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Table 4 Cost-effectiveness Outcomes: Pain

From: A systematic review of economic analyses of psychological interventions and therapies in health-related settings

Authors, Year

Type of Analysis

Type of Costs

Costs

Type of effectiveness outcome

Effectiveness

ICER (definition);

ICER (results)

Sensitivity Analysis (definitions)

Sensitivity analysis (results)

Authors conclude (Reviewer comments where these differ from authors)

De Boer et al. 2014 [45*]

CEA/CUA (SF-36 - RAND)

Total costs

Intervention: €1745;

Control: €1717;

Difference: €28 (CI = − 1293 to 1338)

PCS at baseline, 7 weeks and 15 weeks

Intervention: 19.82 (13.88) at baseline, 12.55 (11.53) at 7 weeks and 11.00 (11.49) at 15 weeks;

Control: 20.38 (11.38) at baseline, 17.13 (12.49) at 7 weeks and 16.10 (11.56) at 15 weeks;

Difference of 5 points on the PCS were gained

ICER (per every additional PCS point improvement):

No ICER provided for seven week end of treatment period. PCS was five points lower (better) in internet group, giving an ICER based of 40 (CI = − 228 to 56) meaning that for every additional point improvement on the PCS, 40 Euros is saved. Internet treatment is dominant.

Bootstrapping (Y/N;

iterations):

Bootstrapping (5000 replications)

Internet course was cost-effective compared to the group course.

Conclusions:

We conclude that the Internet-based cognitive-behavioural intervention was at least as effective as the face-to-face group intervention and, on some outcome measures appeared to be even more effective (unclear - poorly reported particularly sensitivity analysis details).

Medication costs

Intervention: €175;

Control: €208;

Difference: €33. Not significant (95% CI:-185 to 114);

F test (Group by time interaction) at 7 weeks and 15 weeks

2.891 (p = 0.096) at 7 weeks,

5.546 (p = 0.023) at 15 weeks

HCP contacts/Admissions

Intervention: €649;

Control: €707;

Difference: €58. Not significant (95%CI: − 600 to 386)

Productivity losses

Intervention: €922;

Control: €802;

Difference: €120. Not significant (95%CI: − 1065 to 1324)

Goossens et al. 2015 [46]

CUA

Total costs (SD), included number of sessions multiplied by the costs of the treatment team, plus expenses.

Intervention (EXP): €10,843.50 (1747.89);

Intervention 2 (GA): €13,477.71 (2450.28);

Difference: GA was €2643 (CI = − 8535 to =3058) more expensive due to greater number of sessions including a psychologist

Mean (SD) utility from SF-36

Intervention: 0.66 (0.14);

Control: 0.68 (0.14);

Difference: −0.15 (95%CI: −0.08 to 0.05).

ICER (cost per QALY gained):

Intervention is dominant

Bootstrapping (Y/N; iterations):

Y; 5000 replications.

Seems to be cost-effective but clinical study underpowered

Intervention costs

Intervention: €2166.84

Control: €1969.39

QALYs gained at 15 months

Intervention: 0.83 (0.13);

Control: 0.82 (0.12);

Difference: 0.01 (−0.6 to 0.07). Not significant.

WTP Threshold(s)

€0 to €80,000

Probability cost-effective at WTP threshold(s):

At €16,000 WTP for a QALY, the probability of EXP treatment being cost-effective is 81%.

At €80,000, the probability diminishes slightly, to 76%.

Kemani et al. 2015 [62*]

CEA (collects SF-6D but not used to derive QALYs)

Total gross costs at post treatment, 3 months and 6 months

Intervention (ACT): $6219 (5392) post-treatment, $6339 (5090) at 3 months and $7836 (5676) at 6 months;

Control (AR): $7584(5318) post-treatment, $6734(4437) at 3 months and $5694 (4713) at 6 months;

There were no statistically significant differences in any of the cost domains between groups at pre-treatment, posttreatment, or follow-up (p > 0.05). Post treatment and 3 month follow up ACT is significantly cheaper but not at 6 month follow-up

Pain disability at pre-treatment, mid treatment, post treatment, 3 month and 6 month follow ups:

Intervention:

39.1 (14) N = 29 at pre-treatment, 31.6 (15.6) N = 23 mid-treatment, 28.8 (16.1) N = 24 post treatment, 28.5 (16.6) N = 23 at 3 months and 31.2 (19.0) N = 19 at 6 months;

Control: 40.7 (14.1) N = 30 pre-treatment, 42.5 (14.6) N = 22 mid-treatment, 40.3 (13.6) N = 19 post treatment, 35.0 (18.8) N = 18 at 3 months and 34.0 (16.2) N = 18 at 6 months;

Linear growth model testing for differential linear change between treatments, produced a Beta of −8.30, SE = 2.94, p < 0.01.

ACT superior to AR in terms of improvements in disability Cohen’s d = 0.61 p < 0.01,at post-treatment but between post treatment and 6 month follow-up AR was superior to ACT (Beta 4.29 SE = 1.67,d = 0.63 p = 0.01).

ICER (cost per PDI change):

ACT was dominant at post-treatment, post assessment and at 3 month FU. At 6 month FU they report no significant differences in costs or effectiveness between the two conditions.

Bootstrapping (Y/N; iterations):

Y; 5000 replications.

ACT was more cost-effective than AR at post and 3-month follow-up assessment, but not at 6-month follow-up

Intervention costs per participant

Intervention costs per participant were estimated to $2177 for ACT. Intervention costs $2148 for AR.

Number of individuals demonstrating clinically significant change (defined as an improvement of 1 SD) at post-treatment, 3 months and 6 months

Intervention: 5/24, 4/23, 4/19;

Control: 0/19, 5/18, 2/18

Norton 2015 (but some data taken from Lamb 2010) [83, 84]

CUA (Markov Model with 1 and 10 year time horizons) EQ-5D

Total costs at 1 year, 10 years

Intervention (CBT):

$4779 at 1 year, $39,390 at 10 years;

Control (active management - AM): $5091 at 1 year, $45,125 at 10 years;

Difference: -$312 at one year and -$5735 at 10 years

EQ-5D data

Intervention: 59% improved at 1 year;

Control: 31% improved at 1 year.

ICER (cost per QALY gained):

$7197 per QALY gained at one year;

$5855 per QALY gained at ten years which is considered cost-effective.

Parameters varied:

Various scenario analyses exploring impact of changing relapse rate, utility values, volume of health services received, insurance plan, worst case

Cognitive Behavioural Therapy is cost-effective LBP care from the US commercial payer perspective

Medical costs at 1 year, 10 years

Intervention: $4779 at 1 year, $39,390 at 10 years;

Control: $5091 at 1 year, $45,125 at 10 years

Bootstrapping (Y/N; iterations):

Unclear (poorly reported), either bootstrapping or probabilistic sensitivity analysis; 5000 iterations.

Intervention costs per participant

Intervention (CBT plus AM): £187 (SE = 0.266).

Control: £14.05

WTP Threshold(s)

$50,000 and $100,000 have been cited as benchmarks in the United States

Herman (2017) [49]

CUA (SF-12/ SF-6D)

Healthcare (payer costs including out-patient care, emergency care, inpatient care, medicines, and imaging).

CBT $2760;

MBSR $1283;

UC $2265;

CBT vs UC + $495 (−$2741, +$3550);

MBSR vs UC -$982 (−$4108, +$1301);

MBSR vs CBT -$1477 (−$4956, +$1017).

QALY gains at 1 year follow up compared to baseline 1 year before intervention

CBT: 0.765;

MBSR 0.753;

UC 0.728 CBV vs UC: + 0.041 (+ 0.015, + 0.067);

MBSR vs UC: + 0.034 (+ 0.008, + 0.060).

ICER (cost per QALY gained):

CBT vs UC: $3049.

MBSR dominated UC (lower cost, higher number of QALYs gained).

Bootstrapping (Y/N; iterations):

Bootstrapped ICERs(1000 replications) produced a cost-effectiveness plane.

In this setting CBT and MBSR have high probabilities of being cost-effective, and MBSR may be cost saving, as compared to UC for adults with CLBP. These findings suggest that MBSR, and to a lesser extent CBT, may provide cost-effective treatment for CLBP for payers and society

Of which back pain related costs (back pain related code or pain related medication)

UC $699; CBT $1683; MBSR $572; CBT vs UC + 984 (−$1075, +$3385), MBSR vs UC -$127 (−$2670, +$942), MBSR vs CBT -$1111 (−$3662, +$488).

WTP Threshold(s)

$50,000/QALY

Societal costs including productivity losses

UC $6304, CBT $6428, MBSR $5580. CBT vs UC + $125 (−$4103, +$4347), MBSR vs UC -$724 (−$4386, +$2778), MBSR vs CBT -$849 (=$5338, +$2662).

Probability cost-effective at WTP threshold(s):

MBSR has a 90% probability of being cost-effective and CBT has an 81% probability.

Costs of therapist hours plus add-on costs.

Intervention costs for CBT and for MBSR were $150 per participant and $0 for UC.

Bennell et al., 2016 [35*]

CUA (AQoL)

Treatment costs per participant

PCST & exercise: AU$1065 Exercise: AU$439; PCST: AU$730.

Overall average knee pain intensity in the past week (0-100 scale);

At week 12, no significant between-group differences for reductions in pain;

ICER (cost per QALY gained):

Trial showed a cost savings from combined treatment but a smaller gain in QALYs. Mean net benefit of $2600 Australian was not statistically significant

  

Combined psychological and exercise intervention was significantly more efficacious for improving physical function, but not pain, than either treatment alone; cost effectiveness was not demonstrated (net benefit approach).

Physical function subscale of the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC);

PCST & exercise vs exercise alone:

3.7 units [95% CI 0.4, 7.0] PCST & exercise vs PCST alone:

Significantly 7.9 units [95% CI 4.7, 11.2]. Significantly greater improvements. These differences persisted at 32 weeks for both comparisons and at 52 weeks compared to PCST alone (but not compared to exercise alone).

% reporting overall improvements (pain/function) at 52 weeks

PCST & exercise:78%; Exercise: 54%; PCST: 56%.

AQol-6D

There was no significant difference in QALYs over 52 weeks

Hedman-Lagerlof et al. 2019 [17*]

CEA/CUA

Mean (SD) gross total costs post treatment:

Intervention (iEXP): $8903 (8123);

Control (WLC): $11,940 (11,833);

Intervention had significantly greater decrease in costs than control of $5097 (95%CI: − 9337 to − 857).

FIQ scores from baseline to post treatment

Intervention: 55.02 (16.78) to 36.44 (25.56);

Control: 57.86 (15.76) to 57.51 (21.62)

ICER (per additional responder as measured by reliable change in FIQ):

For societal perspective, intervention dominant using FIQ. Healthcare only perspective ICER per 1 additional responder (reliable change in FIQ) was $2211.

Bootstrapping (Y/N; iterations):

Y; 5000 replications.

Study indicates that this treatment may be highly cost-effective.

Mean (SD) direct medical costs

Intervention: $2847 (3729);

Control: $2685 (3335);

Difference (bootstrapped model): − 1445 (95%CI: − 3289 to + 400) not significant.

% of patients classified as treatment responders

Intervention: 44%;

Control: 11% classified as treatment responders.

Difference found to be significant in bootstrapped regression model (estimate = 0.33 (95% CI = 0.19 to 0.47), z = 4.66 p < 0.001.

Mean (SD) indirect medical costs

Intervention: $5283 (7086);

Control: $9178 (11,651);

Difference (bootstrapped model):

Significantly lower in intervention group 4380 (95% CI:-8036 to −724).

Change in utility scores (EQ-5D) from baseline to post treatment

Intervention: 0.48 (0.3) to 0.6 (0.3).

Control: 0.41 (0.32) to 0.44 (0.32).

ICER (cost per QALY gained):

For a societal perspective the intervention was dominant per QALY gained.

Healthcare only perspective the ICER per QALY gained was $726/0.07 = $9734.

Probability cost-effective at WTP threshold(s):

Societal perspective:

At $0 WTP, iExp had 100% probability of being cost-effective for FIQ and QALY outcomes.

Health care perspective: The iExp had an 80% probability of being cost-effective given a WTP value of $2600 for FIQ and $21,500 for QALYs.

Intervention mean (SD) costs

Intervention: $726 (462);

Control: N/A

Group x time interactions:

All secondary outcomes showed statistically significant group x time interactions favouring the intervention group.

Luciano et al. 2014 [71*]

CEA (EQ-5D VAS)/CUA (EQ-5D)

Total costs per patient at baseline and follow up

Intervention 1 (CBT):

€3098.80 to €1847;

Intervention 2 (RPT): €2606.10 to €3663.70;

Control: €2543.5 to €3123.70

Utility score (EQ-5D) at baseline and follow up

Intervention 1: 0.40(0.26) to 0.61 (0.25);

Intervention 2: 0.40 (0.27) to 0.53 (0.27); Control: 0.38 (0.27) to 0.54 (0.28)

ICER (cost per change in EQ-5D VAS):

For societal perspective: CBT: Dominant against both TAU and RPT. RPT vs TAU: €53 per EQ-5D (VAS) change against TAU (ITT analysis).

For healthcare perspective: CBT: Dominant against both TAU and RPT. RPT vs TAU: €63 per EQ-5D (VAS) change against TAU (ITT analysis).

Parameters varied:

Completers, ITT and per-protocol analyses at the 6-month follow-up for both healthcare and societal perspectives comparing CBT with RPT and TAU.

CBT is cost effective

Direct costs from baseline to follow up

Intervention 1: €2200 to €1370;

Intervention 2: €1864.3 to €2860;

Control: €1772.30 to €2370.

EQ-5D VAS score from baseline to follow up

Intervention 1: 45.18 (16.98) to 59.62 (15.78);

Intervention 2: 46.79 (15.48) to 57.3 (14.11);

Control: 43.36 (14.5) to 52.86 (14.25);

In a between group analysis, only the EQ VAS score was significantly different across groups. This analysis was conducted on completers only.

Bootstrapping (Y/N; iterations):

Y; 1000 replications

Indirect costs from baseline to follow up

Intervention 1: €916.30 to €476.80; Intervention 2: €741.80 to €803.00; Control: €771.20 to €750.90.

QALY gain at follow up

Intervention 1: 0.25 (0.12);

Intervention 2: 0.23 (0.12);

Control: 0.24 (0.13).

The bootstrap analysis suggested that the increment effects of CBT compared to TAU on QALYs was not significant (i.e. the CI crossed zero) in the ITT sample. And that was the same for CBT compared to RPT.

ICER (cost per change in EQ-5D VAS):

For societal perspective: CBT: Dominant against both TAU and RPT. RPT vs TAU: €79,071 per EQ-5D (VAS) change against TAU (ITT analysis). For healthcare perspective: CBT: Dominant against both TAU and RPT. RPT vs TAU: €98,434 per EQ-5D

(VAS) change against TAU (ITT analysis).

WTP Threshold(s)

€0 to €100,000

Cost of CBT intervention

€271.1.

Probability cost-effective at WTP threshold(s):

For the societal perspective NMB and 95% CIs for the CBT intervention are greater than zero at all hypothetical levels of WTP included. At a WTP of €40,000, RPT has a probability of only approximately 30% to be more cost-effective than TAU. For the healthcare perspective NMB CBT was dominant. For RPT in the ITT analysis ICERs were set to approximately €100,000, which is well above established cost-effectiveness thresholds.

Luciano et al. 2017 [72]

CUA (EQ-5D)

Total overall costs mean (SD) at follow up

Intervention 1 (GACT): €2267.3 (1783.6); Intervention 2: (RPT): €2654.6 (2086.8); Control (WL): €4163.6 (3361.2); WL group had significantly higher costs than the ACT and RPT groups, which did not differ significantly from each other and this is the same when all costs are combined. Bootstrapping suggested ACT compared to WL saves between €1800 and €2000.

Utility score (EQ-5D) at baseline and follow up

Intervention 1 (GACT): 0.58 (0.17) to 0.8 (0.11);

Intervention 2 (RPT): 0.57 (0.16) to 0.75 (0.15);

Control: 0.54 (0.15) to 0.57 (0.16).

At follow up the between group differences were overall significant (P < .05). With the exception of the comparison of GACT versus RPT, the other between group differences were statistically significant.

ICER (cost per change in EQ-5D VAS):

ACT was marginally more expensive than RPT but marginally more effective. Both ACT and RPT were superior (dominant) to WL control in all the plots they performed so ICERs not reported.

Parameters varied:

Three different samples analysed - completers, Intention to Treat sample, and a Per Protocol Analysis

Acceptance and commitment therapy appears to be a cost-effective treatment compared with RPT in patients with FM (but notes small sample sizes).

Total direct costs mean (SD) at 6 month follow up

Intervention 1: €824.2 (1062.7).

Intervention 2: €1730.7 (1656.8).

Control: €2462.5 (2822.0);

ACT group had significantly lower direct costs that the two control groups.

Total indirect costs mean (SD) at 6 month follow up

Intervention 1: €1443.1 (1363.9);

Intervention 2: €924.0 (1440.0);

Control: €1701.1 (1629.2).

ICER (cost per QALY gained):

Conclusions the same as for EQ-5D (VAS) i.e. both ACT and RPT are dominant against WL but ACT also dominant against RPT.

Bootstrapping (Y/N; iterations):

Y; 1000 replications.

Medication costs mean (SD) at 6 month follow up

Intervention 1: 0 (0);

Intervention 2: 658.7 (363.9);

Control: 320.8 (361.8)

Intervention costs mean (SD) at 6 month follow up

Intervention 1: €263.0 (27.5);

Intervention 2: N/A;

Control: N/A

Luciano et al. 2013 [69*]

CUA

Overall total costs (Intervention, direct medical costs and indirect costs):

Intervention €1838.78 (2060.19);

Control: €2201.56 (2032.33)

Change in FIQ between baseline and 12 months

Intervention: 58.90 (12.09) at baseline and 48.04 (18.27) at 12 months;

Control: 55.97 (14.01) at baseline and 54.09 (15.14) at 12 months;

F (ANCOVA) = 16.05 P < 0.001.

ICER (cost per QALY gained):

Psychoeducation dominated usual care

Parameters varied:

Completers, ITT and per-protocol analyses

A nonpharmacological intervention based on group psychoeducation is cost-effective compared with usual care alone in the context of primary care (Unclear as difference in costs was not significant).

Direct costs from baseline to 12 month follow up

Intervention: €1366.73 (1259.63);

Control: €1791.79 (1410.77);

Difference: -€215.49 (CI −615.13 to + 287.71).

Not significant

QALYs gained

Difference between groups = 0.12 (CI 0.06 to 0.19);

Statistically significant

Bootstrapping (Y/N; iterations):

Y; 1000 replications.

Indirect costs from baseline to 12 month follow up

Intervention: €472.05 (1383.29);

Control: €409.76;

Difference -€197.32 (CI − 785.12 to + 395.74).

Not significant

Probability cost-effective at WTP threshold(s):

At €0 WTP, probabilities of 85 and 74% of the psychoeducation intervention being cost-effective from the health care and societal perspective, respectively.

At €3000, probabilities of 98 and 95% of the psychoeducation being more cost effective than usual care from the health care and societal perspective, respectively.

Cost of intervention (covered costs of medication, medical investigations, Primary Care services used, Secondary Care services used, and the cost of the treatment programme itself)

Intervention: €187.86 (75.41).

Control: N/A