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Error in calculating LD
I got the error below when it was calculating LD. I try to figure it out, but I can't even tell what the error message means. My R code for calculating LD is the same as yours in the tutorial.
corr0 <- snp_cor( genotype, ind.col = ind.chr, ncores = NCORES, infos.pos = POS2[ind.chr], size = 3 / 1000 ) corr <- bigsparser::as_SFBM(as(corr0, "dgCMatrix"))
Thank you!
Error in validityMethod(as(object, superClass)) : long vectors not supported yet: ../../src/include/Rinlinedfuns.h:522 Calls: snp_cor ... validObject -> anyStrings -> isTRUE -> validityMethod Execution halted
After I filtered the genotye by plink (--geno 0), the error disappeared but I got "'h2' should have only positive values".
I have two questions:
- Can an individual have missing genotypes?
- For the plink bed file, is it possible to read by each chromosome instead of one big bed file? Like how PRsice handle this situation by adding "chr#".
Thanks for your help!
Which software are you using? Which part of the tutorial?
Sam
On Thu, 1 Oct 2020 at 7:19 AM, QiaolanOSU [email protected] wrote:
After I filtered the genotye by plink (--geno 0), the error disappeared but I got "'h2' should have only positive values".
I have two questions:
Can an individual have missing genotypes?
For the plink bed file, is it possible to read by each chromosome instead of one big bed file? Like how PRsice handle this situation by adding "chr#".
Thanks for your help!
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-- Dr Shing Wan Choi Postdoctoral Fellow Genetics and Genomic Sciences Icahn School of Medicine, Mount Sinai, NYC
Which software are you using? Which part of the tutorial? Sam On Thu, 1 Oct 2020 at 7:19 AM, QiaolanOSU @.***> wrote: After I filtered the genotye by plink (--geno 0), the error disappeared but I got "'h2' should have only positive values". I have two questions: 1. Can an individual have missing genotypes? 2. For the plink bed file, is it possible to read by each chromosome instead of one big bed file? Like how PRsice handle this situation by adding "chr#". Thanks for your help! — You are receiving this because you are subscribed to this thread. Reply to this email directly, view it on GitHub <#10 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/AAJTRYWXG4V4IUPT4KKRMVDSIO4INANCNFSM4R7RKC4A . -- Dr Shing Wan Choi Postdoctoral Fellow Genetics and Genomic Sciences Icahn School of Medicine, Mount Sinai, NYC
Hi Dr. Choi!
Sorry about the ambiguity. I am using LDpred2. I followed the code of ldpred 2 tutorial (https://choishingwan.github.io/PRS-Tutorial/ldpred/) in "4. Start running LDpred 2". But I used my own dataset.
Thanks!
best,
Qiaolan
Hi,
Unfortunately, I am not the author of LDpred so I can only answer some of the questions. You might need to ask the author here: https://github.com/privefl/bigsnpr
- You might want to use more stringent --geno filtering. It is always a good idea to do QC before any PRS analysis
- What's your sample size? If your sample size is small, and if there's a slight population mismatch, then it is possible for you to get h2 estimate less than 0.
- I am not sure how LDpred2 handle missing genotypes
- You can achieve the per-chr file by putting
snp_readBed("EUR.QC.bed")# now attach the genotype object obj.bigSNP <- snp_attach("EUR.QC.rds")
and any code involves the use of obj.bigSNP inside the loop
Sam
Hi, Unfortunately, I am not the author of LDpred so I can only answer some of the questions. You might need to ask the author here: https://github.com/privefl/bigsnpr 1. You might want to use more stringent --geno filtering. It is always a good idea to do QC before any PRS analysis 2. What's your sample size? If your sample size is small, and if there's a slight population mismatch, then it is possible for you to get h2 estimate less than 0. 3. I am not sure how LDpred2 handle missing genotypes 4. You can achieve the per-chr file by putting snp_readBed("EUR.QC.bed")# now attach the genotype object obj.bigSNP <- snp_attach("EUR.QC.rds") and any code involves the use of obj.bigSNP inside the loop Sam
Hi Dr. Choi,
I contacted the author of bigsnpr
and had a better understanding of the error. By the way, the tutorial in your github (https://choishingwan.github.io/PRS-Tutorial/ldpred/) is kinda different from the one in his github (https://privefl.github.io/bigsnpr/articles/LDpred2.html). And it seems that yours is based on bigsnpr version 1.4.x while the latest version is 1.5.0.
Thanks!
best,
Qiaolan