Cargando…
Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis
BACKGROUND: Metformin is a first-line oral agent used in the treatment of type 2 diabetes, but glycaemic response to this drug is highly variable. Understanding the genetic contribution to metformin response might increase the possibility of personalising metformin treatment. We aimed to establish t...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Lancet, Diabetes & Endocrinology
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4038749/ https://www.ncbi.nlm.nih.gov/pubmed/24731673 http://dx.doi.org/10.1016/S2213-8587(14)70050-6 |
_version_ | 1782318393988218880 |
---|---|
author | Zhou, Kaixin Donnelly, Louise Yang, Jian Li, Miaoxin Deshmukh, Harshal Van Zuydam, Natalie Ahlqvist, Emma Spencer, Chris C Groop, Leif Morris, Andrew D Colhoun, Helen M Sham, Pak C McCarthy, Mark I Palmer, Colin N A Pearson, Ewan R |
author_facet | Zhou, Kaixin Donnelly, Louise Yang, Jian Li, Miaoxin Deshmukh, Harshal Van Zuydam, Natalie Ahlqvist, Emma Spencer, Chris C Groop, Leif Morris, Andrew D Colhoun, Helen M Sham, Pak C McCarthy, Mark I Palmer, Colin N A Pearson, Ewan R |
author_sort | Zhou, Kaixin |
collection | PubMed |
description | BACKGROUND: Metformin is a first-line oral agent used in the treatment of type 2 diabetes, but glycaemic response to this drug is highly variable. Understanding the genetic contribution to metformin response might increase the possibility of personalising metformin treatment. We aimed to establish the heritability of glycaemic response to metformin using the genome-wide complex trait analysis (GCTA) method. METHODS: In this GCTA study, we obtained data about HbA(1c) concentrations before and during metformin treatment from patients in the Genetics of Diabetes Audit and Research in Tayside Scotland (GoDARTS) study, which includes a cohort of patients with type 2 diabetes and is linked to comprehensive clinical databases and genome-wide association study data. We applied the GCTA method to estimate heritability for four definitions of glycaemic response to metformin: absolute reduction in HbA(1c); proportional reduction in HbA(1c); adjusted reduction in HbA(1c); and whether or not the target on-treatment HbA(1c) of less than 7% (53 mmol/mol) was achieved, with adjustment for baseline HbA(1c) and known clinical covariates. Chromosome-wise heritability estimation was used to obtain further information about the genetic architecture. FINDINGS: 5386 individuals were included in the final dataset, of whom 2085 had enough clinical data to define glycaemic response to metformin. The heritability of glycaemic response to metformin varied by response phenotype, with a heritability of 34% (95% CI 1–68; p=0·022) for the absolute reduction in HbA(1c), adjusted for pretreatment HbA(1c). Chromosome-wise heritability estimates suggest that the genetic contribution is probably from individual variants scattered across the genome, which each have a small to moderate effect, rather than from a few loci that each have a large effect. INTERPRETATION: Glycaemic response to metformin is heritable, thus glycaemic response to metformin is, in part, intrinsic to individual biological variation. Further genetic analysis might enable us to make better predictions for stratified medicine and to unravel new mechanisms of metformin action. FUNDING: Wellcome Trust. |
format | Online Article Text |
id | pubmed-4038749 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | The Lancet, Diabetes & Endocrinology |
record_format | MEDLINE/PubMed |
spelling | pubmed-40387492014-05-30 Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis Zhou, Kaixin Donnelly, Louise Yang, Jian Li, Miaoxin Deshmukh, Harshal Van Zuydam, Natalie Ahlqvist, Emma Spencer, Chris C Groop, Leif Morris, Andrew D Colhoun, Helen M Sham, Pak C McCarthy, Mark I Palmer, Colin N A Pearson, Ewan R Lancet Diabetes Endocrinol Articles BACKGROUND: Metformin is a first-line oral agent used in the treatment of type 2 diabetes, but glycaemic response to this drug is highly variable. Understanding the genetic contribution to metformin response might increase the possibility of personalising metformin treatment. We aimed to establish the heritability of glycaemic response to metformin using the genome-wide complex trait analysis (GCTA) method. METHODS: In this GCTA study, we obtained data about HbA(1c) concentrations before and during metformin treatment from patients in the Genetics of Diabetes Audit and Research in Tayside Scotland (GoDARTS) study, which includes a cohort of patients with type 2 diabetes and is linked to comprehensive clinical databases and genome-wide association study data. We applied the GCTA method to estimate heritability for four definitions of glycaemic response to metformin: absolute reduction in HbA(1c); proportional reduction in HbA(1c); adjusted reduction in HbA(1c); and whether or not the target on-treatment HbA(1c) of less than 7% (53 mmol/mol) was achieved, with adjustment for baseline HbA(1c) and known clinical covariates. Chromosome-wise heritability estimation was used to obtain further information about the genetic architecture. FINDINGS: 5386 individuals were included in the final dataset, of whom 2085 had enough clinical data to define glycaemic response to metformin. The heritability of glycaemic response to metformin varied by response phenotype, with a heritability of 34% (95% CI 1–68; p=0·022) for the absolute reduction in HbA(1c), adjusted for pretreatment HbA(1c). Chromosome-wise heritability estimates suggest that the genetic contribution is probably from individual variants scattered across the genome, which each have a small to moderate effect, rather than from a few loci that each have a large effect. INTERPRETATION: Glycaemic response to metformin is heritable, thus glycaemic response to metformin is, in part, intrinsic to individual biological variation. Further genetic analysis might enable us to make better predictions for stratified medicine and to unravel new mechanisms of metformin action. FUNDING: Wellcome Trust. The Lancet, Diabetes & Endocrinology 2014-05-29 /pmc/articles/PMC4038749/ /pubmed/24731673 http://dx.doi.org/10.1016/S2213-8587(14)70050-6 Text en © 2014 Elsevier Ltd. All rights reserved. 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 | Articles Zhou, Kaixin Donnelly, Louise Yang, Jian Li, Miaoxin Deshmukh, Harshal Van Zuydam, Natalie Ahlqvist, Emma Spencer, Chris C Groop, Leif Morris, Andrew D Colhoun, Helen M Sham, Pak C McCarthy, Mark I Palmer, Colin N A Pearson, Ewan R Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title | Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title_full | Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title_fullStr | Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title_full_unstemmed | Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title_short | Heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
title_sort | heritability of variation in glycaemic response to metformin: a genome-wide complex trait analysis |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4038749/ https://www.ncbi.nlm.nih.gov/pubmed/24731673 http://dx.doi.org/10.1016/S2213-8587(14)70050-6 |
work_keys_str_mv | AT zhoukaixin heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT donnellylouise heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT yangjian heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT limiaoxin heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT deshmukhharshal heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT vanzuydamnatalie heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT ahlqvistemma heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT spencerchrisc heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT groopleif heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT morrisandrewd heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT colhounhelenm heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT shampakc heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT mccarthymarki heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT palmercolinna heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis AT pearsonewanr heritabilityofvariationinglycaemicresponsetometforminagenomewidecomplextraitanalysis |