Skip to content

Commit 757eb5b

Browse files
committed
Write about IMPC data types
1 parent 5730721 commit 757eb5b

File tree

1 file changed

+9
-1
lines changed

1 file changed

+9
-1
lines changed

annotation_pipeline/README.md

Lines changed: 9 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -2,9 +2,17 @@
22
The IMPC annotation pipeline assigns Mammalian Phenotype (MP) terms to significant genetic effects based on a p-value threshold of 0.0001. The goal is to associate phenotypic observations with the corresponding genetic modifications.
33
At the IMPC, genetic effects are identified using three statistical analysis platforms:
44
1. Linear Mixed Model framework or MM
5-
2. Fisher Exact Test framework or FE
5+
2. Fisher's Exact Test framework or FE
66
3. Reference Range Plus Test framework or RR
77

8+
## Continuous data
9+
Continuous data are typically analysed using a linear mixed model framework. These continuous measurements are particularly informative because the direction of change can be determined through the effect size.
10+
11+
However, due to the complexity of the data, not all continuous variables can be analysed using this framework. In such cases, the IMPC often employs the Reference Range Plus (RR) method. Control data are first discretising into three categories: low, normal, and high. Mutant data points are then classified into one of these reference categories. Finally, a Fisher's Exact Test is applied to determine whether there is a statistically significant deviation from the normal category.
12+
13+
## Categorical data
14+
Categorical data in the IMPC encompasses a range of qualitative measurements and is analysed using Fisher’s Exact Test, as implemented in the R package OpenStats.
15+
816
The annotation pipeline requires a reference table that summarises the available MP terms for a given IMPC parameter. This reference can be retrieved from [IMPReSS](https://www.mousephenotype.org/impress/index).
917
The ETL pipeline handles this by generating the `mp_chooser.json` file.
1018

0 commit comments

Comments
 (0)