How to calculate average coverage for all genes
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8.6 years ago
Whoknows ▴ 960

Hi friends

I want to calculate average of read count / coverage for all genes, I mean creating a list which shows number of aligned reads for each location.

For better understanding, making a proportion for all genes location and an average list of read count for the locations like :

Location = Upsrtream       0-200         200-400       400-600   ...   Downstream

Average read counts=       20reads      15reads       32reads ....

How can I make this list from bam or wig file?

wig bam • 8.5k views
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you can get the read count for each coordinate from bam using samtools view option.

samtools view bamfile chr10:3100260-3110000 | wc -l

this u can loop in command line for all the genes u have

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or just samtools view -c bamfile chr10:3100260-3110000 but your solution just count the reads, it doesn't consider the deletions, the clipping, etc...

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8.6 years ago
Carlos Borroto ★ 2.1k

I recently found myself looking for the exact info. I too decided to go with bedtools. This is my final one liner assuming a pre-sorted bam file.

bedtools coverage -sorted -d -g human_g1k_v37.genome -a genes.bed -b my_sorted.bam \
  | sort -k4,4 \
  | bedtools groupby -g 4 -c 8 -o mean \
  | sort -k1,1

Genome file:

$ cat human_g1k_v37.genome
1   249250621
2   243199373
3   198022430
4   191154276
5   180915260
6   171115067
7   159138663
8   146364022
9   141213431
10  135534747
11  135006516
12  133851895
13  115169878
14  107349540
15  102531392
16  90354753
17  81195210
18  78077248
19  59128983
20  63025520
21  48129895
22  51304566
X   155270560
Y   59373566
MT  16569

Interval file:

$ head genes.bed
#chrom  start   end name    score   strand
1   2337184 2337293 PEX10   .   -
1   2337902 2338078 PEX10   .   -
1   2338138 2338414 PEX10   .   -
1   2339870 2340317 PEX10   .   -
1   2341789 2341910 PEX10   .   -
1   2342177 2342327 PEX10   .   -

Ouput:

ABCA12  193.5
ABCA3   195.35
ABCB1   12.67
ABCC8   176.47
ACADL   226.97
ACOX1   178.44
ADA 149.33
ADAMTS13    187.34
ADGRV1  196.86
AFF2    163.39
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Thank you for your comment. I tried to do same thing with you but I get out of order record error.

Do you know how can I fix it?

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Did you start with a sorted BAM file?

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Hi again,\ I use different way to find gene base coverages

  • bedtools bamtobed -i input_bam | bedtools coverage -mean -b - -a input_bed > output.file \ it gave me mean depth for each region that included in bed file.

Then I calculated length for each region in the bedtools output. After that I grouped file according to gene and obtained each genes total length and I divided depth by related genes length then I summed each value according to related genes that I obtain. While it sounds complicated, it's actually easy.

I hope this help guys who want to calculate gene-based coverage.

Thanks.

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Hi enes can you please elaborate this process.

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hi enes can you please elaborate this process

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From where i can download this genes.bed file

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2
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8.6 years ago

How about using bedtools?

First, sort the bamfile:

samtools sort bamfile Output_sorted

Then run bedtools:

bedtools genomecov -ibam Output_sorted.bam

This will print something like (taken from the manual):

chr1  554304  554309  5
chr1  554309  554313  6
chr1  554313  554314  1
chr1  554315  554316  6
chr1  554316  554317  5
chr1  554317  554318  1
chr1  554318  554319  2
chr1  554319  554321  6
chr1  554321  554323  1
chr1  554323  554334  7

So from 554304 to 554309 there are 5 reads aligning etc.

If you have a second bed file of gene coordinates you can then report the intersection between both files with bedtools intersect

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8.6 years ago

I wrote https://github.com/lindenb/jvarkit/wiki/BamStats05 ; It needs a BED and a BAM; The output looks like

#chrom  start   end gene length  mincov  maxcov  mean    nocoveragepb    percentcovered
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Is there any tool in galaxy for making such list??

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Try NGS: RNA Analysis > htseq-count. The SAMtools and BEDtool items mentioned in this thread area also wrapped for Galaxy.

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Thanks @pierre. Would you please share run command for this list?

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The link is in @Pierre's answer above. Web page it leads to describes how to use that program.

If you need to use a galaxy based solution then the bedtools answer below would be appropriate.

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