Causal drift, robust signaling, and complex disease.

The phenotype of many regulatory circuits in which mutations can cause complex, polygenic diseases is to some extent robust to DNA mutations that affect circuit components. Here I demonstrate how such mutational robustness can prevent the discovery of genetic disease determinants. To make my case, I...

Full description

Bibliographic Details
Main Author: Andreas Wagner
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4361548?pdf=render
id doaj-9922dbbaedfe498689f995ff14a4ec76
record_format Article
spelling doaj-9922dbbaedfe498689f995ff14a4ec762020-11-24T21:30:00ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01103e011841310.1371/journal.pone.0118413Causal drift, robust signaling, and complex disease.Andreas WagnerThe phenotype of many regulatory circuits in which mutations can cause complex, polygenic diseases is to some extent robust to DNA mutations that affect circuit components. Here I demonstrate how such mutational robustness can prevent the discovery of genetic disease determinants. To make my case, I use a mathematical model of the insulin signaling pathway implicated in type 2 diabetes, whose signaling output is governed by 15 genetically determined parameters. Using multiple complementary measures of a parameter's importance for this phenotype, I show that any one disease determinant that is crucial in one genetic background will be virtually irrelevant in other backgrounds. In an evolving population that drifts through the parameter space of this or other robust circuits through DNA mutations, the genetic changes that can cause disease will vary randomly over time. I call this phenomenon causal drift. It means that mutations causing disease in one (human or non-human) population may have no effect in another population, and vice versa. Causal drift casts doubt on our ability to infer the molecular mechanisms of complex diseases from non-human model organisms.http://europepmc.org/articles/PMC4361548?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Andreas Wagner
spellingShingle Andreas Wagner
Causal drift, robust signaling, and complex disease.
PLoS ONE
author_facet Andreas Wagner
author_sort Andreas Wagner
title Causal drift, robust signaling, and complex disease.
title_short Causal drift, robust signaling, and complex disease.
title_full Causal drift, robust signaling, and complex disease.
title_fullStr Causal drift, robust signaling, and complex disease.
title_full_unstemmed Causal drift, robust signaling, and complex disease.
title_sort causal drift, robust signaling, and complex disease.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description The phenotype of many regulatory circuits in which mutations can cause complex, polygenic diseases is to some extent robust to DNA mutations that affect circuit components. Here I demonstrate how such mutational robustness can prevent the discovery of genetic disease determinants. To make my case, I use a mathematical model of the insulin signaling pathway implicated in type 2 diabetes, whose signaling output is governed by 15 genetically determined parameters. Using multiple complementary measures of a parameter's importance for this phenotype, I show that any one disease determinant that is crucial in one genetic background will be virtually irrelevant in other backgrounds. In an evolving population that drifts through the parameter space of this or other robust circuits through DNA mutations, the genetic changes that can cause disease will vary randomly over time. I call this phenomenon causal drift. It means that mutations causing disease in one (human or non-human) population may have no effect in another population, and vice versa. Causal drift casts doubt on our ability to infer the molecular mechanisms of complex diseases from non-human model organisms.
url http://europepmc.org/articles/PMC4361548?pdf=render
work_keys_str_mv AT andreaswagner causaldriftrobustsignalingandcomplexdisease
_version_ 1725964550144000000