In this tutorial, we perform a hypothesis test on the “smelly armpit” dataset.
Smelly armpit dataset
Smelly armpits are not caused by sweat, itself. The smell is caused by specific micro-organisms belonging to the group of Corynebacterium spp. that metabolise sweat. Another group of abundant bacteria are the Staphylococcus spp., these bacteria do not metabolise sweat in smelly compounds.
The CMET-groep at Ghent University does research to on transplanting the armpit microbiome to save people with smelly armpits.
- Proposed Therapy:
- Remove armpit-microbiome with antibiotics
- Influence armpit microbiome with microbial transplant (https://youtu.be/9RIFyqLXdVw)
Experiment:
- 20 students with smelly armpits are attributed to one of two treatment groups
- placebo (only antibiotics)
- transplant (antibiotica followed by microbial transplant).
- The microbiome is sampled 6 weeks upon the treatment
- The relative abundance of Staphylococcus spp. on Corynebacterium spp. + Staphylococcus spp. in the microbiome is measured via DGGE (Denaturing Gradient Gel Electrophoresis).
Goal
The overarching goal of this research was to assess if the relative abundance Staphylococcus spp. in the microbiome of the armpit is affected by transplanting the microbiome. To this end the researchers randomized patients to two treatment: A treatment with antibiotics only and a treatment with antibiotics and a microbial transplant.
In the tutorial on hypotheses testing we will use a formal statistical test to generalize the results from the sample to that of the population.
Load the libraries
Import the dataset
ap <- read_csv("https://raw.githubusercontent.com/GTPB/PSLS20/master/data/armpit.csv")
## Parsed with column specification:
## cols(
## trt = col_character(),
## rel = col_double()
## )
## Observations: 20
## Variables: 2
## $ trt <chr> "placebo", "placebo", "placebo", "placebo", "placebo", "placebo",…
## $ rel <dbl> 54.99208, 31.84466, 41.09948, 59.52064, 63.57341, 41.48649, 30.44…
Data visualization
It is always a good idea to first have a quick look at the raw data;
ap %>% ggplot(aes(x=trt,y=rel,fill=trt)) +
geom_boxplot(outlier.shape=NA) +
geom_point(position="jitter") +
ylab("relative abundance (%)") +
xlab("treatment group") +
stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
![](data:image/png;base64,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)
We clearly see that, on average, the subjects who had a microbial transplant have a higher relative abundance of Staphylococcus spp. But is this difference significant?
We can test this with an unpaired, two-sample t-test. But before we can start the analysis, we must check if all assumptions to perform a t-test are met.
Check the assumptions
- The observations are independent of each other (in both groups)
- The data (rel) must be normally distributed (in both groups)
Additionally, we must check if the variances are similar for both groups. If so, we can use a t-test with a pooled variance (see theory). If not, we must rely on the Welch t-test, which can deal with unequal variances.
The first assumption is met, as we may assume that there are no specific patterns of correlation in our group of 20 randomly select subjects. Note, however, that as we sample only in the population of ‘students’, we will only be able to extrapolate our findings to this group.
To check the normality assumption, we will use QQ plots.
ap %>%
ggplot(aes(sample=rel)) +
geom_qq() +
geom_qq_line() +
facet_grid(cols = vars(trt))
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)
We can see that all of the data lies nicely around the quantile-quantile line (black line). As such, we may conclude that our data is normally distributed.
For the third assumption, we must compare the within-group variability of both groups. We can do this visually:
ap %>% ggplot(aes(x=trt,y=rel)) +
geom_boxplot(outlier.shape=NA) +
geom_point(position="jitter") +
ylab("relative abundance (%)") +
xlab("treatment group") +
stat_summary(fun.y=mean, geom="point", shape=5, size=3, color="black", fill="black")
![](data:image/png;base64,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)
Here we can see that this interval, as well as the length of the whiskers, is approximately equal for groups.
As all three assumptions are met we may continue with performing the unpaired two-sample t-test.
Two-sample t-test (unpaired)
placebo_rel <- ap %>%
filter(trt=="placebo") %>%
pull(rel)
transplant_rel <- ap %>%
filter(trt=="transplant") %>%
pull(rel)
output <- t.test(placebo_rel,transplant_rel,conf.level = 0.95,var.equal = TRUE)
output
##
## Two Sample t-test
##
## data: placebo_rel and transplant_rel
## t = -5.0334, df = 18, p-value = 8.638e-05
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## -31.53191 -12.96072
## sample estimates:
## mean of x mean of y
## 44.15496 66.40127
Conclusion
We may conclude that, on the 5% significance level, the mean relative abundance in subjects that had a placebo treatment is significantly (p = 910^{-5}) lower than the mean relative abundance in subjects that had a microbial transplant. The relative abundances are on average 22.25 percent (95% CI: [ -31.53, -12.96 ]) lower with placebo treatment than with the transplant.
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