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Distinct genetic liability profiles define clinically relevant patient strata across common diseases

Genome-wide association studies have unearthed a wealth of genetic associations across many complex diseases. However, translating these associations into biological mechanisms contributing to disease etiology and heterogeneity has been challenging. Here, we hypothesize that the effects of disease-a...

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Autores principales: Trastulla, Lucia, Moser, Sylvain, Jiménez-Barrón, Laura T., Andlauer, Till F.M., von Scheidt, Moritz, Budde, Monika, Heilbronner, Urs, Papiol, Sergi, Teumer, Alexander, Homuth, Georg, Falkai, Peter, Völzke, Henry, Dörr, Marcus, Schulze, Thomas G., Gagneur, Julien, Iorio, Francesco, Müller-Myhsok, Bertram, Schunkert, Heribert, Ziller, Michael J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10197798/
https://www.ncbi.nlm.nih.gov/pubmed/37214898
http://dx.doi.org/10.1101/2023.05.10.23289788
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author Trastulla, Lucia
Moser, Sylvain
Jiménez-Barrón, Laura T.
Andlauer, Till F.M.
von Scheidt, Moritz
Budde, Monika
Heilbronner, Urs
Papiol, Sergi
Teumer, Alexander
Homuth, Georg
Falkai, Peter
Völzke, Henry
Dörr, Marcus
Schulze, Thomas G.
Gagneur, Julien
Iorio, Francesco
Müller-Myhsok, Bertram
Schunkert, Heribert
Ziller, Michael J.
author_facet Trastulla, Lucia
Moser, Sylvain
Jiménez-Barrón, Laura T.
Andlauer, Till F.M.
von Scheidt, Moritz
Budde, Monika
Heilbronner, Urs
Papiol, Sergi
Teumer, Alexander
Homuth, Georg
Falkai, Peter
Völzke, Henry
Dörr, Marcus
Schulze, Thomas G.
Gagneur, Julien
Iorio, Francesco
Müller-Myhsok, Bertram
Schunkert, Heribert
Ziller, Michael J.
author_sort Trastulla, Lucia
collection PubMed
description Genome-wide association studies have unearthed a wealth of genetic associations across many complex diseases. However, translating these associations into biological mechanisms contributing to disease etiology and heterogeneity has been challenging. Here, we hypothesize that the effects of disease-associated genetic variants converge onto distinct cell type specific molecular pathways within distinct subgroups of patients. In order to test this hypothesis, we develop the CASTom-iGEx pipeline to operationalize individual level genotype data to interpret personal polygenic risk and identify the genetic basis of clinical heterogeneity. The paradigmatic application of this approach to coronary artery disease and schizophrenia reveals a convergence of disease associated variant effects onto known and novel genes, pathways, and biological processes. The biological process specific genetic liabilities are not equally distributed across patients. Instead, they defined genetically distinct groups of patients, characterized by different profiles across pathways, endophenotypes, and disease severity. These results provide further evidence for a genetic contribution to clinical heterogeneity and point to the existence of partially distinct pathomechanisms across patient subgroups. Thus, the universally applicable approach presented here has the potential to constitute an important component of future personalized medicine concepts.
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spelling pubmed-101977982023-05-20 Distinct genetic liability profiles define clinically relevant patient strata across common diseases Trastulla, Lucia Moser, Sylvain Jiménez-Barrón, Laura T. Andlauer, Till F.M. von Scheidt, Moritz Budde, Monika Heilbronner, Urs Papiol, Sergi Teumer, Alexander Homuth, Georg Falkai, Peter Völzke, Henry Dörr, Marcus Schulze, Thomas G. Gagneur, Julien Iorio, Francesco Müller-Myhsok, Bertram Schunkert, Heribert Ziller, Michael J. medRxiv Article Genome-wide association studies have unearthed a wealth of genetic associations across many complex diseases. However, translating these associations into biological mechanisms contributing to disease etiology and heterogeneity has been challenging. Here, we hypothesize that the effects of disease-associated genetic variants converge onto distinct cell type specific molecular pathways within distinct subgroups of patients. In order to test this hypothesis, we develop the CASTom-iGEx pipeline to operationalize individual level genotype data to interpret personal polygenic risk and identify the genetic basis of clinical heterogeneity. The paradigmatic application of this approach to coronary artery disease and schizophrenia reveals a convergence of disease associated variant effects onto known and novel genes, pathways, and biological processes. The biological process specific genetic liabilities are not equally distributed across patients. Instead, they defined genetically distinct groups of patients, characterized by different profiles across pathways, endophenotypes, and disease severity. These results provide further evidence for a genetic contribution to clinical heterogeneity and point to the existence of partially distinct pathomechanisms across patient subgroups. Thus, the universally applicable approach presented here has the potential to constitute an important component of future personalized medicine concepts. Cold Spring Harbor Laboratory 2023-05-11 /pmc/articles/PMC10197798/ /pubmed/37214898 http://dx.doi.org/10.1101/2023.05.10.23289788 Text en https://creativecommons.org/licenses/by-nd/4.0/This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Trastulla, Lucia
Moser, Sylvain
Jiménez-Barrón, Laura T.
Andlauer, Till F.M.
von Scheidt, Moritz
Budde, Monika
Heilbronner, Urs
Papiol, Sergi
Teumer, Alexander
Homuth, Georg
Falkai, Peter
Völzke, Henry
Dörr, Marcus
Schulze, Thomas G.
Gagneur, Julien
Iorio, Francesco
Müller-Myhsok, Bertram
Schunkert, Heribert
Ziller, Michael J.
Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title_full Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title_fullStr Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title_full_unstemmed Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title_short Distinct genetic liability profiles define clinically relevant patient strata across common diseases
title_sort distinct genetic liability profiles define clinically relevant patient strata across common diseases
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10197798/
https://www.ncbi.nlm.nih.gov/pubmed/37214898
http://dx.doi.org/10.1101/2023.05.10.23289788
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