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Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects.

Publication ,  Journal Article
Kasela, S; Aguet, F; Kim-Hellmuth, S; Brown, BC; Nachun, DC; Tracy, RP; Durda, P; Liu, Y; Taylor, KD; Johnson, WC; Van Den Berg, D; Gabriel, S ...
Published in: Am J Hum Genet
January 4, 2024

Bulk-tissue molecular quantitative trait loci (QTLs) have been the starting point for interpreting disease-associated variants, and context-specific QTLs show particular relevance for disease. Here, we present the results of mapping interaction QTLs (iQTLs) for cell type, age, and other phenotypic variables in multi-omic, longitudinal data from the blood of individuals of diverse ancestries. By modeling the interaction between genotype and estimated cell-type proportions, we demonstrate that cell-type iQTLs could be considered as proxies for cell-type-specific QTL effects, particularly for the most abundant cell type in the tissue. The interpretation of age iQTLs, however, warrants caution because the moderation effect of age on the genotype and molecular phenotype association could be mediated by changes in cell-type composition. Finally, we show that cell-type iQTLs contribute to cell-type-specific enrichment of diseases that, in combination with additional functional data, could guide future functional studies. Overall, this study highlights the use of iQTLs to gain insights into the context specificity of regulatory effects.

Duke Scholars

Published In

Am J Hum Genet

DOI

EISSN

1537-6605

Publication Date

January 4, 2024

Volume

111

Issue

1

Start / End Page

133 / 149

Location

United States

Related Subject Headings

  • Quantitative Trait Loci
  • Phenotype
  • Humans
  • Genotype
  • Genetics & Heredity
  • Gene Expression Regulation
  • 42 Health sciences
  • 32 Biomedical and clinical sciences
  • 31 Biological sciences
  • 11 Medical and Health Sciences
 

Citation

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Kasela, S., Aguet, F., Kim-Hellmuth, S., Brown, B. C., Nachun, D. C., Tracy, R. P., … Lappalainen, T. (2024). Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects. Am J Hum Genet, 111(1), 133–149. https://doi.org/10.1016/j.ajhg.2023.11.013
Kasela, Silva, François Aguet, Sarah Kim-Hellmuth, Brielin C. Brown, Daniel C. Nachun, Russell P. Tracy, Peter Durda, et al. “Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects.Am J Hum Genet 111, no. 1 (January 4, 2024): 133–49. https://doi.org/10.1016/j.ajhg.2023.11.013.
Kasela S, Aguet F, Kim-Hellmuth S, Brown BC, Nachun DC, Tracy RP, et al. Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects. Am J Hum Genet. 2024 Jan 4;111(1):133–49.
Kasela, Silva, et al. “Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects.Am J Hum Genet, vol. 111, no. 1, Jan. 2024, pp. 133–49. Pubmed, doi:10.1016/j.ajhg.2023.11.013.
Kasela S, Aguet F, Kim-Hellmuth S, Brown BC, Nachun DC, Tracy RP, Durda P, Liu Y, Taylor KD, Johnson WC, Van Den Berg D, Gabriel S, Gupta N, Smith JD, Blackwell TW, Rotter JI, Ardlie KG, Manichaikul A, Rich SS, Barr RG, Lappalainen T. Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects. Am J Hum Genet. 2024 Jan 4;111(1):133–149.
Journal cover image

Published In

Am J Hum Genet

DOI

EISSN

1537-6605

Publication Date

January 4, 2024

Volume

111

Issue

1

Start / End Page

133 / 149

Location

United States

Related Subject Headings

  • Quantitative Trait Loci
  • Phenotype
  • Humans
  • Genotype
  • Genetics & Heredity
  • Gene Expression Regulation
  • 42 Health sciences
  • 32 Biomedical and clinical sciences
  • 31 Biological sciences
  • 11 Medical and Health Sciences