Evidence map›Paper›PMID 20624276›Full record

ArticleBMC biology2010

Serious limitations of the QTL/microarray approach for QTL gene discovery.

Ricardo A Verdugo, Charles R Farber, Craig H Warden, Juan F Medrano

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Article in BMC biology, 2010. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

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17citing papers in PubMed
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3 · Its place in the literature

Who cites it

17 citing papers in PubMed.

  1. Review
  2. Rare Coding Variants Associated with Breast Cancer.Advances in experimental medicine and biology · 2021
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  3. Frontiers in plant science · 2021
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  4. Novel Genetic Loci Control Calcium Absorption and Femur Bone Mass as Well as Their Response to Low Calcium Intake in Male BXD Recombinant Inbred Mice.Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research · 2016
    Article
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  9. Genetic determinants of voluntary exercise.Trends in genetics : TIG · 2013
    Review
  10. Article
  11. Genome-wide association studies in mice.Nature reviews. Genetics · 2012
    Review
  12. Article
  13. Review
  14. Article
  15. Article
  16. Article
  17. Article
4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Ricardo A VerdugoDepartment of Animal Science, University of California Davis, Davis, CA 95616, USA.
Charles R Farber
Craig H Warden
Juan F Medrano

Funding

Positional cloning of obesity genes from congenic miceR01DK069978 · NIDDK · UNIVERSITY OF CALIFORNIA AT DAVIS · PI WARDEN, CRAIG H · 2006 to 2010
$1.7M
NIDDK NIH HHS R01 DK-69978
6 · The paper itself

Abstract

backgroundIt has been proposed that the use of gene expression microarrays in nonrecombinant parental or congenic strains can accelerate the process of isolating individual genes underlying quantitative trait loci (QTL). However, the effectiveness of this approach has not been assessed.

resultsThirty-seven studies that have implemented the QTL/microarray approach in rodents were reviewed. About 30% of studies showed enrichment for QTL candidates, mostly in comparisons between congenic and background strains. Three studies led to the identification of an underlying QTL gene. To complement the literature results, a microarray experiment was performed using three mouse congenic strains isolating the effects of at least 25 biometric QTL. Results show that genes in the congenic donor regions were preferentially selected. However, within donor regions, the distribution of differentially expressed genes was homogeneous once gene density was accounted for. Genes within identical-by-descent (IBD) regions were less likely to be differentially expressed in chromosome 2, but not in chromosomes 11 and 17. Furthermore, expression of QTL regulated in cis (cis eQTL) showed higher expression in the background genotype, which was partially explained by the presence of single nucleotide polymorphisms (SNP).

conclusionsThe literature shows limited successes from the QTL/microarray approach to identify QTL genes. Our own results from microarray profiling of three congenic strains revealed a strong tendency to select cis-eQTL over trans-eQTL. IBD regions had little effect on rate of differential expression, and we provide several reasons why IBD should not be used to discard eQTL candidates. In addition, mismatch probes produced false cis-eQTL that could not be completely removed with the current strains genotypes and low probe density microarrays. The reviewed studies did not account for lack of coverage from the platforms used and therefore removed genes that were not tested. Together, our results explain the tendency to report QTL candidates as differentially expressed and indicate that the utility of the QTL/microarray as currently implemented is limited. Alternatives are proposed that make use of microarray data from multiple experiments to overcome the outlined limitations.

Indexed as

Oligonucleotide Array Sequence AnalysisQuantitative Trait LociAnimalsGenesHumansMiceMice, Congenic

Identifiers

PMID20624276
PMCPMC2919467

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.