thanks a lot!!! it ia a very clear answer!
Hi,
I am working on bacterial and fungal core microbiome analyses using the packagemicrobiome.
I am following this tutorial: https://microbiome.github.io/tutorials/Core.html However, it is not clear to me how to define prevalence and detection threshold.
Can somebody give me a simple exapanation of these two parameters? it is not clearly stated in the microbiome documentation I think Thanks a lot!
1 answer
A detection threshold (also called a limit of detection) is the minimum relative abundance value at which taxa are called as "present" in compositional data. A detection threshold can be user-defined or determined empirically based on sequencing depth. Statistical techniques like YACHT allow for presence / absence calling with confidence scores without the need to determine or define a limit of detection.
Prevalence is the proportion of samples in which a particular taxa is detected given a detection threshold. As an example, consider this mock data for relative abundance of Bifidobacterium bifidum in 10 human fecal microbiome samples:
Sample | Relative abundance (%)
-------|-----------------------
01 | 0.02
02 | 0.04
03 | 0.06
04 | 0.55
05 | 1.14
06 | 1.58
07 | 2.33
08 | 5.04
09 | 5.87
10 | 6.69
If we lower the detection threshold, the calculated prevalence of B. bifidum increases.
Detection threshold (%) | Prevalence
------------------------|-----------
1 | 0.6
0.1 | 0.7
0.01 | 1.0
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