| Literature DB >> 31420040 |
Stefan Andreas1,2, Christian Röver3, Judith Heinz3, Sebastian Straube4, Henrik Watz5, Tim Friede3.
Abstract
BACKGROUND: An important goal of chronic obstructive pulmonary disease (COPD) treatment is to reduce the frequency of exacerbations. Some observations suggest a decline in exacerbation rates in clinical trials over time. A more systematic understanding would help to improve the design and interpretation of COPD trials.Entities:
Keywords: COPD; COPD exacerbations; Inhaled glucocorticosteroids; Meta-analysis
Mesh:
Year: 2019 PMID: 31420040 PMCID: PMC6697937 DOI: 10.1186/s12931-019-1163-2
Source DB: PubMed Journal: Respir Res ISSN: 1465-9921
Fig. 1Study selection
characteristics of the included studies, overall and in the two subgroups (“true” and ICS-placebos)
| All studies | “True” placebos | ICS-placebos | |||||||
|---|---|---|---|---|---|---|---|---|---|
| N | Median | Range | N | Median | Range | N | Median | Range | |
| Patients | 55 | 207 | (43–1524) | 21 | 219 | (56–1524) | 34 | 197.5 | (43–753) |
| Study duration (yr) | 55 | 0.4808 | (0.2308–3) | 21 | 0.4615 | (0.2308–3) | 34 | 0.5 | (0.2308–1) |
| Mean followup (yr) | 55 | 0.4327 | (0.1986–2.2596) | 21 | 0.4296 | (0.2184–2.2596) | 34 | 0.4481 | (0.1987–0.9024) |
| Mean age (yr) | 54 | 63.9 | (58.8–68.6) | 21 | 64.9 | (58.8–68.2) | 33 | 63.5 | (60–68.6) |
| Males (%) | 55 | 74.4 | (32.9–100) | 21 | 75 | (32.9–94.2) | 34 | 72.9 | (51.6–100) |
| Smokers (%) | 45 | 43.4 | (16.9–63) | 19 | 39.7 | (23–63) | 26 | 44.65 | (16.9–56) |
| Mean pack-years | 44 | 44 | (29.4–60.2) | 18 | 43.75 | (31.6–56.1) | 26 | 44.3 | (29.4–60.2) |
| Mean FEV-1 | 50 | 50.25 | (36–73.2) | 20 | 47.8 | (36–73.2) | 30 | 52.6 | (40.3–71.5) |
| Mean SGRQ | 28 | 46.52 | (33.1–55.6) | 10 | 47.55 | (42.59–55.6) | 18 | 46.07 | (33.1–52) |
Fig. 2Time trend in annualized exacerbation rates based on the Bayesian regression analysis (without adjustment for study or baseline characteristics). The dashed line shows the estimated rate over time along with a 95% credible region. The points and vertical whiskers indicate each individual study’s estimated rate along with a 95% credible interval. The shown (“shrinkage”) estimates are based not only on the corresponding study’s provided data (which in some cases may not be sufficient to derive a rate estimate), but these are supported by the complete data set. Different types of data sources are indicated by different symbols (some references directly provide rate estimates along with standard errors, some report the total number of exacerbations and the number of exacerbation-free patients, and some only one of the two). Within each publication year, estimates are evenly distributed so that they are identifiable by their respective index (see axis at top and Additional file 1: Table S1). Inserted below are two smaller figures illustrating the time trend for the two subsets of “true” placebos (21 studies) and ICS-placebos (34 studies)
Parameter estimates from regression analysis (all 55 studies). The parameters originally refer to the rate on the logarithmic scale; the effects may also be expressed in terms of a corresponding percentage change (last column). Bayesian posterior tail probabilities (pB) are also provided for the regression coefficients instead of frequentist two-sided p-values
| Parameter | Estimate | Implied annualpercentage change | Pb |
|---|---|---|---|
| Rate intercept β0 | 0.434 (0.172, 0.702) | ||
| Rate slope β1 (publication year) | − 0.070 (− 0.095, − 0.045) | −6.719 (− 9.029, − 4.384) | < 0.001 |
| Rate random effect σλ | 0.409 (0.310, 0.532) | ||
| Overdispersion mean μφ | − 0.092 (− 0.913, 0.384) | ||
| Overdispersion random effect σφ | 0.709 (0.277, 1.559) |
Parameter estimates (analogous to Table 2) for the regression analyses for the subgroups of “true placebos” and “ICS-placebos”
| Parameter | Estimate | Implied annual percentage change | Pb |
|---|---|---|---|
| True placebos (21 studies): | |||
| Rate intercept β0 | 0.440 (− 0.034, 0.912) | ||
| Rate slope β1 (publication year) | −0.079 (− 0.132, − 0.026) | − 7.553 (− 12.356, − 2.606) | 0.006 |
| Rate random effect σλ | 0.517 (0.356, 0.787) | ||
| Overdispersion mean μφ | −5.139 (− 9.011, − 0.708) | ||
| Overdispersion random effect σφ | 0.667 (0.031, 2.263) | ||
| ICS-placebos (34 studies): | |||
| Rate intercept β0 | 0.440 (−0.034, 0.912) | ||
| Rate slope β1 (publication year) | −0.079 (− 0.132, − 0.026) | −7.553 (− 12.356, − 2.606) | < 0.001 |
| Rate random effect σλ | 0.517 (0.356, 0.787) | ||
| Overdispersion mean μφ | −5.139 (− 9.011, − 0.708) | ||
| Overdispersion random effect σφ | 0.667 (0.031, 2.263) | ||
Fig. 4Estimated annual reduction in exacerbation rates (see also Tables 2,3,4). In the “overall” model, the estimated decrease is at 6.3% (95% CI (3.9, 8.7)) per calender year. The estimates based on the two disjoint subgroups of placebo controls are very similar, and adjusting for baseline mean SGRQ score or FEV1 also leads to consistent effects
Fig. 3Time trends in baseline mean SGRQ score (left panel) and baseline mean FEV1 (right panel). Baseline values are available for 27 and 50 of the 55 studies, respectively. Correlation coefficients are − 0.50 for SGRQ, and + 0.36 for FEV1. The red dashed lines illustrating the trends are least-squares fits to the data
Parameter estimates (analogous to Table 2) for regression analyses adjusting for SGRQ score or FEV1
| Parameter | Estimate | Implied percentage change | pB |
|---|---|---|---|
| Adjusting for SGRQ (28 studies): | |||
| Rate intercept β0 | 0.760 (−1.301, 2.804) | ||
| Rate slope β1 (publication year) | −0.096 (− 0.130, − 0.058) | −9.114 (− 12.205, − 5.644) | < 0.001 |
| Rate slope β2 (SGRQ score) | −0.001 (− 0.041, 0.038) | −0.093 (− 4.015, 3.923) | 0.961 |
| Rate random effect σλ | 0.247 (0.145, 0.415) | ||
| Overdispersion mean μφ | 0.263 (−0.645, 0.917) | ||
| Overdispersion random effect σφ | 0.954 (0.414, 1.723) | ||
| adjusting for FEV1 (50 studies): | |||
| Rate intercept β0 | 1.674 (0.876, 2.482) | ||
| Rate slope β1 (publication year) | −0.050 (−0.079, − 0.022) | −4.912 (− 7.598, − 2.172) | 0.001 |
| Rate slope β2 (FEV1) | − 0.028 (− 0.046, − 0.011) | −2.810 (− 4.517, −1.093) | 0.002 |
| Rate random effect σλ | 0.374 (0.279, 0.498) | ||
| Overdispersion mean μφ | − 0.150 (−1.008, 0.340) | ||
| Overdispersion random effect σφ | 0.726 (0.299, 1.508) | ||
| Adjusting for SGRQ and FEV1 (25 studies): | |||
| Rate intercept β0 | 2.664 (−0.261, 5.583) | ||
| Rate slope β1 (publication year) | −0.045 (− 0.102, 0.008) | −4.404 (−9.737, 0.816) | 0.094 |
| Rate slope β2 (SGRQ score) | −0.009 (− 0.051, 0.035) | −0.849 (− 4.963, 3.610) | 0.690 |
| Rate slope β3 (FEV1) | −0.042 (− 0.079, − 0.004) | −4.131 (− 7.614, − 0.369) | 0.032 |
| Rate random effect σλ | 0.269 (0.161, 0.426) | ||
| Overdispersion mean μφ | 0.123 (− 0.777, 0.777) | ||
| Overdispersion random effect σφ | 0.744 (0.273, 1.598) | ||