Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle

Abstract Background The mutations changing the expression level of a gene, or expression quantitative trait loci (eQTL), can be identified by testing the association between genetic variants and gene expression in multiple individuals (eQTL mapping), or by comparing the expression of the alleles in...

Full description

Bibliographic Details
Main Authors: Majid Khansefid, Jennie E. Pryce, Sunduimijid Bolormaa, Yizhou Chen, Catriona A. Millen, Amanda J. Chamberlain, Christy J. Vander Jagt, Michael E. Goddard
Format: Article
Language:English
Published: BMC 2018-11-01
Series:BMC Genomics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12864-018-5181-0
_version_ 1819263874954690560
author Majid Khansefid
Jennie E. Pryce
Sunduimijid Bolormaa
Yizhou Chen
Catriona A. Millen
Amanda J. Chamberlain
Christy J. Vander Jagt
Michael E. Goddard
author_facet Majid Khansefid
Jennie E. Pryce
Sunduimijid Bolormaa
Yizhou Chen
Catriona A. Millen
Amanda J. Chamberlain
Christy J. Vander Jagt
Michael E. Goddard
author_sort Majid Khansefid
collection DOAJ
description Abstract Background The mutations changing the expression level of a gene, or expression quantitative trait loci (eQTL), can be identified by testing the association between genetic variants and gene expression in multiple individuals (eQTL mapping), or by comparing the expression of the alleles in a heterozygous individual (allele specific expression or ASE analysis). The aims of the study were to find and compare ASE and local eQTL in 4 bovine RNA-sequencing (RNA-Seq) datasets, validate them in an independent ASE study and investigate if they are associated with complex trait variation. Results We present a novel method for distinguishing between ASE driven by polymorphisms in cis and parent of origin effects. We found that single nucleotide polymorphisms (SNPs) driving ASE are also often local eQTL and therefore presumably cis eQTL. These SNPs often, but not always, affect gene expression in multiple tissues and, when they do, the allele increasing expression is usually the same. However, there were systematic differences between ASE and local eQTL and between tissues and breeds. We also found that SNPs significantly associated with gene expression (p < 0.001) were likely to influence some complex traits (p < 0.001), which means that some mutations influence variation in complex traits by changing the expression level of genes. Conclusion We conclude that ASE detects phenomenon that overlap with local eQTL, but there are also systematic differences between the SNPs discovered by the two methods. Some mutations influencing complex traits are actually eQTL and can be discovered using RNA-Seq including eQTL in the genes CAST, CAPN1, LCORL and LEPROTL1.
first_indexed 2024-12-23T20:20:32Z
format Article
id doaj.art-6b8b83bec6ed40cd92197eb1d7449363
institution Directory Open Access Journal
issn 1471-2164
language English
last_indexed 2024-12-23T20:20:32Z
publishDate 2018-11-01
publisher BMC
record_format Article
series BMC Genomics
spelling doaj.art-6b8b83bec6ed40cd92197eb1d74493632022-12-21T17:32:33ZengBMCBMC Genomics1471-21642018-11-0119111810.1186/s12864-018-5181-0Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattleMajid Khansefid0Jennie E. Pryce1Sunduimijid Bolormaa2Yizhou Chen3Catriona A. Millen4Amanda J. Chamberlain5Christy J. Vander Jagt6Michael E. Goddard7Department of Agriculture and Food Systems, The University of MelbourneAgriculture Victoria, AgriBio, Centre for AgriBioscienceAgriculture Victoria, AgriBio, Centre for AgriBioscienceElizabeth Macarthur Agricultural Institute, NSW Department of Primary IndustriesAgricultural Business Research Institute, The University of New EnglandAgriculture Victoria, AgriBio, Centre for AgriBioscienceAgriculture Victoria, AgriBio, Centre for AgriBioscienceDepartment of Agriculture and Food Systems, The University of MelbourneAbstract Background The mutations changing the expression level of a gene, or expression quantitative trait loci (eQTL), can be identified by testing the association between genetic variants and gene expression in multiple individuals (eQTL mapping), or by comparing the expression of the alleles in a heterozygous individual (allele specific expression or ASE analysis). The aims of the study were to find and compare ASE and local eQTL in 4 bovine RNA-sequencing (RNA-Seq) datasets, validate them in an independent ASE study and investigate if they are associated with complex trait variation. Results We present a novel method for distinguishing between ASE driven by polymorphisms in cis and parent of origin effects. We found that single nucleotide polymorphisms (SNPs) driving ASE are also often local eQTL and therefore presumably cis eQTL. These SNPs often, but not always, affect gene expression in multiple tissues and, when they do, the allele increasing expression is usually the same. However, there were systematic differences between ASE and local eQTL and between tissues and breeds. We also found that SNPs significantly associated with gene expression (p < 0.001) were likely to influence some complex traits (p < 0.001), which means that some mutations influence variation in complex traits by changing the expression level of genes. Conclusion We conclude that ASE detects phenomenon that overlap with local eQTL, but there are also systematic differences between the SNPs discovered by the two methods. Some mutations influencing complex traits are actually eQTL and can be discovered using RNA-Seq including eQTL in the genes CAST, CAPN1, LCORL and LEPROTL1.http://link.springer.com/article/10.1186/s12864-018-5181-0RNA-sequencingAllele specific expressionASE analysiseQTL mappingGenome-wide association studyGenetic variation of complex traits
spellingShingle Majid Khansefid
Jennie E. Pryce
Sunduimijid Bolormaa
Yizhou Chen
Catriona A. Millen
Amanda J. Chamberlain
Christy J. Vander Jagt
Michael E. Goddard
Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
BMC Genomics
RNA-sequencing
Allele specific expression
ASE analysis
eQTL mapping
Genome-wide association study
Genetic variation of complex traits
title Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
title_full Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
title_fullStr Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
title_full_unstemmed Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
title_short Comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
title_sort comparing allele specific expression and local expression quantitative trait loci and the influence of gene expression on complex trait variation in cattle
topic RNA-sequencing
Allele specific expression
ASE analysis
eQTL mapping
Genome-wide association study
Genetic variation of complex traits
url http://link.springer.com/article/10.1186/s12864-018-5181-0
work_keys_str_mv AT majidkhansefid comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT jennieepryce comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT sunduimijidbolormaa comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT yizhouchen comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT catrionaamillen comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT amandajchamberlain comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT christyjvanderjagt comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle
AT michaelegoddard comparingallelespecificexpressionandlocalexpressionquantitativetraitlociandtheinfluenceofgeneexpressiononcomplextraitvariationincattle