Created
February 7, 2024 23:28
-
-
Save oganm/c9f450e56cf1c480609ee12836cf6e44 to your computer and use it in GitHub Desktop.
alcoholic gemma
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
devtools::load_all() | |
library(magrittr) | |
datasets <- get_datasets(uris = 'http://purl.obolibrary.org/obo/MONDO_0000408') | |
relevant_terms <- attributes(datasets)$filter %>% stringr::str_extract_all('http.*?(?=,|\\))') %>% {.[[1]]} | |
relevant_terms %<>% c('http://purl.obolibrary.org/obo/CHEBI_16236') | |
dataset_contrasts <- datasets$experiment.shortName %>% | |
lapply(function(x){ | |
out = get_dataset_differential_expression_analyses(x) | |
}) %>% do.call(rbind,.) | |
relevant_contrasts <- dataset_contrasts %>% dplyr::filter(sapply(experimental.factors,function(x){ | |
any(x$value.URI %in% relevant_terms | x$object.URI %in% relevant_terms) | |
})) | |
differentials <- relevant_contrasts$result.ID %>% lapply(function(x){ | |
get_differential_expression_values(resultSet = x)[[1]] | |
}) | |
condition_diffs <- seq_along(differentials) %>% lapply(function(i){ | |
# iterate over the differentials | |
diff = differentials[[i]] | |
# get the contrast information about the differential | |
contrast = relevant_contrasts[i,] | |
p_vals = diff[[paste0('contrast_',contrast$contrast.ID,"_pvalue")]] | |
log2fc = diff[[paste0('contrast_',contrast$contrast.ID,"_log2fc")]] | |
genes = diff$GeneSymbol | |
data.frame(genes,p_vals,log2fc) | |
}) | |
names(condition_diffs) = paste0(relevant_contrasts$experiment.ID,'.', | |
relevant_contrasts$result.ID,'.', | |
relevant_contrasts$contrast.ID) | |
condition_diffs %<>% lapply(function(x){ | |
x$p_adj <- x$p_vals %>% p.adjust('fdr') | |
return(x) | |
}) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment