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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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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. |
format | Online Article Text |
id | pubmed-4104390 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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