Quality of life and quality-adjusted life-years
Table 21 presents EQ-5D utility values at baseline and at 6 and 16 weeks for the three treatment pathways. QALYs were similar for the three groups and equate to approximately 55 days or just under 2 months over a 16-week period.
| Treatment pathway | Mean EQ-5D values and QALYs (95% bootstrapped CI) | |||
|---|---|---|---|---|
| Baseline | Week 6 | Week 16 | QALYs | |
| A-P (n = 88) | 0.411 (0.352 to 0.466) | 0.515 (0.455 to 0.568) | 0.509 (0.453 to 0.559) | 0.152 (0.136 to 0.167) |
| D-P (n = 88) | 0.408 (0.350 to 0.460) | 0.551 (0.499 to 0.594) | 0.508 (0.448 to 0.562) | 0.157 (0.142 to 0.171) |
| P-A (n = 87) | 0.420 (0.361 to 0.471) | 0.495 (0.438 to 0.545) | 0.545 (0.490 to 0.591) | 0.152 (0.138 to 0.167) |
Table 22 provides a breakdown of EQ-5D-5L responses for each of the five domains of the EQ-5D-5L for participants for whom QALYs were generated. At baseline, no one indicated that they had no pain or discomfort, but this improved at 6 and 16 weeks for all three pathways. Similarly, the proportion of patients with no problems with mobility, usual activities and anxiety or depression also increased over time.
| Time point | EQ-5D-5L item | Response, n (%) | ||||
|---|---|---|---|---|---|---|
| No problems | Slight | Moderate | Severe | Unable to do/extreme | ||
| Baseline (n = 130) | Mobility | 10 (7.7) | 26 (20.0) | 45 (34.6) | 47 (36.2) | 2 (1.5) |
| Self-care | 61 (46.9) | 30 (23.1) | 23 (17.7) | 14 (10.8) | 2 (1.5) | |
| Usual activities | 13 (10.0) | 33 (25.4) | 45 (34.6) | 31 (23.8) | 8 (6.2) | |
| Pain/discomfort | 0 (0.0) | 11 (8.5) | 47 (36.2) | 59 (45.4) | 13 (10.0) | |
| Anxiety/depression | 52 (40.0) | 38 (29.2) | 23 (17.7) | 15 (11.5) | 2 (1.5) | |
| A-P | ||||||
| Week 6 (n = 88) | Mobility | 13 (14.8) | 18 (20.5) | 30 (34.1) | 26 (29.8) | 1 (1.1) |
| Self-care | 43 (48.9) | 20 (22.3) | 17 (19.3) | 7 (8.0) | 1 (1.1) | |
| Usual activities | 14 (15.9) | 28 (31.8) | 25 (28.4) | 18 (20.5) | 3 (3.4) | |
| Pain/discomfort | 3 (3.4) | 19 (21.6) | 46 (52.3) | 18 (20.5) | 2 (2.3) | |
| Anxiety/depression | 39 (44.3) | 20 (22.3) | 18 (20.5) | 6 (6.8) | 5 (5.7) | |
| Week 16 (n = 88) | Mobility | 9 (10.2) | 16 (18.2) | 38 (43.2) | 24 (27.3) | 1 (1.1) |
| Self-care | 43 (48.9) | 20 (22.3) | 21 (24.7) | 3 (3.4) | 1 (1.1) | |
| Usual activities | 17 (19.3) | 20 (22.3) | 33 (37.5) | 16 (18.2) | 2 (2.3) | |
| Pain/discomfort | 4 (4.5) | 16 (18.2) | 38 (43.2) | 28 (31.8) | 2 (2.3) | |
| Anxiety/depression | 42 (47.8) | 23 (26.1) | 13 (14.8) | 9 (10.2) | 1 (1.1) | |
| D-P | ||||||
| Week 6 (n = 91) | Mobility | 14 (15.9) | 17 (19.3) | 36 (40.9) | 20 (22.3) | 1 (1.1) |
| Self-care | 39 (44.3) | 26 (29.5) | 16 (18.2) | 6 (6.8) | 1 (1.1) | |
| Usual activities | 20 (22.3) | 19 (21.6) | 36 (40.9) | 9 (10.2) | 4 (4.5) | |
| Pain/discomfort | 4 (4.5) | 14 (15.9) | 54 (61.4) | 16 (18.2) | 0 (0.0) | |
| Anxiety/depression | 45 (51.1) | 22 (25.0) | 16 (18.2) | 2 (2.3) | 3 (3.4) | |
| Week 16 (n = 88) | Mobility | 20 (22.3) | 11 (12.5) | 29 (30.0) | 27 (30.7) | 1 (1.1) |
| Self-care | 39 (44.3) | 25 (28.4) | 15 (17.0) | 8 (9.1) | 1 (1.1) | |
| Usual activities | 24 (27.3) | 18 (20.5) | 28 (31.8) | 12 (13.6) | 6 (6.8) | |
| Pain/discomfort | 3 (3.4) | 16 (18.2) | 43 (48.9) | 23 (26.1) | 3 (3.4) | |
| Anxiety/depression | 42 (47.7) | 18 (20.5) | 18 (20.5) | 8 (9.1) | 2 (2.3) | |
| P-A | ||||||
| Week 6 (n = 87) | Mobility | 12 (13.8) | 18 (20.7) | 30 (34.5) | 26 (29.9) | 1 (1.1) |
| Self-care | 44 (50.6) | 22 (25.3) | 17 (19.5) | 3 (3.4) | 1 (1.1) | |
| Usual activities | 17 (19.5) | 21 (24.1) | 31 (35.6) | 13 (14.9) | 5 (5.7) | |
| Pain/discomfort | 1 (1.1) | 19 (21.8) | 37 (42.5) | 25 (28.7) | 5 (5.7) | |
| Anxiety/depression | 39 (44.8) | 24 (27.6) | 16 (18.4) | 8 (9.2) | 0 (0.0) | |
| Week 16 (n = 87) | Mobility | 14 (16.1) | 19 (21.8) | 31 (35.6) | 22 (25.3) | 1 (1.1) |
| Self-care | 43 (49.4) | 21 (24.1) | 17 (19.5) | 6 (6.9) | 0 (0.0) | |
| Usual activities | 18 (20.7) | 24 (27.6) | 29 (33.3) | 11 (12.6) | 5 (5.7) | |
| Pain/discomfort | 1 (1.1) | 28 (32.2) | 41 (47.1) | 15 (17.2) | 2 (2.3) | |
| Anxiety/depression | 47 (54.0) | 15 (17.2) | 18 (20.7) | 5 (5.7) | 2 (2.3) | |
Resource use
The most commonly accessed resources were prescription services, podiatry, GPs, practice nurses and outpatient appointments (Table 23). For those attending accident and emergency, patients could attend between one and four times per period. Hospitalisation duration ranged from one to eight nights, and those patients who attended outpatient appointments could attend up to 12 times per period.
| Resource use | A-P | D-P | P-A | |||
|---|---|---|---|---|---|---|
| Week 6 | Week 16 | Week 6 | Week 16 | Week 6 | Week 16 | |
| A&E visit | 0 | 3 | 1 | 2 | 1 | 4 |
| Hospitalisations | 0 | 1 | 1 | 2 | 2 | 2 |
| Outpatient | 21 | 23 | 27 | 22 | 24 | 23 |
| GP surgery visit | 13 | 21 | 11 | 14 | 11 | 15 |
| GP home visit | 1 | 0 | 0 | 1 | 0 | 0 |
| GP telephone call | 7 | 5 | 2 | 5 | 6 | 6 |
| Practice nurse | 8 | 16 | 15 | 15 | 10 | 9 |
| Practice nurse telephone call | 2 | 3 | 5 | 2 | 2 | 8 |
| Prescription | 50 | 59 | 46 | 38 | 45 | 49 |
| Meals on Wheels | 0 | 0 | 0 | 0 | 0 | 0 |
| Home help | 2 | 2 | 3 | 1 | 3 | 1 |
| Social worker | 0 | 0 | 1 | 0 | 0 | 1 |
| Pain management | 0 | 1 | 5 | 1 | 3 | 0 |
| Physiotherapy | 2 | 3 | 5 | 4 | 4 | 4 |
| Occupational therapy | 1 | 1 | 1 | 0 | 1 | 1 |
| Podiatry: NHS | 30 | 34 | 36 | 29 | 36 | 36 |
| Podiatry: private | 3 | 3 | 1 | 1 | 1 | 3 |
| Other: NHSa | 3 | 2 | 4 | 3 | 1 | 3 |
| Other: privatea | 1 | 0 | 0 | 0 | 0 | 0 |
Table 24 presents a summary of resource use costs for each pathway. Costs were similar across the three pathways, with treatment costs being cheaper for A-P (mean £1424) and slightly more expensive for P-A (mean £1448) and D-P (mean £1452). Similarities were also observed for overall costs, with P-A, on average, having the lowest cost (mean £1942), with the average costs for A-P (mean £2012) and D-P (mean £2032) being slightly higher, but similar.
| Treatment cost | Mean treatment cost (£) (95% bootstrapped CI) | ||
|---|---|---|---|
| A-P (n = 88) | D-P (n = 88) | P-A (n = 87) | |
| Treatment medications | 19 (17 to 21) | 33 (29 to 36) | 24 (22 to 26) |
| Treatment visits | 1077 (1031 to 1118) | 1092 (1047 to 1136) | 1096 (1051 to 1140) |
| Treatment totala | 1424 (1376 to 1466) | 1452 (1405 to 1500) | 1448 (1401 to 1493) |
| Concomitant medicationsb | 38 (26 to 58) | 24 (15 to 36) | 33 (24 to 44) |
| Other resource use | 549 (357 to 963) | 555 (377 to 830) | 461 (325 to 701) |
| Total costs | 2012 (1808 to 2421) | 2032 (1852 to 2304) | 1942 (1800 to 2179) |
Order of treatment effect
Regression models were fitted to both costs and QALYs to examine the effect of order of receiving treatment pathways A-P, D-P and P-A. Table 25 presents the results with 95% bootstrap CIs for the order effect compared with receiving treatments in the first time period. The overall effect of order on costs and QALYs was not significant for the three treatment pathways, although it did approach statistical significance for the A-P pathway, with patients receiving A-P in the third time period more likely to have lower costs than patients receiving A-P in the first time period.
| Treatment pathway | Coefficient, mean difference (with 95% bootstrap CIs) | |
|---|---|---|
| Receiving treatment pathway first vs. second | Receiving treatment pathway first vs. third | |
| A-P | ||
| Cost (£) | –470 (–1230 to 19) | –683 (–1456 to –210) |
| QALYs | –0.00009 (–0.0362 to 0.0370) | –0.002 (–0.048 to 0.038) |
| D-P | ||
| Cost (£) | –121 (–570 to 539) | –105 (–555 to 653) |
| QALYs | 0.017 (–0.021 to 0.051) | 0.030 (–0.005 to 0.064) |
| P-A | ||
| Cost (£) | –335 (–799 to 202) | –237 (–681 to 131) |
| QALYs | –0.007 (–0.044 to 0.032) | –0.018 (–0.058 to 0.023) |
Cost-effectiveness analysis
Table 26 presents a summary of the costs and QALYs over 16 weeks for each of the treatment pathways, as well as the pairwise incremental costs, QALYs and cost per QALY gained. Note that participants were eligible to receive all three treatment pathways. However, participants may drop out of the study before receiving all three pathways. Therefore, 67 participants received A-P and D-P, 67 participants received A-P and P-A and 73 participants received D-P and P-A. The incremental QALY gain is small and is uncertain when comparing A-P with D-P and A-P with P-A. However, there is a gain for those on the D-P pathway, equating to approximately 2.5 days when comparing D-P with P-A. The incremental cost gain was not significant for any comparison and ranged between a mean of –£113 for A-P compared with D-P and a mean of £154 for A-P compared with P-A. Figure 14 shows the cost-effectiveness planes for each pathway comparison. On average, D-P is more costly and less effective than A-P, with 57% of points being in the south-west quadrant of the cost-effectiveness plane (mean ICER £7026). A-P and D-P were, on average, more costly but more effective than P-A, with the majority of points being in the north-east quadrant of the cost-effectiveness plane (A-P vs. P-A mean ICER £7441, 79% in north-east quadrant; D-P vs. P-A mean ICER £94,157, 91% points in the north-east quadrant, respectively) (Figure 15). For all comparisons, it is important to note that they are based on a small QALY gain and a small difference in costs between the two treatment pathways.
| Analysis | Cost (£) | QALY |
|---|---|---|
| A-P (n = 88) | 2012 (1808 to 2421) | 0.152 (0.136 to 0.167) |
| D-P (n = 88) | 2032 (1852 to 2304) | 0.157 (0.142 to 0.171) |
| P-A (n = 87) | 1942 (1800 to 2179) | 0.152 (0.138 to 0.167) |
| Pairwise mean incremental | ||
| A-P vs. D-P (n = 67) | –113 (–360 to 102) | –0.002 (–0.011 to 0.007) |
| A-P vs. P-A (n = 67) | 154 (–64 to 510) | 0.006 (–0.002 to 0.014) |
| D-P vs. P-A (n = 73) | 149 (–25 to 366) | 0.007 (0.0002 to 0.015) |
| Pairwise mean ICER (£) | ||
| A-P vs. D-P (n = 67) | 7021 (24,715 to 37,038) | |
| A-P vs. P-A (n = 67) | 7482 (–27,623 to 49,221) | |
| D-P vs. P-A (n = 73) | 94,136 (28,076 to 232,390) | |
FIGURE 14 Incremental cost-effectiveness plane. (a) A-P vs. D-P; (b) A-P vs. P-A; and (c) D-P vs. P-A. (Figure not reproduced here; see the original article.)
FIGURE 15 Cost-effectiveness acceptability curve. (a) A-P vs. D-P; (b) A-P vs. P-A; and (c) D-P vs. P-A. (Figure not reproduced here; see the original article.)
Sensitivity analysis
Non-pairwise comparisons of the three treatment pathways gave ICERs of £4000 for A-P compared with D-P (with D-P on average being more costly but more effective), –£700,000 for A-P compared with P-A (with P-A being less costly and more effective) and £18,000 for D-P compared with P-A (with P-A being less costly and less effective). The incremental QALY difference is very small and uncertain, which is reflected in the difference in the ICERs between pairwise and non-pairwise comparisons.
EuroQol-5 Dimensions, five-level version, Devlin algorithm
Table 27 presents EQ-5D utility values at baseline and at 6 and 16 weeks for the three treatment pathways for the crosswalk and Devlin algorithm. Utilities and QALYs were higher for the Devlin algorithm than the crosswalk, as observed elsewhere,78 but were similar across the three groups for both methods.
| Analysis | Treatment pathway | Mean EQ-5D values and QALYs (95% bootstrapped CI) | |||
|---|---|---|---|---|---|
| Baseline | Week 6 | Week 16 | QALYs | ||
| Crosswalk | A-P | 0.411 (0.352 to 0.466) | 0.515 (0.455 to 0.568) | 0.509 (0.453 to 0.559) | 0.152 (0.136 to 0.167) |
| D-P | 0.408 (0.350 to 0.460) | 0.551 (0.499 to 0.594) | 0.508 (0.448 to 0.562) | 0.157 (0.142 to 0.171) | |
| P-A | 0.420 (0.361 to 0.471) | 0.495 (0.438 to 0.545) | 0.545 (0.490 to 0.591) | 0.152 (0.138 to 0.167) | |
| Devlin algorithm | A-P | 0.506 (0.445 to 0.564) | 0.601 (0.537 to 0.655) | 0.595 (0.535 to 0.648) | 0.179 (0.162 to 0.194) |
| D-P | 0.507 (0.446 to 0.561) | 0.653 (0.600 to 0.698) | 0.599 (0.534 to 0.657) | 0.187 (0.171 to 0.201) | |
| P-A | 0.511 (0.449 to 0.566) | 0.592 (0.529 to 0.645) | 0.642 (0.581 to 0.691) | 0.183 (0.166 to 0.197) | |
The D-P and P-A pathways become less cost-effective, compared with A-P, when the Devlin algorithm is used to estimate the EQ-5D-5L (A-P vs. D-P mean ICER –£37,784 and A-P vs. P-A mean ICER £31,909), with the ICER for D-P compared with P-A being lower (mean ICER £13,097). However, there remains uncertainty in the cost-effectiveness of all pathways.
Including costs borne by participants and their carers
Participants were asked about additional costs, including costs relating to help, transport, changes to the home, specialist equipment, time off work, loss of pay and help from friends and relatives over the past 8 weeks (Table 28). The largest costs were those where adaptions to the home were needed, although this affected only two participants, and costs incurred from caring support from friends and relatives, which were needed by 40–50% of participants.
| Cost | A-P | D-P | P-A | |||
|---|---|---|---|---|---|---|
| Week 6 | Week 16 | Week 6 | Week 16 | Week 6 | Week 16 | |
| Employed extra help | 5; 142 (71 to 212) | 4; 160 (160 to 160) | 6; 180 (0 to 453) | 5; 198 (40 to 356) | 5; 359 (0 to 810) | 3; 60 (0 to 277) |
| Transport to health-care appointments | 7; 22 (5 to 39) | 6; 32 (0 to 74) | 7; 10 (0 to 26) | 5; 17 (0 to 34) | 4; 152 (0 to 2032) | 0; N/A |
| Transport to pain clinics | 0; N/A | 5; 20 (0, 45) | 2; 30 (N/A) | 2; 20 (N/A) | 2; 20 (N/A) | 1; 0 (N/A) |
| Adaption to the home | 2; 1013 (N/A) | 2; 615 (N/A) | 2; 1690 (N/A) | 0; N/A | 1; 3000 (N/A) | 0; N/A |
| Specialist equipment | 1; 40 (N/A) | 1; 280 (N/A) | 1; 600 (N/A) | 1; 150 (N/A) | 2; 840 (N/A) | 2; 325 (N/A) |
| Other costsa | 2; 172 (N/A) | 2; 150 (N/A) | 0; N/A | 1; 10 (N/A) | 2; 80 (N/A) | 1; 80 (N/A) |
| Employment, n (%) | ||||||
| Currently employed | 24 (25.3) | 20 (22.0) | 26 (28.6) | 24 (26.7) | 26 (26.5) | 23 (25.6) |
| Full time | 15 (62.5) | 15 (75.0) | 18 (69.0) | 16 (66.7) | 17 (65.4) | 17 (73.9) |
| Part time | 8 | 5 | 7 | 7 | 8 | 6 |
| Missing | 1 | 0 | 1 | 1 | 1 | 0 |
| Time off in the last 8 weeks | 2 | 0 | 3 | 1 | 3 | 3 |
| Sick leave | 1 | 0 | 1 | 0 | 1 | 2 |
| Paid holiday | 1 | 0 | 2 | 1 | 1 | 0 |
| Unpaid leave | 0 | 0 | 1 | 1 | 0 | 0 |
| Made up timeb | 0 | 0 | 2 | 0 | 0 | 0 |
| Other | 1 | 0 | 0 | 0 | 1 | 1 |
| Total cost (£) of lost earnings (95% CI) | 3.82 (0 to 1140) | 0.00 | 19.71 (0 to 47.80) | 11.96 (0 to 35.71) | 73.27 (0 to 209.22) | 112.83 (0 to 278.01) |
| Help needed from a friend or relative, n (%) | ||||||
| Help from friend or relative | 42 (44.2) | 39 (43.3) | 45 (51.1) | 36 (40.5) | 47 (47.5) | 38 (42.2) |
| With personal care | 16 | 15 | 17 | 16 | 19 | 17 |
| With childcare | 2 | 3 | 2 | 1 | 1 | 3 |
| With housework | 36 | 25 | 33 | 28 | 30 | 27 |
| With transport | 25 | 20 | 20 | 19 | 29 | 22 |
| With general support | 32 | 29 | 38 | 28 | 33 | 31 |
| With other | 4 | 2 | 1 | 5 | 2 | 1 |
| Friend/relative stayed off work to help | 2 | 1 | 2 | 2 | 1 | 0 |
| Total cost (£) of time lost for friend/relative (95% CI) | 3418 (369 to 6467) | 1840 (790 to 2890) | 1439 (822 to 2055) | 1289 (578 to 2000) | 1820 (978 to 2662) | 3385 (670 to 6100) |
| Total costs (£) to participants (95% CI) | 3456 (406 to 6505) | 1860 (808 to 2913) | 1512 (883 to 2142) | 1315 (601 to 2029) | 1962 (1107 to 2818) | 3508 (778 to 6238) |
Over the three treatment pathways, the mean costs borne by participants are more than double the other costs reported for the CSRI (see Table 28) and these were £1207 (95% bootstrap CI £758 to £2376) for A-P, £1740 (95% bootstrap CI £1077 to £3309) for D-P and £2138 (95% bootstrap CI £881 to £6836) for P-A. Overall costs per pathway also increased and these were £2670 (95% bootstrap CI £2220 to £3840) for A-P, £3216 (95% bootstrap CI £2561 to £4807) for D-P and £3619 (95% bootstrap CI £2358 to £8322) for P-A (Table 29). The inclusion of costs to participants and their carers did change the mean ICERs, although the results remained uncertain. D-P was more expensive and less effective than A-P (mean ICER –£19,268). P-A was more costly and more effective than both A-P (mean ICER £21,405) and D-P (mean ICER £229,855), respectively.
| Analysis | Incremental costs (£) (95% bootstrap CI) | Incremental QALYs (95% bootstrap CI) | ICER (£) |
|---|---|---|---|
| Main analysis | |||
| A-P vs. D-P (n = 67) | –113 (–360 to 102) | –0.002 (–0.011 to 0.007) | 7021 (–24,715 to 37,038) |
| A-P vs. P-A (n = 67) | 154 (–64 to 510) | 0.006 (–0.002 to 0.014) | 7482 (–27,623 to 49,211) |
| D-P vs. P-A (n = 73) | 140 (–25 to 366) | 0.007 (0.0002 to 0.015) | 94,136 (28,082 to 232,450) |
| Sensitivity analysis: Devlin algorithm | |||
| A-P vs. D-P (n = 67) | –113 (–360 to 102) | –0.004 (–0.014 to 0.006) | –37,784 (–167,464 to 23,057) |
| A-P vs. P-A (n = 67) | 154 (–64 to 510) | 0.005 (–0.004 to 0.013) | 31,909 (6018 to 71,866) |
| D-P vs. P-A (n = 73) | 140 (–25 to 366) | 0.008 (0.0009 to 0.015) | 13,097 (–23,614 to 48,170) |
| Sensitivity analysis, including costs borne to participant and carers | |||
| A-P vs. D-P (n = 67) | –835 (–3172 to –46) | –0.002 (–0.011 to 0.007) | –19,268 (–113,402 to 48,584) |
| A-P vs. P-A (n = 67) | –968 (–4727 to 1055) | 0.006 (–0.002 to 0.014) | 21,405 (–81,327 to 125,782) |
| D-P vs. P-A (n = 73) | –432 (–3718 to 1650) | 0.007 (0.0002 to 0.015) | 229,855 (–17,691 to 698,208) |
| Sensitivity analysis: multiple imputation of missing EQ-5D responses | |||
| A-P vs. D-P (n = 130) | 17.98 (–214 to 305) | –0.004 (–0.009 to 0.002) | –25,184 (–69,553 to 10,661) |
| A-P vs. P-A (n = 130) | –93.13 (–399 to 196) | 0.004 (–0.0004 to 0.009) | –4615 (–56,525 to 38,410) |
| D-P vs. P-A (n = 130) | –114 (–402 to 139) | 0.008 (0.003 to 0.127) | 56,862 (1701 to 122,604) |
Multiple imputation of missing EuroQol-5 Dimensions responses
Imputing the EQ-5D responses increased the sample size to 130 (i.e. the full sample who participated in the study). On average, this increased the QALYs for A-P (mean QALY 0.157, 95% bootstrap CI 0.145 to 0.168) and D-P (mean QALY 0.160, 95% bootstrap CI 0.149 to 0.171) compared with the observed cases (see Table 26). However, the mean QALY for P-A remained similar to that prior to imputing the data (mean QALY 0.152, 95% bootstrap CI 0.141 to 0.164). As with other sensitivity analysis, imputing missing values did change the mean ICERs, with results remaining uncertain.