Question

Python Script that outputs axons from gff file to a new file

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21 months ago

Michal Nevo ▴ 130

I have a gff file, I want to write a script that outputs axons only to a new file. I wonder what is the most efficient way to do so. I need to iterate over the input file and split the lines into blocks starting with “gene” [one block includes all lines after 'gene' and ends one line before the next 'gene'].
For each block: I need to check if it contains lines with “mRNA”. if not continue to the next block. For every block that starts with “mRNA”, I need to write the lines that contain “exon” to the output file.

Is there a good package in python that can help me? How do I create the blocks?

This is the gff file:

NC_048323.1     Gnomon  gene    25044   78977   .       +       .       ID=gene                                               -LOC117420859;Dbxref=GeneID:117420859;Name=LOC117420859;gbkey=Gene;gene=LOC1174                                               20859;gene_biotype=protein_coding
NC_048323.1     Gnomon  mRNA    25044   78977   .       +       .       ID=rna-                                               XM_034926345.1;Parent=gene-LOC117420859;Dbxref=GeneID:117420859,Genbank:XM_0349                                               26345.1;Name=XM_034926345.1;gbkey=mRNA;gene=LOC117420859;model_evidence=Support                                               ing evidence includes similarity to: 2 Proteins%2C and 93%25 coverage of the an                                               notated genomic feature by RNAseq alignments;product=coiled-coil domain-contain                                               ing protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    25044   25136   .       +       .       ID=exon                                               -XM_034926345.1-1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    25929   26031   .       +       .       ID=exon                                               -XM_034926345.1-2;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    34873   34976   .       +       .       ID=exon                                               -XM_034926345.1-3;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    37369   37437   .       +       .       ID=exon                                               -XM_034926345.1-4;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    37932   38132   .       +       .       ID=exon                                               -XM_034926345.1-5;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    56841   57008   .       +       .       ID=exon                                               -XM_034926345.1-6;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    62592   62780   .       +       .       ID=exon                                               -XM_034926345.1-7;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    64485   64992   .       +       .       ID=exon                                               -XM_034926345.1-8;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    65613   65729   .       +       .       ID=exon                                               -XM_034926345.1-9;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM_                                               034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    72109   72335   .       +       .       ID=exon                                               -XM_034926345.1-10;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM                                               _034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    75873   76055   .       +       .       ID=exon                                               -XM_034926345.1-11;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM                                               _034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    76336   76521   .       +       .       ID=exon                                               -XM_034926345.1-12;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM                                               _034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  exon    78960   78977   .       +       .       ID=exon                                               -XM_034926345.1-13;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XM                                               _034926345.1;gbkey=mRNA;gene=LOC117420859;product=coiled-coil domain-containing                                                protein 171-like;transcript_id=XM_034926345.1
NC_048323.1     Gnomon  CDS     25044   25136   .       +       0       ID=cds-                                               XP_034782236.1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XP_034                                               782236.1;Name=XP_034782236.1;gbkey=CDS;gene=LOC117420859;product=coiled-coil do                                               main-containing protein 171-like;protein_id=XP_034782236.1
NC_048323.1     Gnomon  CDS     25929   26031   .       +       0       ID=cds-                                               XP_034782236.1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XP_034                                               782236.1;Name=XP_034782236.1;gbkey=CDS;gene=LOC117420859;product=coiled-coil do                                               main-containing protein 171-like;protein_id=XP_034782236.1
NC_048323.1     Gnomon  CDS     34873   34976   .       +       2       ID=cds-                                               XP_034782236.1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XP_034                                               782236.1;Name=XP_034782236.1;gbkey=CDS;gene=LOC117420859;product=coiled-coil do                                               main-containing protein 171-like;protein_id=XP_034782236.1
NC_048323.1     Gnomon  CDS     37369   37437   .       +       0       ID=cds-                                               XP_034782236.1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XP_034                                               782236.1;Name=XP_034782236.1;gbkey=CDS;gene=LOC117420859;product=coiled-coil do                                               main-containing protein 171-like;protein_id=XP_034782236.1
NC_048323.1     Gnomon  CDS     37932   38132   .       +       0       ID=cds-                                               XP_034782236.1;Parent=rna-XM_034926345.1;Dbxref=GeneID:117420859,Genbank:XP_034                                               782236.1;Name=XP_034782236.1;gbkey=CDS;gene=LOC117420859;product=coiled-coil do                                               main-containing protein 171-like;protein_id=XP_034782236.1
NC_048323.1     Gnomon  mRNA    111664  172479  .       -       .       ID=rna-                                               XM_034035428.2;Parent=gene-LOC117421266;Dbxref=GeneID:117421266,Genbank:XM_0340                                               35428.2;Name=XM_034035428.2;gbkey=mRNA;gene=LOC117421266;model_evidence=Support                                               ing evidence includes similarity to: 13 Proteins%2C and 100%25 coverage of the                                                annotated genomic feature by RNAseq alignments%2C including 10 samples with sup                                               port for all annotated introns;product=eukaryotic translation initiation factor                                                2-alpha kinase 3-like%2C transcript variant X1;transcript_id=XM_034035428.2
NC_048323.1     Gnomon  exon    172022  172479  .       -       .       ID=exon                                               -XM_034035428.2-1;Parent=rna-XM_034035428.2;Dbxref=GeneID:117421266,Genbank:XM_                                               034035428.2;gbkey=mRNA;gene=LOC117421266;product=eukaryotic translation initiat                                               ion factor 2-alpha kinase 3-like%2C transcript variant X1;transcript_id=XM_0340                                               35428.2
NC_048323.1     Gnomon  exon    157760  157889  .       -       .       ID=exon                                               -XM_034035428.2-2;Parent=rna-XM_034035428.2;Dbxref=GeneID:117421266,Genbank:XM_                                               034035428.2;gbkey=mRNA;gene=LOC117421266;product=eukaryotic translation initiat                                               ion factor 2-alpha kinase 3-like%2C transcript variant X1;transcript_id=XM_0340                                               35428.2

mRNA python gff script exons • 570 views

ADD COMMENT • link 21 months ago by Michal Nevo ▴ 130

score 0 · Answer 1 · 2022-07-23

I will update that I wrote a script that parses the GFF file and outputs all exons that are a part of mRNA (and not tRNA for example. All exons that appears after mRNAs)

I used Pandas and that's it.

import sys
import pandas as pd


def parse_df(gff_df, out_file):
    """
       Outputs all exons of mRNAs
       :param gff_df: dataFrame, out_file: output file

    """

out = open(out_file, 'a')
gene_indexes = gff_df[(gff_df['region'] == 'gene')]
# print(gene_indexes.to_string())
gene_index_list = []
for i, row in gene_indexes.iterrows():
    gene_index_list.append(i)
gene_index_list.append(len(gff_df)-1)
# print('gene index list:', gene_index_list)
gene_index_list = make_pairs(gene_index_list)
# print('gene index list pairs:', gene_index_list)

''' Create gene blocks ''' 
num_of_blocks = 0
for index_pair in gene_index_list:
    num_of_blocks += 1
    gene_block = gff_df[index_pair[0]: index_pair[1]]
    print('INDEX OF GENE BLOCK: {}-{}'.format(index_pair[0], index_pair[1]) )
    # print('gene_block:')
    # print(gene_block.to_string())
    mRNA_indexs_of_block_sub_df = gene_block[(gene_block['region'] == 'exon') & (gene_block['region'] == 'mRNA').shift()]
    mRNA_indexs_of_block = []
    for i, row in mRNA_indexs_of_block_sub_df.iterrows():
        mRNA_indexs_of_block.append(i)
    print('mRNA indexes of block: ', mRNA_indexs_of_block)

    ''' Skip block if no mRNAs ''' 
    if len(mRNA_indexs_of_block) > 0:
        num_of_mRNA_per_block = 0
        for ind, row in gene_block.iterrows():
            if row['region'] == 'mRNA':
                num_of_mRNA_per_block += 1
                index_mRNA = ind
                num_of_tRNA = 0
                for ind, row in gene_block.loc[index_mRNA+1:].iterrows():
                    if row['region'] == 'tRNA':
                        num_of_tRNA += 1
                    elif row['region'] == 'exon' and num_of_tRNA == 0:
                        # print(gene_block.loc[[ind]].to_string())
                        out.write(gene_block.loc[[ind]].to_string())

        print('Block number: {} , Number of mRNAs for this block: {}'.format(num_of_blocks,num_of_mRNA_per_block) )


def create_df_from_gff(file_path):
    """
    Create a dataframe from the gff file
    :param file_path: file path
    :return: dataFrame
    """
    col = {0: "chrom_name", 1: "RefSeq", 2: "region", 3: "start", 4: "end", 5: "score", 6: "strand", 7: "frame", 8: "attribute"}
    df_gff = pd.read_csv(file_path, sep="\t", header=None, skiprows=9)
    df_gff = df_gff.rename(columns=col)
    return df_gff


def make_pairs(_list):

    new_list = []
    for ind in range(1, len(_list)):
        x = _list[ind-1]
        y = _list[find]
        new_list.append((x, y))
    return new_list