35.9 Example: Obstructive sleep apnoea

In a study of obstructive sleep apnoea (OSA) in adults with Down Syndrome (de Carvalho et al. 2020), n=60 adults underwent a sleep study and had various data recorded. The main response variable of interest was OSA severity (measured using the Respiratory Event Index, REI). REI means the average number of episodes of sleep disruption (according to specific criteria) per hour of sleep.

One research question is

Among Down Syndrome adults, is there a relationship between the REI and neck size?

Here, x is the neck size (in cm), and y is the REI value.

The data are shown in Fig. 35.13.

FIGURE 35.13: The Obstructive sleep apnoea data set

Scatterplot of the neck circumference vs REI for Down Syndrome adults

FIGURE 35.14: Scatterplot of the neck circumference vs REI for Down Syndrome adults

Using the jamovi output (Fig. 35.15) the value of the slope and y-intercept in the sample are b0=0.193 and b1=0.047.

jamovi output for the Obstructive sleep apnoea data

FIGURE 35.15: jamovi output for the Obstructive sleep apnoea data

The values of the slope and y-intercept in the sample are b0=24.47 and b1=1.36. The regression equation is

ˆy=24.47+1.36x.

The slope means that for each one centimetre increase in neck circumference, the number of sleep disruptions per hour increase (on average) by about 1.36.

Each sample will produce slightly different sample slopes, so we can test to see if the slope in the population is non-zero due to sampling variation, using a hypothesis test:

  • H0: β1=0;
  • H1: β10 (that is, two-tailed).

The parameter is β1. From the software output, t=2.09 and the two-tailed P-value is P=0.041. This means there moderate evidence that the neck circumference is associated with greater REI.

The approximate 95% CI for the population slope β1 is

1.3663±(2×0.65441), or from 0.057 to 2.68.

From the scatterplot (Fig. 35.14) the results appear statistically valid. We write:

The sample presents moderate evidence (t=2.09; two-tailed P=0.041) of a relationship between neck circumference and REI (slope: 1.36; n=60; 95% CI from 0.057 to 2.68) in the population.

References

de Carvalho AA, Amorim FF, Santana LA, de Almeida KJQ, Santana ANC, Neves F de AR. STOP-Bang questionnaire should be used in all adults with Down Syndrome to screen for moderate to severe obstructive sleep apnea. PloS ONE. 2020;15(5):e0232596.