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

Bulk tissue molecular quantitative trait loci (QTLs) have been the starting point for interpreting disease-associated variants, while 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...

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Autores principales: Kasela, Silva, Aguet, François, Kim-Hellmuth, Sarah, Brown, Brielin C., Nachun, Daniel C., Tracy, Russell P., Durda, Peter, Liu, Yongmei, Taylor, Kent D., Craig Johnson, W., Berg, David Van Den, Gabriel, Stacey, Gupta, Namrata, Smith, Joshua D., Blackwell, Thomas W., Rotter, Jerome I., Ardlie, Kristin G., Manichaikul, Ani, Rich, Stephen S., Graham Barr, R., Lappalainen, Tuuli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326995/
https://www.ncbi.nlm.nih.gov/pubmed/37425716
http://dx.doi.org/10.1101/2023.06.26.546528
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author Kasela, Silva
Aguet, François
Kim-Hellmuth, Sarah
Brown, Brielin C.
Nachun, Daniel C.
Tracy, Russell P.
Durda, Peter
Liu, Yongmei
Taylor, Kent D.
Craig Johnson, W.
Berg, David Van Den
Gabriel, Stacey
Gupta, Namrata
Smith, Joshua D.
Blackwell, Thomas W.
Rotter, Jerome I.
Ardlie, Kristin G.
Manichaikul, Ani
Rich, Stephen S.
Graham Barr, R.
Lappalainen, Tuuli
author_facet Kasela, Silva
Aguet, François
Kim-Hellmuth, Sarah
Brown, Brielin C.
Nachun, Daniel C.
Tracy, Russell P.
Durda, Peter
Liu, Yongmei
Taylor, Kent D.
Craig Johnson, W.
Berg, David Van Den
Gabriel, Stacey
Gupta, Namrata
Smith, Joshua D.
Blackwell, Thomas W.
Rotter, Jerome I.
Ardlie, Kristin G.
Manichaikul, Ani
Rich, Stephen S.
Graham Barr, R.
Lappalainen, Tuuli
author_sort Kasela, Silva
collection PubMed
description Bulk tissue molecular quantitative trait loci (QTLs) have been the starting point for interpreting disease-associated variants, while 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 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. The interpretation of age iQTLs, however, warrants caution as the moderation effect of age on the genotype and molecular phenotype association may 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, may guide future functional studies. Overall, this study highlights iQTLs to gain insights into the context-specificity of regulatory effects.
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spelling pubmed-103269952023-07-08 Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects Kasela, Silva Aguet, François Kim-Hellmuth, Sarah Brown, Brielin C. Nachun, Daniel C. Tracy, Russell P. Durda, Peter Liu, Yongmei Taylor, Kent D. Craig Johnson, W. Berg, David Van Den Gabriel, Stacey Gupta, Namrata Smith, Joshua D. Blackwell, Thomas W. Rotter, Jerome I. Ardlie, Kristin G. Manichaikul, Ani Rich, Stephen S. Graham Barr, R. Lappalainen, Tuuli bioRxiv Article Bulk tissue molecular quantitative trait loci (QTLs) have been the starting point for interpreting disease-associated variants, while 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 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. The interpretation of age iQTLs, however, warrants caution as the moderation effect of age on the genotype and molecular phenotype association may 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, may guide future functional studies. Overall, this study highlights iQTLs to gain insights into the context-specificity of regulatory effects. Cold Spring Harbor Laboratory 2023-06-29 /pmc/articles/PMC10326995/ /pubmed/37425716 http://dx.doi.org/10.1101/2023.06.26.546528 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Kasela, Silva
Aguet, François
Kim-Hellmuth, Sarah
Brown, Brielin C.
Nachun, Daniel C.
Tracy, Russell P.
Durda, Peter
Liu, Yongmei
Taylor, Kent D.
Craig Johnson, W.
Berg, David Van Den
Gabriel, Stacey
Gupta, Namrata
Smith, Joshua D.
Blackwell, Thomas W.
Rotter, Jerome I.
Ardlie, Kristin G.
Manichaikul, Ani
Rich, Stephen S.
Graham Barr, R.
Lappalainen, Tuuli
Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title_full Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title_fullStr Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title_full_unstemmed Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title_short Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
title_sort interaction molecular qtl mapping discovers cellular and environmental modifiers of genetic regulatory effects
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10326995/
https://www.ncbi.nlm.nih.gov/pubmed/37425716
http://dx.doi.org/10.1101/2023.06.26.546528
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