Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

tabix returns row from VCF file multiple times #1470

Open
jwimberl opened this issue Jul 11, 2022 · 4 comments
Open

tabix returns row from VCF file multiple times #1470

jwimberl opened this issue Jul 11, 2022 · 4 comments

Comments

@jwimberl
Copy link

Using tabix version 1.9 on CentOS 7

I am querying a public indexed dataset (gnomad annotations from the Broad institute) using tabix together with a regions file in BED format, and found that that in some cases a matching row may be returned multiple time. Two cases in which no duplicates of a particular annotation at position 1007743 are returned are when the BED file contains a single region (region.bed)

chr1	1007743	1007748

or a disjoint region on the left (region_flL.bed):

chr1	1007736	1007739
chr1	1007743	1007748

However, adding a disjoint region on the right leads to the issue (region_flR.bed):

chr1	1007743	1007748
chr1	1007760	1007761

The following script reproduces the issue (assuming AWS credentials have been loaded into the appropriate environment variables):

#!/bin/bash
tabix -hR region.bed s3://gnomad-public-us-east-1/release/3.0/vcf/genomes/gnomad.genomes.r3.0.sites.vcf.bgz > annotation.vcf
tabix -hR region_flL.bed s3://gnomad-public-us-east-1/release/3.0/vcf/genomes/gnomad.genomes.r3.0.sites.vcf.bgz > annotation_flL.vcf
tabix -hR region_flR.bed s3://gnomad-public-us-east-1/release/3.0/vcf/genomes/gnomad.genomes.r3.0.sites.vcf.bgz > annotation_flR.vcf
echo "Number of matches for single-line bed:"
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation.vcf | wc -l
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation.vcf
echo "Number of matches including left-flanking disjoint region: "
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation_flL.vcf | wc -l
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation_flL.vcf
echo "Number of matches including right-flanking disjoint region -- one extra: "
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation_flR.vcf | wc -l
grep "1007743.*[^A-Z]ATTCTTTTTTTTTTTTTTT[^A-Z]" annotation_flR.vcf

Output:

[jwimberley@ip-172-30-1-233 tabix_repro]$ ./test.sh
Number of matches for single-line bed:
1
chr1	1007743	rs1489042997	ATTCTTTTTTTTTTTTTTT	A	160718.00	PASS	AC=246;AN=122076;AF=2.01514e-03;variant_type=indel;n_alt_alleles=1;ReadPosRankSum=2.97000e-01;MQRankSum=2.65000e-01;RAW_MQ=3.59036e+07;DP=9561;MQ_DP=11066;VarDP=9561;MQ=5.69605e+01;QD=1.68097e+01;FS=9.16326e-01;SB=22926,20387,2389,2450;InbreedingCoeff=2.83648e-02;AS_VQSLOD=8.79900e-01;NEGATIVE_TRAIN_SITE;culprit=AS_FS;SOR=6.11000e-01;AC_asj_female=0;AN_asj_female=1630;AF_asj_female=0.00000e+00;nhomalt_asj_female=0;AC_eas_female=0;AN_eas_female=1304;AF_eas_female=0.00000e+00;nhomalt_eas_female=0;AC_afr_male=123;AN_afr_male=15038;AF_afr_male=8.17928e-03;nhomalt_afr_male=1;AC_female=120;AN_female=64330;AF_female=1.86538e-03;nhomalt_female=1;AC_fin_male=0;AN_fin_male=5398;AF_fin_male=0.00000e+00;nhomalt_fin_male=0;AC_oth_female=0;AN_oth_female=972;AF_oth_female=0.00000e+00;nhomalt_oth_female=0;AC_ami=0;AN_ami=846;AF_ami=0.00000e+00;nhomalt_ami=0;AC_oth=0;AN_oth=1824;AF_oth=0.00000e+00;nhomalt_oth=0;AC_male=126;AN_male=57746;AF_male=2.18197e-03;nhomalt_male=1;AC_ami_female=0;AN_ami_female=442;AF_ami_female=0.00000e+00;nhomalt_ami_female=0;AC_afr=240;AN_afr=32686;AF_afr=7.34259e-03;nhomalt_afr=2;AC_eas_male=0;AN_eas_male=1464;AF_eas_male=0.00000e+00;nhomalt_eas_male=0;AC_sas=0;AN_sas=2656;AF_sas=0.00000e+00;nhomalt_sas=0;AC_nfe_female=0;AN_nfe_female=35286;AF_nfe_female=0.00000e+00;nhomalt_nfe_female=0;AC_asj_male=0;AN_asj_male=1468;AF_asj_male=0.00000e+00;nhomalt_asj_male=0;AC_raw=264;AN_raw=132340;AF_raw=1.99486e-03;nhomalt_raw=4;AC_oth_male=0;AN_oth_male=852;AF_oth_male=0.00000e+00;nhomalt_oth_male=0;AC_nfe_male=0;AN_nfe_male=25084;AF_nfe_male=0.00000e+00;nhomalt_nfe_male=0;AC_asj=0;AN_asj=3098;AF_asj=0.00000e+00;nhomalt_asj=0;AC_amr_male=3;AN_amr_male=5862;AF_amr_male=5.11771e-04;nhomalt_amr_male=0;nhomalt=2;AC_amr_female=3;AN_amr_female=4822;AF_amr_female=6.22148e-04;nhomalt_amr_female=0;AC_sas_female=0;AN_sas_female=480;AF_sas_female=0.00000e+00;nhomalt_sas_female=0;AC_fin=0;AN_fin=7144;AF_fin=0.00000e+00;nhomalt_fin=0;AC_afr_female=117;AN_afr_female=17648;AF_afr_female=6.62965e-03;nhomalt_afr_female=1;AC_sas_male=0;AN_sas_male=2176;AF_sas_male=0.00000e+00;nhomalt_sas_male=0;AC_amr=6;AN_amr=10684;AF_amr=5.61587e-04;nhomalt_amr=0;AC_nfe=0;AN_nfe=60370;AF_nfe=0.00000e+00;nhomalt_nfe=0;AC_eas=0;AN_eas=2768;AF_eas=0.00000e+00;nhomalt_eas=0;AC_ami_male=0;AN_ami_male=404;AF_ami_male=0.00000e+00;nhomalt_ami_male=0;AC_fin_female=0;AN_fin_female=1746;AF_fin_female=0.00000e+00;nhomalt_fin_female=0;faf95_afr=6.58052e-03;faf99_afr=6.58026e-03;faf95_sas=0.00000e+00;faf99_sas=0.00000e+00;faf95_adj=1.80839e-03;faf99_adj=1.80769e-03;faf95_amr=2.43960e-04;faf99_amr=2.43860e-04;faf95_nfe=0.00000e+00;faf99_nfe=0.00000e+00;faf95_eas=0.00000e+00;faf99_eas=0.00000e+00;vep=-|downstream_gene_variant|MODIFIER|AL645608.3|ENSG00000231702|Transcript|ENST00000423619|processed_pseudogene|||,-|downstream_gene_variant|MODIFIER|AL645608.1|ENSG00000224969|Transcript|ENST00000458555|antisense|||,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624652|protein_coding||1/2|,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624697|protein_coding||1/2|
Number of matches including left-flanking disjoint region: 
1
chr1	1007743	rs1489042997	ATTCTTTTTTTTTTTTTTT	A	160718.00	PASS	AC=246;AN=122076;AF=2.01514e-03;variant_type=indel;n_alt_alleles=1;ReadPosRankSum=2.97000e-01;MQRankSum=2.65000e-01;RAW_MQ=3.59036e+07;DP=9561;MQ_DP=11066;VarDP=9561;MQ=5.69605e+01;QD=1.68097e+01;FS=9.16326e-01;SB=22926,20387,2389,2450;InbreedingCoeff=2.83648e-02;AS_VQSLOD=8.79900e-01;NEGATIVE_TRAIN_SITE;culprit=AS_FS;SOR=6.11000e-01;AC_asj_female=0;AN_asj_female=1630;AF_asj_female=0.00000e+00;nhomalt_asj_female=0;AC_eas_female=0;AN_eas_female=1304;AF_eas_female=0.00000e+00;nhomalt_eas_female=0;AC_afr_male=123;AN_afr_male=15038;AF_afr_male=8.17928e-03;nhomalt_afr_male=1;AC_female=120;AN_female=64330;AF_female=1.86538e-03;nhomalt_female=1;AC_fin_male=0;AN_fin_male=5398;AF_fin_male=0.00000e+00;nhomalt_fin_male=0;AC_oth_female=0;AN_oth_female=972;AF_oth_female=0.00000e+00;nhomalt_oth_female=0;AC_ami=0;AN_ami=846;AF_ami=0.00000e+00;nhomalt_ami=0;AC_oth=0;AN_oth=1824;AF_oth=0.00000e+00;nhomalt_oth=0;AC_male=126;AN_male=57746;AF_male=2.18197e-03;nhomalt_male=1;AC_ami_female=0;AN_ami_female=442;AF_ami_female=0.00000e+00;nhomalt_ami_female=0;AC_afr=240;AN_afr=32686;AF_afr=7.34259e-03;nhomalt_afr=2;AC_eas_male=0;AN_eas_male=1464;AF_eas_male=0.00000e+00;nhomalt_eas_male=0;AC_sas=0;AN_sas=2656;AF_sas=0.00000e+00;nhomalt_sas=0;AC_nfe_female=0;AN_nfe_female=35286;AF_nfe_female=0.00000e+00;nhomalt_nfe_female=0;AC_asj_male=0;AN_asj_male=1468;AF_asj_male=0.00000e+00;nhomalt_asj_male=0;AC_raw=264;AN_raw=132340;AF_raw=1.99486e-03;nhomalt_raw=4;AC_oth_male=0;AN_oth_male=852;AF_oth_male=0.00000e+00;nhomalt_oth_male=0;AC_nfe_male=0;AN_nfe_male=25084;AF_nfe_male=0.00000e+00;nhomalt_nfe_male=0;AC_asj=0;AN_asj=3098;AF_asj=0.00000e+00;nhomalt_asj=0;AC_amr_male=3;AN_amr_male=5862;AF_amr_male=5.11771e-04;nhomalt_amr_male=0;nhomalt=2;AC_amr_female=3;AN_amr_female=4822;AF_amr_female=6.22148e-04;nhomalt_amr_female=0;AC_sas_female=0;AN_sas_female=480;AF_sas_female=0.00000e+00;nhomalt_sas_female=0;AC_fin=0;AN_fin=7144;AF_fin=0.00000e+00;nhomalt_fin=0;AC_afr_female=117;AN_afr_female=17648;AF_afr_female=6.62965e-03;nhomalt_afr_female=1;AC_sas_male=0;AN_sas_male=2176;AF_sas_male=0.00000e+00;nhomalt_sas_male=0;AC_amr=6;AN_amr=10684;AF_amr=5.61587e-04;nhomalt_amr=0;AC_nfe=0;AN_nfe=60370;AF_nfe=0.00000e+00;nhomalt_nfe=0;AC_eas=0;AN_eas=2768;AF_eas=0.00000e+00;nhomalt_eas=0;AC_ami_male=0;AN_ami_male=404;AF_ami_male=0.00000e+00;nhomalt_ami_male=0;AC_fin_female=0;AN_fin_female=1746;AF_fin_female=0.00000e+00;nhomalt_fin_female=0;faf95_afr=6.58052e-03;faf99_afr=6.58026e-03;faf95_sas=0.00000e+00;faf99_sas=0.00000e+00;faf95_adj=1.80839e-03;faf99_adj=1.80769e-03;faf95_amr=2.43960e-04;faf99_amr=2.43860e-04;faf95_nfe=0.00000e+00;faf99_nfe=0.00000e+00;faf95_eas=0.00000e+00;faf99_eas=0.00000e+00;vep=-|downstream_gene_variant|MODIFIER|AL645608.3|ENSG00000231702|Transcript|ENST00000423619|processed_pseudogene|||,-|downstream_gene_variant|MODIFIER|AL645608.1|ENSG00000224969|Transcript|ENST00000458555|antisense|||,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624652|protein_coding||1/2|,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624697|protein_coding||1/2|
Number of matches including right-flanking disjoint region -- one extra: 
2
chr1	1007743	rs1489042997	ATTCTTTTTTTTTTTTTTT	A	160718.00	PASS	AC=246;AN=122076;AF=2.01514e-03;variant_type=indel;n_alt_alleles=1;ReadPosRankSum=2.97000e-01;MQRankSum=2.65000e-01;RAW_MQ=3.59036e+07;DP=9561;MQ_DP=11066;VarDP=9561;MQ=5.69605e+01;QD=1.68097e+01;FS=9.16326e-01;SB=22926,20387,2389,2450;InbreedingCoeff=2.83648e-02;AS_VQSLOD=8.79900e-01;NEGATIVE_TRAIN_SITE;culprit=AS_FS;SOR=6.11000e-01;AC_asj_female=0;AN_asj_female=1630;AF_asj_female=0.00000e+00;nhomalt_asj_female=0;AC_eas_female=0;AN_eas_female=1304;AF_eas_female=0.00000e+00;nhomalt_eas_female=0;AC_afr_male=123;AN_afr_male=15038;AF_afr_male=8.17928e-03;nhomalt_afr_male=1;AC_female=120;AN_female=64330;AF_female=1.86538e-03;nhomalt_female=1;AC_fin_male=0;AN_fin_male=5398;AF_fin_male=0.00000e+00;nhomalt_fin_male=0;AC_oth_female=0;AN_oth_female=972;AF_oth_female=0.00000e+00;nhomalt_oth_female=0;AC_ami=0;AN_ami=846;AF_ami=0.00000e+00;nhomalt_ami=0;AC_oth=0;AN_oth=1824;AF_oth=0.00000e+00;nhomalt_oth=0;AC_male=126;AN_male=57746;AF_male=2.18197e-03;nhomalt_male=1;AC_ami_female=0;AN_ami_female=442;AF_ami_female=0.00000e+00;nhomalt_ami_female=0;AC_afr=240;AN_afr=32686;AF_afr=7.34259e-03;nhomalt_afr=2;AC_eas_male=0;AN_eas_male=1464;AF_eas_male=0.00000e+00;nhomalt_eas_male=0;AC_sas=0;AN_sas=2656;AF_sas=0.00000e+00;nhomalt_sas=0;AC_nfe_female=0;AN_nfe_female=35286;AF_nfe_female=0.00000e+00;nhomalt_nfe_female=0;AC_asj_male=0;AN_asj_male=1468;AF_asj_male=0.00000e+00;nhomalt_asj_male=0;AC_raw=264;AN_raw=132340;AF_raw=1.99486e-03;nhomalt_raw=4;AC_oth_male=0;AN_oth_male=852;AF_oth_male=0.00000e+00;nhomalt_oth_male=0;AC_nfe_male=0;AN_nfe_male=25084;AF_nfe_male=0.00000e+00;nhomalt_nfe_male=0;AC_asj=0;AN_asj=3098;AF_asj=0.00000e+00;nhomalt_asj=0;AC_amr_male=3;AN_amr_male=5862;AF_amr_male=5.11771e-04;nhomalt_amr_male=0;nhomalt=2;AC_amr_female=3;AN_amr_female=4822;AF_amr_female=6.22148e-04;nhomalt_amr_female=0;AC_sas_female=0;AN_sas_female=480;AF_sas_female=0.00000e+00;nhomalt_sas_female=0;AC_fin=0;AN_fin=7144;AF_fin=0.00000e+00;nhomalt_fin=0;AC_afr_female=117;AN_afr_female=17648;AF_afr_female=6.62965e-03;nhomalt_afr_female=1;AC_sas_male=0;AN_sas_male=2176;AF_sas_male=0.00000e+00;nhomalt_sas_male=0;AC_amr=6;AN_amr=10684;AF_amr=5.61587e-04;nhomalt_amr=0;AC_nfe=0;AN_nfe=60370;AF_nfe=0.00000e+00;nhomalt_nfe=0;AC_eas=0;AN_eas=2768;AF_eas=0.00000e+00;nhomalt_eas=0;AC_ami_male=0;AN_ami_male=404;AF_ami_male=0.00000e+00;nhomalt_ami_male=0;AC_fin_female=0;AN_fin_female=1746;AF_fin_female=0.00000e+00;nhomalt_fin_female=0;faf95_afr=6.58052e-03;faf99_afr=6.58026e-03;faf95_sas=0.00000e+00;faf99_sas=0.00000e+00;faf95_adj=1.80839e-03;faf99_adj=1.80769e-03;faf95_amr=2.43960e-04;faf99_amr=2.43860e-04;faf95_nfe=0.00000e+00;faf99_nfe=0.00000e+00;faf95_eas=0.00000e+00;faf99_eas=0.00000e+00;vep=-|downstream_gene_variant|MODIFIER|AL645608.3|ENSG00000231702|Transcript|ENST00000423619|processed_pseudogene|||,-|downstream_gene_variant|MODIFIER|AL645608.1|ENSG00000224969|Transcript|ENST00000458555|antisense|||,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624652|protein_coding||1/2|,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624697|protein_coding||1/2|
chr1	1007743	rs1489042997	ATTCTTTTTTTTTTTTTTT	A	160718.00	PASS	AC=246;AN=122076;AF=2.01514e-03;variant_type=indel;n_alt_alleles=1;ReadPosRankSum=2.97000e-01;MQRankSum=2.65000e-01;RAW_MQ=3.59036e+07;DP=9561;MQ_DP=11066;VarDP=9561;MQ=5.69605e+01;QD=1.68097e+01;FS=9.16326e-01;SB=22926,20387,2389,2450;InbreedingCoeff=2.83648e-02;AS_VQSLOD=8.79900e-01;NEGATIVE_TRAIN_SITE;culprit=AS_FS;SOR=6.11000e-01;AC_asj_female=0;AN_asj_female=1630;AF_asj_female=0.00000e+00;nhomalt_asj_female=0;AC_eas_female=0;AN_eas_female=1304;AF_eas_female=0.00000e+00;nhomalt_eas_female=0;AC_afr_male=123;AN_afr_male=15038;AF_afr_male=8.17928e-03;nhomalt_afr_male=1;AC_female=120;AN_female=64330;AF_female=1.86538e-03;nhomalt_female=1;AC_fin_male=0;AN_fin_male=5398;AF_fin_male=0.00000e+00;nhomalt_fin_male=0;AC_oth_female=0;AN_oth_female=972;AF_oth_female=0.00000e+00;nhomalt_oth_female=0;AC_ami=0;AN_ami=846;AF_ami=0.00000e+00;nhomalt_ami=0;AC_oth=0;AN_oth=1824;AF_oth=0.00000e+00;nhomalt_oth=0;AC_male=126;AN_male=57746;AF_male=2.18197e-03;nhomalt_male=1;AC_ami_female=0;AN_ami_female=442;AF_ami_female=0.00000e+00;nhomalt_ami_female=0;AC_afr=240;AN_afr=32686;AF_afr=7.34259e-03;nhomalt_afr=2;AC_eas_male=0;AN_eas_male=1464;AF_eas_male=0.00000e+00;nhomalt_eas_male=0;AC_sas=0;AN_sas=2656;AF_sas=0.00000e+00;nhomalt_sas=0;AC_nfe_female=0;AN_nfe_female=35286;AF_nfe_female=0.00000e+00;nhomalt_nfe_female=0;AC_asj_male=0;AN_asj_male=1468;AF_asj_male=0.00000e+00;nhomalt_asj_male=0;AC_raw=264;AN_raw=132340;AF_raw=1.99486e-03;nhomalt_raw=4;AC_oth_male=0;AN_oth_male=852;AF_oth_male=0.00000e+00;nhomalt_oth_male=0;AC_nfe_male=0;AN_nfe_male=25084;AF_nfe_male=0.00000e+00;nhomalt_nfe_male=0;AC_asj=0;AN_asj=3098;AF_asj=0.00000e+00;nhomalt_asj=0;AC_amr_male=3;AN_amr_male=5862;AF_amr_male=5.11771e-04;nhomalt_amr_male=0;nhomalt=2;AC_amr_female=3;AN_amr_female=4822;AF_amr_female=6.22148e-04;nhomalt_amr_female=0;AC_sas_female=0;AN_sas_female=480;AF_sas_female=0.00000e+00;nhomalt_sas_female=0;AC_fin=0;AN_fin=7144;AF_fin=0.00000e+00;nhomalt_fin=0;AC_afr_female=117;AN_afr_female=17648;AF_afr_female=6.62965e-03;nhomalt_afr_female=1;AC_sas_male=0;AN_sas_male=2176;AF_sas_male=0.00000e+00;nhomalt_sas_male=0;AC_amr=6;AN_amr=10684;AF_amr=5.61587e-04;nhomalt_amr=0;AC_nfe=0;AN_nfe=60370;AF_nfe=0.00000e+00;nhomalt_nfe=0;AC_eas=0;AN_eas=2768;AF_eas=0.00000e+00;nhomalt_eas=0;AC_ami_male=0;AN_ami_male=404;AF_ami_male=0.00000e+00;nhomalt_ami_male=0;AC_fin_female=0;AN_fin_female=1746;AF_fin_female=0.00000e+00;nhomalt_fin_female=0;faf95_afr=6.58052e-03;faf99_afr=6.58026e-03;faf95_sas=0.00000e+00;faf99_sas=0.00000e+00;faf95_adj=1.80839e-03;faf99_adj=1.80769e-03;faf95_amr=2.43960e-04;faf99_amr=2.43860e-04;faf95_nfe=0.00000e+00;faf99_nfe=0.00000e+00;faf95_eas=0.00000e+00;faf99_eas=0.00000e+00;vep=-|downstream_gene_variant|MODIFIER|AL645608.3|ENSG00000231702|Transcript|ENST00000423619|processed_pseudogene|||,-|downstream_gene_variant|MODIFIER|AL645608.1|ENSG00000224969|Transcript|ENST00000458555|antisense|||,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624652|protein_coding||1/2|,-|intron_variant|MODIFIER|ISG15|ENSG00000187608|Transcript|ENST00000624697|protein_coding||1/2|
@jwimberl
Copy link
Author

jwimberl commented Jul 11, 2022

It's been pointed out to me immediately that this is expected behavior as the length of the reference means that it overlaps the right flanking region in the third BED file, as opposed to my assumption that the VCF indexing would be strictly on the indicated starting position of the variant.

@jkbonfield
Copy link
Contributor

jkbonfield commented Jul 12, 2022

Correct, VCF indices, like BAM, have overlap calculations rather than point sources, so you can find all variants that overlap a region.

In bcftools, if you use a combination of a broad region (-R, which uses indices) and a target list (-T, which is a streaming filter) then the duplicates will be removed. Bcftools also has a --regions-overlap options to control pos vs overlap decisions, but I've never used it so I don't know how appropriate it is.

Edit: just remembered this is tabix, which likely doesn't have the same options, but bcftools will - obviously - also view VCF files. :-)

@jmarshall
Copy link
Member

I'm not really clear on whether multi-region iterators work in general or just for reads in BAM/CRAM files — e.g., there's an hts_itr_regions() and a sam_itr_regions() but no bcf_itr_regions() or tbx_itr_regions() and bcftools doesn't appear to use anything of the sort.

Anyway, if they do work in general, then this issue would be solved by tabix having an option to use multi-region iterators. And if they don't, then perhaps one day they should. 😄

@jwimberl
Copy link
Author

Thank you both for your helpful suggestions -- using bcftools in place of tabix is an option for me, and I've confirmed that specifying the BED format regions file together with --regions-overlap record is equivalent to the running the tabix query and removing duplicates.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

3 participants