preforming armitage test on chunks of data in R of VCF file
0
0
Entering edit mode
2.1 years ago
Eliza ▴ 40

i have data of SNPs form VCF file. basically what i need to do is to perform Cochran-Armitage which is done by the catt function (link with explanations about the function https://search.r-project.org/CRAN/refmans/CATT/html/CATT.html). so for every unique sn_id i want to perform it this is the code for the function :

CATT(data$is_severe,data$encoding)

im not sure how to preform this in every SNP as agroup :for example chunk of data it has the same value in sn_id column - chr1 69511 and for those 4 observation i want to use catt function ( there are a lot of different chunks like this in the data so i would like to preform the test on each one of them and get the pvalue ) :

9           1        2   chr1 69511
10          1        2   chr1 69511
11          1        1   chr1 69511
12          0        1   chr1 69511

enter image description here

if there is any wat to do this in python it would also be great

R SNP Armitage VCF • 865 views
ADD COMMENT
0
Entering edit mode

Are you doing this on a VCF or the data format in the screenshot?

ADD REPLY
0
Entering edit mode

rpolicastro on data frame format

ADD REPLY
0
Entering edit mode

This can also be done with list columns but I think splitting the data is a little syntactically clearer.

library("dplyr")
library("CATT")

results <- data |>
  split(~snp_id) |>
  lapply(\(x) {
    catt_results <- CATT(x$is_severe, x$encoding)
    data.frame(p.value=catt_results$p.value, z.score=catt_results$statistic)
  }) |>
  bind_rows(.id="snp_id") |>
  mutate(FDR=p.adjust(p.value, "fdr"))
ADD REPLY
0
Entering edit mode

rpolicastro during wrapup: 0 (non-NA) cases Error: no more error handlers available (recursive errors?); invoking 'abort' restart

ADD REPLY

Login before adding your answer.

Traffic: 2667 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6