coping with depression/anxiety course, (3) advice to meet GP to discuss optional medication and six booster sessions during 6 months; followed by monitoring of symptoms of depression or anxiety if remission

PHQ-9 < 7 and/or GAD-7 < 8

Symptoms of anxiety and depression after 12 months of intervention and 6 months post-intervention

ANCOVA and clinical significance in terms of effect size

No

Stam [20]

Risk-factor-guided intervention including: (1) medication adjustment if three or more prescribed fall-risk-increasing drugs, (2) stepped care if anxiety disorder or depression, (3) exercise therapy if impaired functional mobility; those eligible for more than one intervention start them at the same time. Stepped care, four steps: (1) watchful waiting, 6 weeks, (2) guided self-help treatment, 6 weeks, (3) PST maximum six sessions, (4) referral to GP

GAD-7 < 10, PHQ-9 < 10, or positive PHQ-PD score

Dizziness-related impairment, assessed using the Dizziness Handicap Inventory

Mixed-effects models for longitudinal data to compare intervention and control groups, regardless of number of interventions; separate subgroup analyses for three groups that received one of three interventions

No

Lock [15]

Adaptive intervention, intensive family coaching, consisting of FBT/IPC: four sessions of FBT plus three sessions of IPC

Weight gain ≥2.3 kg after FBT, proceed to IPC

Retentions and treatment use, suitability and expectancy, clinical outcomes, changes in parental self-efficacy

Feasibility and acceptability compared across the randomised groups (FBT versus FBT/IPC) using chi-squared test and t-test

No

Schuurhuizen [70]

Targeted selection by a nurse (HADS ≥ 13 or Lastmeter ≥ 5), enhanced care (treatment managed by a trained nurse) and stepped care. Stepped care, four steps: (1) watchful waiting, 3 weeks, (2) guided self-help programme, 5–7 weeks, maximum six sessions in 10 weeks, (3) face-to-face PST, (4) psychotherapy, medication or a referral to other services (e.g. social work)

HADS < 13

Psychological distress measured by HADS

ANCOVA for difference between groups; time patients entered stepped care and the response to treatment (progression or not) are accounted for via a covariate

No

Haug [71]

Stepped care, three steps: (1) short psychoeducation, (2) 10 weeks’ internet-based self-help programme, (3) 12 weeks of individual CBT

Two out of three of the following criteria: (1) loss of primary diagnosis (SCID-I), (2) CSR ≤ 3 and reduced by at least two points, (3) for panic disorder, BSQ ≤ 2.5, and for seasonal affective disorder, SPS ≤ 25

CSR, a 0–8 severity rating of the primary anxiety diagnosis

Multiple regression analyses enhanced with the full information; maximum likelihood estimation of missing data

No

Salloum [72]

Stepped care, two steps: (1) three therapist-led sessions, 11 parent–child meetings at home over 6 weeks using a workbook, weekly brief phone support, online psychoeducation information and video demonstrations, (2) nine trauma-focussed CBT sessions

PTS ≤ 3, or TSCYC-PTS ≤ 39 and an CGI-I rating of 3, 2 or 1

TSCYC-PTS

Linear mixed-effects models (continuous outcomes); generalised linear mixed-effects models (non-continuous outcome) for longitudinal data

No

Painter [73]

Stepped care, five steps: (1) watchful waiting, (2) depression care team treatment suggestions (counselling or pharmacotherapy, considering participant preference), (3) pharmacotherapy suggestions after review of treatment history, (4) combination pharmacotherapy and speciality mental health counselling, (5) referral to speciality mental health

Non-response defined on five different measures: antidepressant adherence, counselling non-adherence, report of severe adverse effects, increase in PHQ-9 from baseline by ≥5 or <50% decrease from enrolment PHQ-9

Quality-adjusted life years and percentage of participants with depression treatment response

Generalised linear models to calculate predicted expenditure for each participant to determine incremental cost; logistic regression models to compare the odds of achieving clinically meaningful improvement (SCL-20 improved by ≥50%) between groups

No

  1. ANCOVA Analysis of covariance; ANOVA analysis of variance; AUDIT-C Alcohol Use Disorders Identification Test, Consumption; BAI Beck Anxiety Inventory; BSQ Body Sensations Questionnaire; CBT cognitive behavioural therapy; CES-D Epidemiologic Studies Depression Scale; CGI Clinical Global Impression; CGI-I Clinical Global Impression, Improvement Scale; CGI-S Clinical Global Impression, Severity Scale; CSR Clinicians’ Severity Rating; DSM-IV Diagnostic and Statistical Manual of Mental Disorders; EORTC-QLQ-C30 European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire; FAQ Frequently asked questions; FBT Family-based Treatment; GAD-7 Generalised Anxiety Disorder, 7; GP general practitioner; HADS Hospital Anxiety and Depression Scale; HADS-A Hospital Anxiety and Depression Scale, Anxiety; HADS-D Hospital Anxiety and Depression Scale, Depression; ICD-10 International Statistical Classification of Diseases and Related Health Problems, 10th revision; IDS Inventory of Depressive Symptomatology; IE; IES Impact of Events Scale; IPC Intensive Parental Coaching; K10 Kessler Psychological Distress Scale; MASC Multidimensional Anxiety Scale for Children; MI motivational interview; MINI Mini International Neuropsychiatric Interview; NHS National Health Service; PCTA Parent–Child Treatment for Anxiety; PHQ-9 Patient Health Questionnaire; PHQ-PD Patient Health Questionnaire, Panic Disorder Subscale; PST problem-solving treatment; QoL quality of life; SCID-I Structured Clinical Interview for DSM-IV; SCL-20 20-item Symptom Checklist Depression Scale; SPS Sensory Processing Sensitivity; STAI State-Trait Anxiety Inventory; TSCYC-PTS Trauma Symptom Checklist for Young Children, Post-Traumatic Stress Subscale; WAD Whiplash-Associated Disorders; WSAS Work and Social Adjustment Scale; Y-BOCS Yale–Brown Obsessive–Compulsive Scale