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Estimating heritability of drug-induced liver injury from common variants and implications for future study designs

Recent genome-wide association studies identified certain human leukocyote antigen (HLA) alleles as the major risk factors of drug-induced liver injuries (DILI). While these alleles often cause large relative risk, their predictive values are quite low due to low prevalence of idiosyncratic DILI. Fi...

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Autores principales: Overby, Casey Lynnette, Hripcsak, George, Shen, Yufeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4104390/
https://www.ncbi.nlm.nih.gov/pubmed/25042059
http://dx.doi.org/10.1038/srep05762
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author Overby, Casey Lynnette
Hripcsak, George
Shen, Yufeng
author_facet Overby, Casey Lynnette
Hripcsak, George
Shen, Yufeng
author_sort Overby, Casey Lynnette
collection PubMed
description Recent genome-wide association studies identified certain human leukocyote antigen (HLA) alleles as the major risk factors of drug-induced liver injuries (DILI). While these alleles often cause large relative risk, their predictive values are quite low due to low prevalence of idiosyncratic DILI. Finding additional risk factors is important for precision medicine. However, optimal design of further genetic studies is hindered by uncertain overall heritability of DILI. This is a common problem for low-prevalence pharmacological traits, since it is difficult to obtain clinical outcome data in families. Here we estimated the heritability (h(2)) of DILI from case-control genome-wide single nucleotide polymorphism data using a method based on random effect models. We estimated the proportion of h(2) captured by common SNPs for DILI to be between 0.3 and 0.5. For co-amoxiclav induced DILI, chromosome 6 explained part of the heritability, indicating additional contributions from common variants yet to be found. We performed simulations to assess the robustness of the h(2) estimate with limited sample size under low prevelance, a condition typical to studies on idiosyncratic pharmacological traits. Our findings suggest that common variants outside of HLA contribute to DILI susceptability; therefore, it is valuable to conduct further GWAS with expanded case collection.
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spelling pubmed-41043902014-07-22 Estimating heritability of drug-induced liver injury from common variants and implications for future study designs Overby, Casey Lynnette Hripcsak, George Shen, Yufeng Sci Rep Article Recent genome-wide association studies identified certain human leukocyote antigen (HLA) alleles as the major risk factors of drug-induced liver injuries (DILI). While these alleles often cause large relative risk, their predictive values are quite low due to low prevalence of idiosyncratic DILI. Finding additional risk factors is important for precision medicine. However, optimal design of further genetic studies is hindered by uncertain overall heritability of DILI. This is a common problem for low-prevalence pharmacological traits, since it is difficult to obtain clinical outcome data in families. Here we estimated the heritability (h(2)) of DILI from case-control genome-wide single nucleotide polymorphism data using a method based on random effect models. We estimated the proportion of h(2) captured by common SNPs for DILI to be between 0.3 and 0.5. For co-amoxiclav induced DILI, chromosome 6 explained part of the heritability, indicating additional contributions from common variants yet to be found. We performed simulations to assess the robustness of the h(2) estimate with limited sample size under low prevelance, a condition typical to studies on idiosyncratic pharmacological traits. Our findings suggest that common variants outside of HLA contribute to DILI susceptability; therefore, it is valuable to conduct further GWAS with expanded case collection. Nature Publishing Group 2014-07-21 /pmc/articles/PMC4104390/ /pubmed/25042059 http://dx.doi.org/10.1038/srep05762 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Overby, Casey Lynnette
Hripcsak, George
Shen, Yufeng
Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title_full Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title_fullStr Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title_full_unstemmed Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title_short Estimating heritability of drug-induced liver injury from common variants and implications for future study designs
title_sort estimating heritability of drug-induced liver injury from common variants and implications for future study designs
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4104390/
https://www.ncbi.nlm.nih.gov/pubmed/25042059
http://dx.doi.org/10.1038/srep05762
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