Annotate Entrez Gene IDs
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print "ID: %s - Gene Symbol: %s - Gene Name: %s" % (gene_id, gene_symbol, gene_name) | print "ID: %s - Gene Symbol: %s - Gene Name: %s" % (gene_id, gene_symbol, gene_name) | ||
</python> | </python> | ||
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| + | == More == | ||
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| + | Tao Liu expanded on this code with a [http://blog.vladimirliu.com/2011/05/05/convert-between-entrez-ids-and-refseq-ids-using-biopython/ full example of converting between Entrez IDs and RefSeq IDs]. | ||
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[[Category:Cookbook]] | [[Category:Cookbook]] | ||
Latest revision as of 10:40, 6 May 2011
Problem
If you deal with a large quantity of gene IDs (such as the ones produced by microarray analysis), annotating them is important if you want to determine their potential biological meaning. However, a lot of annotation systems are only web-based, or do not work with Python.
Solution
Thanks to the Entrez module it is possible to annotate batches of Entrez Gene IDs without trouble, using the "retrieve_ids" function provided below.
This example assumes you have a list of Entrez Gene IDs. Note: they should be stored as strings, rather than integers, even if they are numbers.
import sys from Bio import Entrez # *Always* tell NCBI who you are Entrez.email = "your email here" def retrieve_annotation(id_list): """Annotates Entrez Gene IDs using Bio.Entrez, in particular epost (to submit the data to NCBI) and esummary to retrieve the information. Returns a list of dictionaries with the annotations.""" request = Entrez.epost("gene",id=",".join(id_list)) try: result = Entrez.read(request) except RuntimeError as e: #FIXME: How generate NAs instead of causing an error with invalid IDs? print "An error occurred while retrieving the annotations." print "The error returned was %s" % e sys.exit(-1) webEnv = result["WebEnv"] queryKey = result["QueryKey"] data = Entrez.esummary(db="gene", webenv=webEnv, query_key = queryKey) annotations = Entrez.read(data) print "Retrieved %d annotations for %d genes" % (len(annotations), len(id_list)) return annotations
As the function's docstring says, the function returns a list of dictionaries, one for each gene, that you can use in any way you want. The following example prints out ID, Gene Symbol and Gene Name for a retrieved annotation:
def print_data(annotation): for gene_data in annotation: gene_id = gene_data["Id"] gene_symbol = gene_data["NomenclatureSymbol"] gene_name = gene_data["Description"] print "ID: %s - Gene Symbol: %s - Gene Name: %s" % (gene_id, gene_symbol, gene_name)
More
Tao Liu expanded on this code with a full example of converting between Entrez IDs and RefSeq IDs.