Last updated: 2019-09-06
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Knit directory: apaQTL/analysis/
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html | d3fbe36 | brimittleman | 2019-08-08 | Build site. |
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https://brimittleman.github.io/threeprimeseq/apaQTLoverlapGWAS.html
https://brimittleman.github.io/threeprimeseq/OverlapFullGWASCatelog.html
Nuclear qtls: ../data/apaQTLs/NuclearQTLSNPsRSID.txt Total qtls: ../data/apaQTLs/TotalQTLSNPsRSID.txt
require(tidyverse)
Loading required package: tidyverse
── Attaching packages ────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.2.1 ──
✔ ggplot2 3.1.1 ✔ purrr 0.3.2
✔ tibble 2.1.1 ✔ dplyr 0.8.0.1
✔ tidyr 0.8.3 ✔ stringr 1.3.1
✔ readr 1.3.1 ✔ forcats 0.3.0
── Conflicts ───────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag() masks stats::lag()
mkdir ../data/GWAS_overlap/
mkdir ../data/GWAS_overlap/TotalApaQTL_LD/
mkdir ../data/GWAS_overlap/NuclearApaQTL_LD/
#sbatch LD_qtl.sh
python nucQTLGWAS.py
results=read.table("../data/GWAS_overlap/NuclearSNPinGWAS.txt",header = F, stringsAsFactors = F,sep="\t")
resultsSNPs=results %>% select(V5) %>% unique()
Check examples:
1311 chr5 95242930 95242931 rs56219066 26007630 Swaminathan B 2015-05-26 Nat Commun Variants in ELL2 influencing immunoglobulin levels associate with multiple myeloma. Multiple myeloma and monoclonal gammopathy 2,194 European ancestry multiple myeloma cases, 251 European ancestry monoclonal gammopathy cases, 294,390 European ancestry controls 586 European ancestry multiple myeloma cases, 2,111 European ancestry controls 5q15 ELL2 rs56219066-T 0.711 2E-10 1.24 [1.16-1.33] Illumina [12100000] (imputed) N ELL2 intron + peak106823 rs56219066
1536 chr10 124693586 124693587 rs7904973 30275531 Klarin D 2018-10-01 Nat Genet Genetics of blood lipids among ~300,000 multi-ethnic participants of the Million Veteran Program. LDL cholesterol 215,551 European ancestry individuals, 57,332 African American individuals, 24,743 Hispanic individuals Up to 319,677 individuals 10q26.13 C10orf88 rs7904973-T 0.5573 1E-14 0.0203 [0.015-0.025] mg dl-1 increase Affymetrix [up to 31400000] (imputed) N
C10orf88 intron + peak19881 rs7904973
Full catelog: Get snps in LD using the https://ldlink.nci.nih.gov/#ldproxy-tab. Run this with through command line. To output code for each snp:
sbatch LD_snpsproxy.sh
Run each line independently Concatinate all results filter for r2 >.9
sbatch run_filtersnpLD.sh
Concatinate this with the RSID for the astual QTLS
cat /project2/gilad/briana/apaQTL/data/apaQTLs/LDsnps_9/* ../data/apaQTLs/NuclearQTLSNPsRSID.txt > /project2/gilad/briana/apaQTL/data/apaQTLs/NuclearQTLSNPsRSID_withLD.txt
../data/apaQTLs/NuclearQTLSNPsRSID_withLD.txt
python nucQTLGWAS_withLD.py
cut -f 5 ../data/GWAS_overlap/NuclearSNPinGWAS_withLD.txt | sort | uniq | wc -l
#105
105 overlaps of 544 snps
105/544
[1] 0.1930147
sessionInfo()
R version 3.5.1 (2018-07-02)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Scientific Linux 7.4 (Nitrogen)
Matrix products: default
BLAS/LAPACK: /software/openblas-0.2.19-el7-x86_64/lib/libopenblas_haswellp-r0.2.19.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=en_US.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=en_US.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] forcats_0.3.0 stringr_1.3.1 dplyr_0.8.0.1 purrr_0.3.2
[5] readr_1.3.1 tidyr_0.8.3 tibble_2.1.1 ggplot2_3.1.1
[9] tidyverse_1.2.1
loaded via a namespace (and not attached):
[1] Rcpp_1.0.0 cellranger_1.1.0 plyr_1.8.4 compiler_3.5.1
[5] pillar_1.3.1 git2r_0.25.2 highr_0.7 workflowr_1.4.0
[9] tools_3.5.1 digest_0.6.18 lubridate_1.7.4 jsonlite_1.6
[13] evaluate_0.12 nlme_3.1-137 gtable_0.2.0 lattice_0.20-38
[17] pkgconfig_2.0.2 rlang_0.4.0 cli_1.1.0 rstudioapi_0.10
[21] yaml_2.2.0 haven_1.1.2 withr_2.1.2 xml2_1.2.0
[25] httr_1.3.1 knitr_1.20 hms_0.4.2 generics_0.0.2
[29] fs_1.3.1 rprojroot_1.3-2 grid_3.5.1 tidyselect_0.2.5
[33] glue_1.3.0 R6_2.3.0 readxl_1.1.0 rmarkdown_1.10
[37] modelr_0.1.2 magrittr_1.5 whisker_0.3-2 backports_1.1.2
[41] scales_1.0.0 htmltools_0.3.6 rvest_0.3.2 assertthat_0.2.0
[45] colorspace_1.3-2 stringi_1.2.4 lazyeval_0.2.1 munsell_0.5.0
[49] broom_0.5.1 crayon_1.3.4