Results from 19 trials evaluating mucolytic agents in patients with chronic bronchitis or chronic obstructive pulmonary disease.

dat.poole2003

Format

The data frame contains the following columns:

authorcharacterfirst author
yearintegerpublication year
Neintegersample size (mucolytic agents)
Menumericmean exacerbations per months (mucolytic agents)
Senumericstandard deviation (mucolytic agents)
Ncintegersample size (placebo)
Mcnumericmean exacerbations per months (placebo)
Scnumericstandard deviation (placebo)
durationcharacterstudy duration

Details

Poole and Black (2003) conducted a Cochrane review to evaluate mucolytic agents versus placebo for patients with chronic bronchitis or chronic obstructive pulmonary disease. The outcome used here is the mean number of acute exacerbations per month. Acute exacerbation is defined as an increase in cough and in the volume or purulence of sputum. All 17 studies included in the meta-analysis report a mean number of exacerbations and we can work with mean differences, rather than standardised mean differences. Note, later versions of this Cochrane review no longer evaluate the mean number of exacerbations per month.

This data set is used as an example in Schwarzer et al. (2015).

Source

Poole, P. J., & Black, P. N. (2003). Mucolytic agents for chronic bronchitis or chronic obstructive pulmonary disease. Cochrane Database of Systematic Reviews, 1, CD001287. https://doi.org/10.1002/14651858.cd001287

References

Schwarzer, G., Carpenter, J. R., & Rücker, G. (2015). Meta-analysis with R. Cham, Switzerland: Springer.

Concepts

medicine, pulmonology, raw mean differences, subgroup analysis

Examples

### Show first five studies
head(dat.poole2003, 5)
#>        author year  Ne   Me   Se  Nc   Mc   Sc   duration
#> 1  Bontognali 1991  30 0.70 3.76  30 1.27 4.58 ≤ 3 months
#> 2 Castiglioni 1986 311 0.10 0.21 302 0.20 0.29 ≤ 3 months
#> 3   Cremonini 1986  21 0.25 0.23  20 0.71 0.29 ≤ 3 months
#> 4      Grassi 1994  42 0.16 0.29  41 0.45 0.43 ≤ 3 months
#> 5     Jackson 1984  61 0.11 0.00  60 0.13 0.00 ≤ 3 months

### Load meta package
suppressPackageStartupMessages(library(meta))

### Use RevMan 5 settings
oldset <- settings.meta("RevMan5",
  digits.I2 = 2, digits.tau = 3, digits.sd = 2)

### Conduct random effects meta-analysis
m <- metacont(Ne, Me, Se, Nc, Mc, Sc, data = dat.poole2003,
  studlab = paste(author, year), common = FALSE,
  subgroup = duration,
  subgroup.name = "Duration", sep.subgroup = ": ",
  label.e = "Mucolytic agent",
  label.c = "Placebo",
  label.left = "Favours mucolytic agent",
  label.right = "Favours placebo",
  col.label.left = "green", col.label.right = "red")
#> Warning: Note, studies with non-positive values for sd.e or sd.c get no weight in meta-analysis.
#> Warning: Note, studies with non-positive values for sd.e or sd.c get no weight in meta-analysis.
#> Warning: Note, studies with non-positive values for sd.e or sd.c get no weight in meta-analysis.

### Forest plot
forest(m, xlim = c(-0.5, 0.2),
  xlab = paste0("Difference in mean number of\n",
    "acute exacerbations per month"))


### Use previous settings
settings.meta(oldset)